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Stochastic modeling of influenza spread dynamics with recurrences
We present results of a study of a simple, stochastic, agent-based model of influenza A infection, simulating its dynamics over the course of one flu season. Building on an early work of Bartlett, we define a model with a limited number of parameters and rates that have clear epidemiological interpr...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7173783/ https://www.ncbi.nlm.nih.gov/pubmed/32315318 http://dx.doi.org/10.1371/journal.pone.0231521 |
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author | Whitman, John Jayaprakash, Ciriyam |
author_facet | Whitman, John Jayaprakash, Ciriyam |
author_sort | Whitman, John |
collection | PubMed |
description | We present results of a study of a simple, stochastic, agent-based model of influenza A infection, simulating its dynamics over the course of one flu season. Building on an early work of Bartlett, we define a model with a limited number of parameters and rates that have clear epidemiological interpretation and can be constrained by data. We demonstrate the occurrence of recurrent behavior in the infected number [more than one peak in a season], which is observed in data, in our simulations for populations consisting of cohorts with strong intra- and weak inter-cohort transmissibility. We examine the dependence of the results on epidemiological and population characteristics by investigating their dependence on a range of parameter values. Finally, we study infection with two strains of influenza, inspired by observations, and show a counter-intuitive result for the effect of inoculation against the strain that leads to the first wave of infection. |
format | Online Article Text |
id | pubmed-7173783 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-71737832020-04-27 Stochastic modeling of influenza spread dynamics with recurrences Whitman, John Jayaprakash, Ciriyam PLoS One Research Article We present results of a study of a simple, stochastic, agent-based model of influenza A infection, simulating its dynamics over the course of one flu season. Building on an early work of Bartlett, we define a model with a limited number of parameters and rates that have clear epidemiological interpretation and can be constrained by data. We demonstrate the occurrence of recurrent behavior in the infected number [more than one peak in a season], which is observed in data, in our simulations for populations consisting of cohorts with strong intra- and weak inter-cohort transmissibility. We examine the dependence of the results on epidemiological and population characteristics by investigating their dependence on a range of parameter values. Finally, we study infection with two strains of influenza, inspired by observations, and show a counter-intuitive result for the effect of inoculation against the strain that leads to the first wave of infection. Public Library of Science 2020-04-21 /pmc/articles/PMC7173783/ /pubmed/32315318 http://dx.doi.org/10.1371/journal.pone.0231521 Text en © 2020 Whitman, Jayaprakash http://creativecommons.org/licenses/by/4.0/ 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 author and source are credited. |
spellingShingle | Research Article Whitman, John Jayaprakash, Ciriyam Stochastic modeling of influenza spread dynamics with recurrences |
title | Stochastic modeling of influenza spread dynamics with recurrences |
title_full | Stochastic modeling of influenza spread dynamics with recurrences |
title_fullStr | Stochastic modeling of influenza spread dynamics with recurrences |
title_full_unstemmed | Stochastic modeling of influenza spread dynamics with recurrences |
title_short | Stochastic modeling of influenza spread dynamics with recurrences |
title_sort | stochastic modeling of influenza spread dynamics with recurrences |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7173783/ https://www.ncbi.nlm.nih.gov/pubmed/32315318 http://dx.doi.org/10.1371/journal.pone.0231521 |
work_keys_str_mv | AT whitmanjohn stochasticmodelingofinfluenzaspreaddynamicswithrecurrences AT jayaprakashciriyam stochasticmodelingofinfluenzaspreaddynamicswithrecurrences |