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Incorporating demographic stochasticity into multi-strain epidemic models: application to influenza A
We develop mathematical models of the transmission and evolution of multi-strain pathogens that incorporate strain extinction and the stochastic generation of new strains via mutation. The dynamics resulting from these models is then examined with the applied aim of understanding the mechanisms unde...
Autores principales: | , |
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Formato: | Texto |
Lenguaje: | English |
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The Royal Society
2009
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2827439/ https://www.ncbi.nlm.nih.gov/pubmed/19158010 http://dx.doi.org/10.1098/rsif.2008.0467 |
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author | Minayev, Pavlo Ferguson, Neil |
author_facet | Minayev, Pavlo Ferguson, Neil |
author_sort | Minayev, Pavlo |
collection | PubMed |
description | We develop mathematical models of the transmission and evolution of multi-strain pathogens that incorporate strain extinction and the stochastic generation of new strains via mutation. The dynamics resulting from these models is then examined with the applied aim of understanding the mechanisms underpinning the evolution and dynamics of rapidly mutating pathogens, such as human influenza viruses. Our approach, while analytically relatively simple, gives results that are qualitatively similar to those obtained from much more complex individually based simulation models. We examine strain dynamics as a function of cross-immunity and key transmission parameters, and show that introducing strain extinction and modelling mutation as a stochastic process significantly changes the model dynamics, leading to lower strain diversity, reduced infection prevalence and shorter strain lifetimes. Finally, we incorporate transient strain-transcending immunity in the model and demonstrate that it reduces strain diversity further, giving patterns of sequential strain replacement similar to that seen in human influenza A viruses. |
format | Text |
id | pubmed-2827439 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2009 |
publisher | The Royal Society |
record_format | MEDLINE/PubMed |
spelling | pubmed-28274392010-02-26 Incorporating demographic stochasticity into multi-strain epidemic models: application to influenza A Minayev, Pavlo Ferguson, Neil J R Soc Interface Research Articles We develop mathematical models of the transmission and evolution of multi-strain pathogens that incorporate strain extinction and the stochastic generation of new strains via mutation. The dynamics resulting from these models is then examined with the applied aim of understanding the mechanisms underpinning the evolution and dynamics of rapidly mutating pathogens, such as human influenza viruses. Our approach, while analytically relatively simple, gives results that are qualitatively similar to those obtained from much more complex individually based simulation models. We examine strain dynamics as a function of cross-immunity and key transmission parameters, and show that introducing strain extinction and modelling mutation as a stochastic process significantly changes the model dynamics, leading to lower strain diversity, reduced infection prevalence and shorter strain lifetimes. Finally, we incorporate transient strain-transcending immunity in the model and demonstrate that it reduces strain diversity further, giving patterns of sequential strain replacement similar to that seen in human influenza A viruses. The Royal Society 2009-11-06 2009-01-21 /pmc/articles/PMC2827439/ /pubmed/19158010 http://dx.doi.org/10.1098/rsif.2008.0467 Text en Copyright © 2009 The Royal Society http://creativecommons.org/licenses/by/2.5/ 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 work is properly cited. |
spellingShingle | Research Articles Minayev, Pavlo Ferguson, Neil Incorporating demographic stochasticity into multi-strain epidemic models: application to influenza A |
title | Incorporating demographic stochasticity into multi-strain epidemic models: application to influenza A |
title_full | Incorporating demographic stochasticity into multi-strain epidemic models: application to influenza A |
title_fullStr | Incorporating demographic stochasticity into multi-strain epidemic models: application to influenza A |
title_full_unstemmed | Incorporating demographic stochasticity into multi-strain epidemic models: application to influenza A |
title_short | Incorporating demographic stochasticity into multi-strain epidemic models: application to influenza A |
title_sort | incorporating demographic stochasticity into multi-strain epidemic models: application to influenza a |
topic | Research Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2827439/ https://www.ncbi.nlm.nih.gov/pubmed/19158010 http://dx.doi.org/10.1098/rsif.2008.0467 |
work_keys_str_mv | AT minayevpavlo incorporatingdemographicstochasticityintomultistrainepidemicmodelsapplicationtoinfluenzaa AT fergusonneil incorporatingdemographicstochasticityintomultistrainepidemicmodelsapplicationtoinfluenzaa |