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Modeling of the combined dynamics of leptospirosis transmission and seroconversion in herds
Leptospirosis is a zoonotic disease-causing illness in both humans and animals resulting in related economic impacts due to production loss as well as prevention and control efforts. Several mathematical models have been proposed to study the dynamics of infection but none of them has so far taken i...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9481562/ https://www.ncbi.nlm.nih.gov/pubmed/36114406 http://dx.doi.org/10.1038/s41598-022-19833-x |
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author | Chadsuthi, Sudarat Chalvet-Monfray, Karine Kodjo, Angeli Wiratsudakul, Anuwat Bicout, Dominique J. |
author_facet | Chadsuthi, Sudarat Chalvet-Monfray, Karine Kodjo, Angeli Wiratsudakul, Anuwat Bicout, Dominique J. |
author_sort | Chadsuthi, Sudarat |
collection | PubMed |
description | Leptospirosis is a zoonotic disease-causing illness in both humans and animals resulting in related economic impacts due to production loss as well as prevention and control efforts. Several mathematical models have been proposed to study the dynamics of infection but none of them has so far taken into account the dynamics of seroconversion. In this study, we have developed a general framework, based on the kinetic model for animal leptospirosis, that combines both the antibody (exposure marker) and infection dynamics to simultaneously follows both seroconversion and infection status of leptospirosis in a herd population. It is a stochastic compartmental model (for transition rates) with time delay (for seroconversion) which describes the progression of infection by a SEIRS (susceptible, exposed, infected, removed and susceptible) approach and seroconversion by four-state antibody kinetics (antibody negative and three antibody positive states of different antibody levels). The model shows that it is possible to assess and follow both seroconversion and infection status through the prism of diagnostic testing. Such an approach of combined kinetics could prove very useful to assist the competent authorities in their analyzes of epidemic situations and in the implementation of strategies for controlling and managing the associated risks. |
format | Online Article Text |
id | pubmed-9481562 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-94815622022-09-18 Modeling of the combined dynamics of leptospirosis transmission and seroconversion in herds Chadsuthi, Sudarat Chalvet-Monfray, Karine Kodjo, Angeli Wiratsudakul, Anuwat Bicout, Dominique J. Sci Rep Article Leptospirosis is a zoonotic disease-causing illness in both humans and animals resulting in related economic impacts due to production loss as well as prevention and control efforts. Several mathematical models have been proposed to study the dynamics of infection but none of them has so far taken into account the dynamics of seroconversion. In this study, we have developed a general framework, based on the kinetic model for animal leptospirosis, that combines both the antibody (exposure marker) and infection dynamics to simultaneously follows both seroconversion and infection status of leptospirosis in a herd population. It is a stochastic compartmental model (for transition rates) with time delay (for seroconversion) which describes the progression of infection by a SEIRS (susceptible, exposed, infected, removed and susceptible) approach and seroconversion by four-state antibody kinetics (antibody negative and three antibody positive states of different antibody levels). The model shows that it is possible to assess and follow both seroconversion and infection status through the prism of diagnostic testing. Such an approach of combined kinetics could prove very useful to assist the competent authorities in their analyzes of epidemic situations and in the implementation of strategies for controlling and managing the associated risks. Nature Publishing Group UK 2022-09-16 /pmc/articles/PMC9481562/ /pubmed/36114406 http://dx.doi.org/10.1038/s41598-022-19833-x Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Chadsuthi, Sudarat Chalvet-Monfray, Karine Kodjo, Angeli Wiratsudakul, Anuwat Bicout, Dominique J. Modeling of the combined dynamics of leptospirosis transmission and seroconversion in herds |
title | Modeling of the combined dynamics of leptospirosis transmission and seroconversion in herds |
title_full | Modeling of the combined dynamics of leptospirosis transmission and seroconversion in herds |
title_fullStr | Modeling of the combined dynamics of leptospirosis transmission and seroconversion in herds |
title_full_unstemmed | Modeling of the combined dynamics of leptospirosis transmission and seroconversion in herds |
title_short | Modeling of the combined dynamics of leptospirosis transmission and seroconversion in herds |
title_sort | modeling of the combined dynamics of leptospirosis transmission and seroconversion in herds |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9481562/ https://www.ncbi.nlm.nih.gov/pubmed/36114406 http://dx.doi.org/10.1038/s41598-022-19833-x |
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