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Effect of Human Behavior on the Evolution of Viral Strains During an Epidemic
It is well known in the literature that human behavior can change as a reaction to disease observed in others, and that such behavioral changes can be an important factor in the spread of an epidemic. It has been noted that human behavioral traits in disease avoidance are under selection in the pres...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer US
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9638455/ https://www.ncbi.nlm.nih.gov/pubmed/36334172 http://dx.doi.org/10.1007/s11538-022-01102-7 |
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author | Azizi, Asma Kazanci, Caner Komarova, Natalia L. Wodarz, Dominik |
author_facet | Azizi, Asma Kazanci, Caner Komarova, Natalia L. Wodarz, Dominik |
author_sort | Azizi, Asma |
collection | PubMed |
description | It is well known in the literature that human behavior can change as a reaction to disease observed in others, and that such behavioral changes can be an important factor in the spread of an epidemic. It has been noted that human behavioral traits in disease avoidance are under selection in the presence of infectious diseases. Here, we explore a complementary trend: the pathogen itself might experience a force of selection to become less “visible,” or less “symptomatic,” in the presence of such human behavioral trends. Using a stochastic SIR agent-based model, we investigated the co-evolution of two viral strains with cross-immunity, where the resident strain is symptomatic while the mutant strain is asymptomatic. We assumed that individuals exercised self-regulated social distancing (SD) behavior if one of their neighbors was infected with a symptomatic strain. We observed that the proportion of asymptomatic carriers increased over time with a stronger effect corresponding to higher levels of self-regulated SD. Adding mandated SD made the effect more significant, while the existence of a time-delay between the onset of infection and the change of behavior reduced the advantage of the asymptomatic strain. These results were consistent under random geometric networks, scale-free networks, and a synthetic network that represented the social behavior of the residents of New Orleans. |
format | Online Article Text |
id | pubmed-9638455 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Springer US |
record_format | MEDLINE/PubMed |
spelling | pubmed-96384552022-11-07 Effect of Human Behavior on the Evolution of Viral Strains During an Epidemic Azizi, Asma Kazanci, Caner Komarova, Natalia L. Wodarz, Dominik Bull Math Biol Original Article It is well known in the literature that human behavior can change as a reaction to disease observed in others, and that such behavioral changes can be an important factor in the spread of an epidemic. It has been noted that human behavioral traits in disease avoidance are under selection in the presence of infectious diseases. Here, we explore a complementary trend: the pathogen itself might experience a force of selection to become less “visible,” or less “symptomatic,” in the presence of such human behavioral trends. Using a stochastic SIR agent-based model, we investigated the co-evolution of two viral strains with cross-immunity, where the resident strain is symptomatic while the mutant strain is asymptomatic. We assumed that individuals exercised self-regulated social distancing (SD) behavior if one of their neighbors was infected with a symptomatic strain. We observed that the proportion of asymptomatic carriers increased over time with a stronger effect corresponding to higher levels of self-regulated SD. Adding mandated SD made the effect more significant, while the existence of a time-delay between the onset of infection and the change of behavior reduced the advantage of the asymptomatic strain. These results were consistent under random geometric networks, scale-free networks, and a synthetic network that represented the social behavior of the residents of New Orleans. Springer US 2022-11-05 2022 /pmc/articles/PMC9638455/ /pubmed/36334172 http://dx.doi.org/10.1007/s11538-022-01102-7 Text en © The Author(s), under exclusive licence to Society for Mathematical Biology 2022, Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law. This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic. |
spellingShingle | Original Article Azizi, Asma Kazanci, Caner Komarova, Natalia L. Wodarz, Dominik Effect of Human Behavior on the Evolution of Viral Strains During an Epidemic |
title | Effect of Human Behavior on the Evolution of Viral Strains During an Epidemic |
title_full | Effect of Human Behavior on the Evolution of Viral Strains During an Epidemic |
title_fullStr | Effect of Human Behavior on the Evolution of Viral Strains During an Epidemic |
title_full_unstemmed | Effect of Human Behavior on the Evolution of Viral Strains During an Epidemic |
title_short | Effect of Human Behavior on the Evolution of Viral Strains During an Epidemic |
title_sort | effect of human behavior on the evolution of viral strains during an epidemic |
topic | Original Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9638455/ https://www.ncbi.nlm.nih.gov/pubmed/36334172 http://dx.doi.org/10.1007/s11538-022-01102-7 |
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