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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...

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Autores principales: Chadsuthi, Sudarat, Chalvet-Monfray, Karine, Kodjo, Angeli, Wiratsudakul, Anuwat, Bicout, Dominique J.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2022
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.
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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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