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Genetic Diversity in the SIR Model of Pathogen Evolution
We introduce a model for assessing the levels and patterns of genetic diversity in pathogen populations, whose epidemiology follows a susceptible-infected-recovered model (SIR). We model the population of pathogens as a metapopulation composed of subpopulations (infected hosts), where pathogens repl...
Autores principales: | , , , |
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Formato: | Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2009
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2653725/ https://www.ncbi.nlm.nih.gov/pubmed/19287490 http://dx.doi.org/10.1371/journal.pone.0004876 |
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author | Gordo, Isabel Gomes, M. Gabriela M. Reis, Daniel G. Campos, Paulo R. A. |
author_facet | Gordo, Isabel Gomes, M. Gabriela M. Reis, Daniel G. Campos, Paulo R. A. |
author_sort | Gordo, Isabel |
collection | PubMed |
description | We introduce a model for assessing the levels and patterns of genetic diversity in pathogen populations, whose epidemiology follows a susceptible-infected-recovered model (SIR). We model the population of pathogens as a metapopulation composed of subpopulations (infected hosts), where pathogens replicate and mutate. Hosts transmit pathogens to uninfected hosts. We show that the level of pathogen variation is well predicted by analytical expressions, such that pathogen neutral molecular variation is bounded by the level of infection and increases with the duration of infection. We then introduce selection in the model and study the invasion probability of a new pathogenic strain whose fitness (R (0)(1+s)) is higher than the fitness of the resident strain (R (0)). We show that this invasion probability is given by the relative increment in R (0) of the new pathogen (s). By analyzing the patterns of genetic diversity in this framework, we identify the molecular signatures during the replacement and compare these with those observed in sequences of influenza A. |
format | Text |
id | pubmed-2653725 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2009 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-26537252009-03-16 Genetic Diversity in the SIR Model of Pathogen Evolution Gordo, Isabel Gomes, M. Gabriela M. Reis, Daniel G. Campos, Paulo R. A. PLoS One Research Article We introduce a model for assessing the levels and patterns of genetic diversity in pathogen populations, whose epidemiology follows a susceptible-infected-recovered model (SIR). We model the population of pathogens as a metapopulation composed of subpopulations (infected hosts), where pathogens replicate and mutate. Hosts transmit pathogens to uninfected hosts. We show that the level of pathogen variation is well predicted by analytical expressions, such that pathogen neutral molecular variation is bounded by the level of infection and increases with the duration of infection. We then introduce selection in the model and study the invasion probability of a new pathogenic strain whose fitness (R (0)(1+s)) is higher than the fitness of the resident strain (R (0)). We show that this invasion probability is given by the relative increment in R (0) of the new pathogen (s). By analyzing the patterns of genetic diversity in this framework, we identify the molecular signatures during the replacement and compare these with those observed in sequences of influenza A. Public Library of Science 2009-03-16 /pmc/articles/PMC2653725/ /pubmed/19287490 http://dx.doi.org/10.1371/journal.pone.0004876 Text en Gordo et al. http://creativecommons.org/licenses/by/4.0/ 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 author and source are properly credited. |
spellingShingle | Research Article Gordo, Isabel Gomes, M. Gabriela M. Reis, Daniel G. Campos, Paulo R. A. Genetic Diversity in the SIR Model of Pathogen Evolution |
title | Genetic Diversity in the SIR Model of Pathogen Evolution |
title_full | Genetic Diversity in the SIR Model of Pathogen Evolution |
title_fullStr | Genetic Diversity in the SIR Model of Pathogen Evolution |
title_full_unstemmed | Genetic Diversity in the SIR Model of Pathogen Evolution |
title_short | Genetic Diversity in the SIR Model of Pathogen Evolution |
title_sort | genetic diversity in the sir model of pathogen evolution |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2653725/ https://www.ncbi.nlm.nih.gov/pubmed/19287490 http://dx.doi.org/10.1371/journal.pone.0004876 |
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