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Agent-based model for Johne’s disease dynamics in a dairy herd
Johne’s disease is an infectious gastrointestinal disease in ruminants caused by Mycobacterium avium subsp. paratuberculosis that causes diarrhea, emaciation, decreased milk production and eventually death. The disease is transmitted in utero and via milk and colostrums to calves, and fecal-orally t...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4474466/ https://www.ncbi.nlm.nih.gov/pubmed/26091904 http://dx.doi.org/10.1186/s13567-015-0195-y |
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author | Robins, Jessica Bogen, Sarah Francis, Auldon Westhoek, Annet Kanarek, Andrew Lenhart, Suzanne Eda, Shigetoshi |
author_facet | Robins, Jessica Bogen, Sarah Francis, Auldon Westhoek, Annet Kanarek, Andrew Lenhart, Suzanne Eda, Shigetoshi |
author_sort | Robins, Jessica |
collection | PubMed |
description | Johne’s disease is an infectious gastrointestinal disease in ruminants caused by Mycobacterium avium subsp. paratuberculosis that causes diarrhea, emaciation, decreased milk production and eventually death. The disease is transmitted in utero and via milk and colostrums to calves, and fecal-orally to all age classes. Financial losses due to the disease are estimated to be over $200 million in the US dairy industry. The goal of this study was to evaluate the cost effectiveness of control measures based on diagnosis with a sensitive ELISA, EVELISA. An agent-based, discrete time model was developed to simulate Johne’s disease dynamics in a US dairy herd. Spatial aspects of disease transmission were taken into account by using six spatial compartments. The effects on disease prevalence were studied with and without transmission routes included in the model. Further, using the model, cost effectiveness of ELISA-based Johne’s disease control was evaluated. Using the parameters we collected and assumed, our model showed the initial prevalence of Johne’s disease (33.1 ± 0.2%) in the farm increased to 87.7 ± 1.7% in a 10 year-simulation. When ELISA-based control measures were included in the simulation, the increase in prevalence was significantly slowed down, especially when EVELISA was used. However, the level of the prevalence was still higher than the initial level after 10 year simulation even with the ELISA-based diagnostic intervention. The prevalence was further reduced when quarterly ELISA testing was included. The cost analysis showed that the quarterly ELISA and EVELISA testing could bring $44.8 and $51.5/animal/year more revenues, respectively, to a dairy farm. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s13567-015-0195-y) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-4474466 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-44744662015-06-20 Agent-based model for Johne’s disease dynamics in a dairy herd Robins, Jessica Bogen, Sarah Francis, Auldon Westhoek, Annet Kanarek, Andrew Lenhart, Suzanne Eda, Shigetoshi Vet Res Research Article Johne’s disease is an infectious gastrointestinal disease in ruminants caused by Mycobacterium avium subsp. paratuberculosis that causes diarrhea, emaciation, decreased milk production and eventually death. The disease is transmitted in utero and via milk and colostrums to calves, and fecal-orally to all age classes. Financial losses due to the disease are estimated to be over $200 million in the US dairy industry. The goal of this study was to evaluate the cost effectiveness of control measures based on diagnosis with a sensitive ELISA, EVELISA. An agent-based, discrete time model was developed to simulate Johne’s disease dynamics in a US dairy herd. Spatial aspects of disease transmission were taken into account by using six spatial compartments. The effects on disease prevalence were studied with and without transmission routes included in the model. Further, using the model, cost effectiveness of ELISA-based Johne’s disease control was evaluated. Using the parameters we collected and assumed, our model showed the initial prevalence of Johne’s disease (33.1 ± 0.2%) in the farm increased to 87.7 ± 1.7% in a 10 year-simulation. When ELISA-based control measures were included in the simulation, the increase in prevalence was significantly slowed down, especially when EVELISA was used. However, the level of the prevalence was still higher than the initial level after 10 year simulation even with the ELISA-based diagnostic intervention. The prevalence was further reduced when quarterly ELISA testing was included. The cost analysis showed that the quarterly ELISA and EVELISA testing could bring $44.8 and $51.5/animal/year more revenues, respectively, to a dairy farm. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s13567-015-0195-y) contains supplementary material, which is available to authorized users. BioMed Central 2015-06-19 2015 /pmc/articles/PMC4474466/ /pubmed/26091904 http://dx.doi.org/10.1186/s13567-015-0195-y Text en © Robins et al. 2015 This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly credited. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. |
spellingShingle | Research Article Robins, Jessica Bogen, Sarah Francis, Auldon Westhoek, Annet Kanarek, Andrew Lenhart, Suzanne Eda, Shigetoshi Agent-based model for Johne’s disease dynamics in a dairy herd |
title | Agent-based model for Johne’s disease dynamics in a dairy herd |
title_full | Agent-based model for Johne’s disease dynamics in a dairy herd |
title_fullStr | Agent-based model for Johne’s disease dynamics in a dairy herd |
title_full_unstemmed | Agent-based model for Johne’s disease dynamics in a dairy herd |
title_short | Agent-based model for Johne’s disease dynamics in a dairy herd |
title_sort | agent-based model for johne’s disease dynamics in a dairy herd |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4474466/ https://www.ncbi.nlm.nih.gov/pubmed/26091904 http://dx.doi.org/10.1186/s13567-015-0195-y |
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