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The reachability of contagion in temporal contact networks: how disease latency can exploit the rhythm of human behavior
BACKGROUND: The symptoms of many infectious diseases influence their host to withdraw from social activity limiting their potential to spread. Successful transmission therefore requires the onset of infectiousness to coincide with a time when the host is socially active. Since social activity and in...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5952858/ https://www.ncbi.nlm.nih.gov/pubmed/29764399 http://dx.doi.org/10.1186/s12879-018-3117-6 |
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author | Colman, Ewan Spies, Kristen Bansal, Shweta |
author_facet | Colman, Ewan Spies, Kristen Bansal, Shweta |
author_sort | Colman, Ewan |
collection | PubMed |
description | BACKGROUND: The symptoms of many infectious diseases influence their host to withdraw from social activity limiting their potential to spread. Successful transmission therefore requires the onset of infectiousness to coincide with a time when the host is socially active. Since social activity and infectiousness are both temporal phenomena, we hypothesize that diseases are most pervasive when these two processes are synchronized. METHODS: We consider disease dynamics that incorporate behavioral responses that effectively shorten the infectious period of the pathogen. Using data collected from face-to-face social interactions and synthetic contact networks constructed from empirical demographic data, we measure the reachability of this disease model and perform disease simulations over a range of latent period durations. RESULTS: We find that maximum transmission risk results when the disease latent period (and thus the generation time) are synchronized with human circadian rhythms of 24 h, and minimum transmission risk when latent periods are out of phase with circadian rhythms by 12 h. The effect of this synchronization is present for a range of disease models with realistic disease parameters and host behavioral responses. CONCLUSIONS: The reproductive potential of pathogens is linked inextricably to the host social behavior required for transmission. We propose that future work should consider contact periodicity in models of disease dynamics, and suggest the possibility that disease control strategies may be designed to optimize against the effects of synchronization. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s12879-018-3117-6) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-5952858 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-59528582018-05-21 The reachability of contagion in temporal contact networks: how disease latency can exploit the rhythm of human behavior Colman, Ewan Spies, Kristen Bansal, Shweta BMC Infect Dis Research Article BACKGROUND: The symptoms of many infectious diseases influence their host to withdraw from social activity limiting their potential to spread. Successful transmission therefore requires the onset of infectiousness to coincide with a time when the host is socially active. Since social activity and infectiousness are both temporal phenomena, we hypothesize that diseases are most pervasive when these two processes are synchronized. METHODS: We consider disease dynamics that incorporate behavioral responses that effectively shorten the infectious period of the pathogen. Using data collected from face-to-face social interactions and synthetic contact networks constructed from empirical demographic data, we measure the reachability of this disease model and perform disease simulations over a range of latent period durations. RESULTS: We find that maximum transmission risk results when the disease latent period (and thus the generation time) are synchronized with human circadian rhythms of 24 h, and minimum transmission risk when latent periods are out of phase with circadian rhythms by 12 h. The effect of this synchronization is present for a range of disease models with realistic disease parameters and host behavioral responses. CONCLUSIONS: The reproductive potential of pathogens is linked inextricably to the host social behavior required for transmission. We propose that future work should consider contact periodicity in models of disease dynamics, and suggest the possibility that disease control strategies may be designed to optimize against the effects of synchronization. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s12879-018-3117-6) contains supplementary material, which is available to authorized users. BioMed Central 2018-05-15 /pmc/articles/PMC5952858/ /pubmed/29764399 http://dx.doi.org/10.1186/s12879-018-3117-6 Text en © The Author(s) 2018 Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver(http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. |
spellingShingle | Research Article Colman, Ewan Spies, Kristen Bansal, Shweta The reachability of contagion in temporal contact networks: how disease latency can exploit the rhythm of human behavior |
title | The reachability of contagion in temporal contact networks: how disease latency can exploit the rhythm of human behavior |
title_full | The reachability of contagion in temporal contact networks: how disease latency can exploit the rhythm of human behavior |
title_fullStr | The reachability of contagion in temporal contact networks: how disease latency can exploit the rhythm of human behavior |
title_full_unstemmed | The reachability of contagion in temporal contact networks: how disease latency can exploit the rhythm of human behavior |
title_short | The reachability of contagion in temporal contact networks: how disease latency can exploit the rhythm of human behavior |
title_sort | reachability of contagion in temporal contact networks: how disease latency can exploit the rhythm of human behavior |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5952858/ https://www.ncbi.nlm.nih.gov/pubmed/29764399 http://dx.doi.org/10.1186/s12879-018-3117-6 |
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