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Modeling Tuberculosis Dynamics, Detection and Control in Cattle Herds
Epidemiological models are key tools for designing and evaluating detection and control strategies against animal infectious diseases. In France, after decades of decrease of bovine tuberculosis (bTB) incidence, the disease keeps circulating. Increasing prevalence levels are observed in several area...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2014
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4177924/ https://www.ncbi.nlm.nih.gov/pubmed/25254369 http://dx.doi.org/10.1371/journal.pone.0108584 |
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author | Bekara, Mohammed El Amine Courcoul, Aurélie Bénet, Jean-Jacques Durand, Benoit |
author_facet | Bekara, Mohammed El Amine Courcoul, Aurélie Bénet, Jean-Jacques Durand, Benoit |
author_sort | Bekara, Mohammed El Amine |
collection | PubMed |
description | Epidemiological models are key tools for designing and evaluating detection and control strategies against animal infectious diseases. In France, after decades of decrease of bovine tuberculosis (bTB) incidence, the disease keeps circulating. Increasing prevalence levels are observed in several areas, where the detection and control strategy could be adapted. The objective of this work was to design and calibrate a model of the within-herd transmission of bTB. The proposed model is a stochastic model operating in discrete-time. Three health states were distinguished: susceptible, latent and infected. Dairy and beef herd dynamics and bTB detection and control programs were explicitly represented. Approximate Bayesian computation was used to estimate three model parameters from field data: the transmission parameter when animals are inside (β(inside)) and outside (β(outside)) buildings, and the duration of the latent phase. An independent dataset was used for model validation. The estimated median was 0.43 [0.16–0.84] month(−1) for β(inside) and 0.08 [0.01–0.32] month(−1) for β(outside). The median duration of the latent period was estimated 3.5 [2]–[8] months. The sensitivity analysis showed only minor influences of fixed parameter values on these posterior estimates. Validation based on an independent dataset showed that in more than 80% of herds, the observed proportion of animals with detected lesions was between the 2.5% and 97.5% percentiles of the simulated distribution. In the absence of control program and once bTB has become enzootic within a herd, the median effective reproductive ratio was estimated to be 2.2 in beef herds and 1.7 in dairy herds. These low estimates are consistent with field observations of a low prevalence level in French bTB-infected herds. |
format | Online Article Text |
id | pubmed-4177924 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-41779242014-10-02 Modeling Tuberculosis Dynamics, Detection and Control in Cattle Herds Bekara, Mohammed El Amine Courcoul, Aurélie Bénet, Jean-Jacques Durand, Benoit PLoS One Research Article Epidemiological models are key tools for designing and evaluating detection and control strategies against animal infectious diseases. In France, after decades of decrease of bovine tuberculosis (bTB) incidence, the disease keeps circulating. Increasing prevalence levels are observed in several areas, where the detection and control strategy could be adapted. The objective of this work was to design and calibrate a model of the within-herd transmission of bTB. The proposed model is a stochastic model operating in discrete-time. Three health states were distinguished: susceptible, latent and infected. Dairy and beef herd dynamics and bTB detection and control programs were explicitly represented. Approximate Bayesian computation was used to estimate three model parameters from field data: the transmission parameter when animals are inside (β(inside)) and outside (β(outside)) buildings, and the duration of the latent phase. An independent dataset was used for model validation. The estimated median was 0.43 [0.16–0.84] month(−1) for β(inside) and 0.08 [0.01–0.32] month(−1) for β(outside). The median duration of the latent period was estimated 3.5 [2]–[8] months. The sensitivity analysis showed only minor influences of fixed parameter values on these posterior estimates. Validation based on an independent dataset showed that in more than 80% of herds, the observed proportion of animals with detected lesions was between the 2.5% and 97.5% percentiles of the simulated distribution. In the absence of control program and once bTB has become enzootic within a herd, the median effective reproductive ratio was estimated to be 2.2 in beef herds and 1.7 in dairy herds. These low estimates are consistent with field observations of a low prevalence level in French bTB-infected herds. Public Library of Science 2014-09-25 /pmc/articles/PMC4177924/ /pubmed/25254369 http://dx.doi.org/10.1371/journal.pone.0108584 Text en © 2014 Bekara et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited. |
spellingShingle | Research Article Bekara, Mohammed El Amine Courcoul, Aurélie Bénet, Jean-Jacques Durand, Benoit Modeling Tuberculosis Dynamics, Detection and Control in Cattle Herds |
title | Modeling Tuberculosis Dynamics, Detection and Control in Cattle Herds |
title_full | Modeling Tuberculosis Dynamics, Detection and Control in Cattle Herds |
title_fullStr | Modeling Tuberculosis Dynamics, Detection and Control in Cattle Herds |
title_full_unstemmed | Modeling Tuberculosis Dynamics, Detection and Control in Cattle Herds |
title_short | Modeling Tuberculosis Dynamics, Detection and Control in Cattle Herds |
title_sort | modeling tuberculosis dynamics, detection and control in cattle herds |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4177924/ https://www.ncbi.nlm.nih.gov/pubmed/25254369 http://dx.doi.org/10.1371/journal.pone.0108584 |
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