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Optimal Vaccination in a Stochastic Epidemic Model of Two Non-Interacting Populations

Developing robust, quantitative methods to optimize resource allocations in response to epidemics has the potential to save lives and minimize health care costs. In this paper, we develop and apply a computationally efficient algorithm that enables us to calculate the complete probability distributi...

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Detalles Bibliográficos
Autores principales: Yuan, Edwin C., Alderson, David L., Stromberg, Sean, Carlson, Jean M.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4331427/
https://www.ncbi.nlm.nih.gov/pubmed/25688857
http://dx.doi.org/10.1371/journal.pone.0115826
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author Yuan, Edwin C.
Alderson, David L.
Stromberg, Sean
Carlson, Jean M.
author_facet Yuan, Edwin C.
Alderson, David L.
Stromberg, Sean
Carlson, Jean M.
author_sort Yuan, Edwin C.
collection PubMed
description Developing robust, quantitative methods to optimize resource allocations in response to epidemics has the potential to save lives and minimize health care costs. In this paper, we develop and apply a computationally efficient algorithm that enables us to calculate the complete probability distribution for the final epidemic size in a stochastic Susceptible-Infected-Recovered (SIR) model. Based on these results, we determine the optimal allocations of a limited quantity of vaccine between two non-interacting populations. We compare the stochastic solution to results obtained for the traditional, deterministic SIR model. For intermediate quantities of vaccine, the deterministic model is a poor estimate of the optimal strategy for the more realistic, stochastic case.
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spelling pubmed-43314272015-02-24 Optimal Vaccination in a Stochastic Epidemic Model of Two Non-Interacting Populations Yuan, Edwin C. Alderson, David L. Stromberg, Sean Carlson, Jean M. PLoS One Research Article Developing robust, quantitative methods to optimize resource allocations in response to epidemics has the potential to save lives and minimize health care costs. In this paper, we develop and apply a computationally efficient algorithm that enables us to calculate the complete probability distribution for the final epidemic size in a stochastic Susceptible-Infected-Recovered (SIR) model. Based on these results, we determine the optimal allocations of a limited quantity of vaccine between two non-interacting populations. We compare the stochastic solution to results obtained for the traditional, deterministic SIR model. For intermediate quantities of vaccine, the deterministic model is a poor estimate of the optimal strategy for the more realistic, stochastic case. Public Library of Science 2015-02-17 /pmc/articles/PMC4331427/ /pubmed/25688857 http://dx.doi.org/10.1371/journal.pone.0115826 Text en https://creativecommons.org/publicdomain/zero/1.0/ This is an open-access article distributed under the terms of the Creative Commons Public Domain declaration, which stipulates that, once placed in the public domain, this work may be freely reproduced, distributed, transmitted, modified, built upon, or otherwise used by anyone for any lawful purpose.
spellingShingle Research Article
Yuan, Edwin C.
Alderson, David L.
Stromberg, Sean
Carlson, Jean M.
Optimal Vaccination in a Stochastic Epidemic Model of Two Non-Interacting Populations
title Optimal Vaccination in a Stochastic Epidemic Model of Two Non-Interacting Populations
title_full Optimal Vaccination in a Stochastic Epidemic Model of Two Non-Interacting Populations
title_fullStr Optimal Vaccination in a Stochastic Epidemic Model of Two Non-Interacting Populations
title_full_unstemmed Optimal Vaccination in a Stochastic Epidemic Model of Two Non-Interacting Populations
title_short Optimal Vaccination in a Stochastic Epidemic Model of Two Non-Interacting Populations
title_sort optimal vaccination in a stochastic epidemic model of two non-interacting populations
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4331427/
https://www.ncbi.nlm.nih.gov/pubmed/25688857
http://dx.doi.org/10.1371/journal.pone.0115826
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