| Literature DB >> 28382915 |
Eve Miguel1,2, Véronique Chevalier1, Gelagay Ayelet3, Med Nadir Ben Bencheikh4, Hiver Boussini5, Daniel Kw Chu6, Ikhlass El Berbri4, Ouaffa Fassi-Fihri4, Bernard Faye7, Getnet Fekadu8, Vladimir Grosbois1, Bryan Cy Ng6, Ranawaka Apm Perera6, T Y So6, Amadou Traore5, François Roger2, Malik Peiris6.
Abstract
Understanding Middle East respiratory syndrome coronavirus (MERS-CoV) transmission in dromedary camels is important, as they consitute a source of zoonotic infection to humans. To identify risk factors for MERS-CoV infection in camels bred in diverse conditions in Burkina Faso, Ethiopia and Morocco, blood samples and nasal swabs were sampled in February-March 2015. A relatively high MERS-CoV RNA rate was detected in Ethiopia (up to 15.7%; 95% confidence interval (CI): 8.2-28.0), followed by Burkina Faso (up to 12.2%; 95% CI: 7-20.4) and Morocco (up to 7.6%; 95% CI: 1.9-26.1). The RNA detection rate was higher in camels bred for milk or meat than in camels for transport (p = 0.01) as well as in younger camels (p = 0.06). High seropositivity rates (up to 100%; 95% CI: 100-100 and 99.4%; 95% CI: 95.4-99.9) were found in Morocco and Ethiopia, followed by Burkina Faso (up to 84.6%; 95% CI: 77.2-89.9). Seropositivity rates were higher in large/medium herds (≥51 camels) than small herds (p = 0.061), in camels raised for meat or milk than for transport (p = 0.01), and in nomadic or sedentary herds than in herds with a mix of these lifestyles (p < 0.005). This article is copyright of The Authors, 2017.Entities:
Keywords: Density; West - East gradient; herd size; milking activities; nomadic; sedentary
Mesh:
Substances:
Year: 2017 PMID: 28382915 PMCID: PMC5388105 DOI: 10.2807/1560-7917.ES.2017.22.13.30498
Source DB: PubMed Journal: Euro Surveill ISSN: 1025-496X
Figure 1A. Camel densities in Africa, Middle East, and Asia with areas with prior serological evidence for MERS-CoV infection in camels, and B–D. sampling sites of this study, with serological and virological MERS-CoV detection rates in Burkina Faso, Ethiopia and Morocco, February–March 2015
Location, numbera and characteristics of camels sampled for a cross-sectional serological and virological surey on MERS-CoV, Burkina Faso, Ethiopia and Morocco February–March 2015 (n=1,500 camels)
| Country | Region | Tot Inds. | Inds./herd | Sex | Function | Herd sizeb | Lifestyle | Type | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Female | Male | Meat | Milk | Transport | Large | Medium | Small | Mixed | Nomadic | Sedentary | Abattoir | Farm | ||||
|
| Gorom | 127 | 12 | 66 | 61 | 52 | 74 | 1 | 0 | 0 | 127 | 0 | 16 | 111 | 0 | 127 |
| Tinakoff | 289 | 10 | 172 | 117 | 73 | 171 | 45 | 0 | 0 | 289 | 0 | 0 | 289 | 0 | 289 | |
| Arbinda | 47 | 24 | 0 | 47 | 0 | 0 | 47 | 0 | 0 | 47 | 0 | 0 | 47 | 0 | 47 | |
| PobéMengao | 62 | 31 | 7 | 55 | 0 | 7 | 55 | 0 | 0 | 62 | 0 | 0 | 62 | 0 | 62 | |
|
| Akakic | 100 | 25 | 60 | 40 | 100 | 0 | 0 | 59 | 0 | 41 | 0 | 0 | 100 | 100 | 0 |
| Ayssaita-Dubti | 99 | 20 | 52 | 47 | 46 | 53 | 0 | 33 | 56 | 10 | 36 | 56 | 7 | 0 | 99 | |
| Melkawerer | 199 | 22 | 111 | 88 | 88 | 111 | 0 | 45 | 0 | 154 | 0 | 199 | 0 | 0 | 199 | |
| Metehara | 140 | 23 | 74 | 66 | 66 | 74 | 0 | 61 | 65 | 14 | 0 | 0 | 140 | 0 | 140 | |
| Yabello | 94 | 24 | 52 | 42 | 40 | 54 | 0 | 33 | 61 | 0 | 52 | 33 | 9 | 0 | 94 | |
|
| Assa-Guelmim | 24 | 12 | 20 | 4 | 0 | 4 | 0 | 0 | 0 | 24 | 0 | 0 | 24 | 0 | 24 |
| Awsard | 66 | 66 | 62 | 4 | 5 | 60 | 1 | 66 | 0 | 0 | 0 | 66 | 0 | 0 | 66 | |
| Fask-Tighmert | 154 | 15 | 109 | 45 | 35 | 95 | 24 | 59 | 95 | 0 | 71 | 0 | 83 | 0 | 154 | |
| Galtat Zemmourc | 16 | 16 | 0 | 16 | 16 | 0 | 0 | 0 | 0 | 16 | 0 | 0 | 0 | 16 | 0 | |
| Laayounec | 83 | 83 | 0 | 83 | 83 | 0 | 0 | 0 | 0 | 83 | 0 | 0 | 30 | 83 | 0 | |
Inds: individuals; MERS-CoV: Middle East respiratory syndrome coronavirus.
a Number of camels sampled according to variables tested in the modelling of spatial variations and risk factors for estimating the propability of detecting MERS-CoV antibodies and RNA.
b A small herd comprised ≤ 50 camels, a medium herd between 51 and 150 camels and a large herd between 151 and 300 camels.
c Sampling took place at an abattoir.
Colinearity index among variables explaining MERS-CoV seropositivity and viral RNA detection rates
| Colinearity index | Age | Sex | Function | Region | Lifestyle | Type | Herd | Country |
|---|---|---|---|---|---|---|---|---|
|
| 1.00 | |||||||
|
| 0.03 | 1.00 | ||||||
|
| 0.04 |
| 1.00 | |||||
|
| 0.20 | 0.38 |
| 1.00 | ||||
|
| 0.01 | 0.12 | 0.17 |
| 1.00 | |||
|
| 0.01 | 0.05 |
|
| 0.25 | 1.00 | ||
|
| 0.03 | 0.22 | 0.18 |
| 0.40 | 0.19 | 1.00 | |
|
| 0.13 | 0.14 | 0.31 |
|
| 0.25 |
| 1.00 |
Two-by-two comparisons of explanatory variables were used to assess possible confounding influences. Cramer’s V test was used for categorical variables and R2 obtained from linear models for continuous variables. When the statistic is close to 1 for R² or larger than 0.4 for CrV test, the two explanatory variables are considered as collinear and cannot be used in the same statistical models. When the statistic is larger than 0.4 for the CrV test the result is in bold.
a The function refers to whether the camel was bred for milk, meat or transport.
b The lifestyle refers to whether the camel was sendentary, nomadic or had a mix of sedentary and nomadic lifestyles.
c The type refers to whether samples were taken, such as a farm or a slaughterhouse.
d The herd category refers to the herd size (small with ≤ 50 camels, medium with 51 to 150 camels and large with 151 to 300 camels).
Multivariate modelling used to depict variations in serological and virological status according to individual characteristics (sex and age), spatial localisation (country and regions) and farming practices (camel’s function, herd category, and lifestyle) using data from Morocco, Burkina Faso and Ethiopia, February–March 2015
| GLOBAL MODEL Multivariate models herd as random effect (1|herd) | |||
|---|---|---|---|
|
|
|
|
|
|
| |||
|
| |||
| Age + country + sex + (1|herd) | 1,047.8 | NA | NA |
| Age + region + sex + (1|herd) | 1,029.9 | Age | 0.001 |
| Region | < 0.005 | ||
| Sex | 0.068 | ||
|
| |||
| Age + sex + lifestylea + herd categoryb + (1|herd) | 960.9 | NA | NA |
| Age + sex + typec + lifestylea + herd categoryb + (1|herd) | 960.4 | NA | NA |
| Age + functiond + lifestylea + herd categoryb + (1|herd) | 961.4 | Age | 0.032 |
| Functiond | 0.016 | ||
| Lifestylea | < 0.005 | ||
| Herd categoryb | 0.061 | ||
|
| |||
|
| |||
| Age + country + sex + (1|herd) | 640.5 | NA | NA |
| Age + region + sex + (1|herd) | 619.7 | NA | NA |
| Age + region + (1|herd) | 618.8 | Age | 0.369 |
| Region | < 0.005 | ||
|
| |||
| Age + functiond + lifestylea + herd categoryb + (1|herd) | 651.6 | NA | NA |
| Age + functiond + lifestylea + (1|herd) | 647.8 | NA | NA |
| Age + sex + (1|herd) | 651.7 | NA | NA |
| Age + functiond + (1|herd) | 646.1 | Age | 0.067 |
| Functiond | 0.015 | ||
AIC: Akaike information criterion.
AIC Selection and p values. Each model depicts the variation of serological and virological status (response variable: positive/negative results) according to explanatory variables (age, country, region, sex, lifestyle, herd category, camel function). Herd random effects are included in the models (1 |herd). Selection among models including different combinations of these explanatory variables was performed using AIC where a difference of 2 is required for selecting a model which combined variables influencing significantly the response variable.
a The lifestyle refers to whether the camel was sendentary, nomadic or both.
b Herd category refers to the size of the herd (small with ≤ 50 camels, medium with 51 to 150 camels and large with 151 to 300 camels).
c The type refers to whether samples were taken such as a farm or a slaughterhouse.
d The function refers to whether the camel was bred for milk, meat or transport.
Figure 2MERS-CoV seropositivity and viral RNA detection rates estimated by modelling according to significant risk factors, Burkina Faso, Ethiopia and Morocco, February–March 2015
Figure 3MERS-CoV seropositivity (antibodies) and viral RNA detection rates in camels estimated by modelling according to age, Burkina Faso, Ethiopia, Morocco, February–March 2015