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The Effects of Vector Movement and Distribution in a Mathematical Model of Dengue Transmission

BACKGROUND: Mathematical models have been used to study the dynamics of infectious disease outbreaks and predict the effectiveness of potential mass vaccination campaigns. However, models depend on simplifying assumptions to be tractable, and the consequences of making such assumptions need to be st...

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Autores principales: Chao, Dennis L., Longini, Ira M., Halloran, M. Elizabeth
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2013
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3804532/
https://www.ncbi.nlm.nih.gov/pubmed/24204590
http://dx.doi.org/10.1371/journal.pone.0076044
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author Chao, Dennis L.
Longini, Ira M.
Halloran, M. Elizabeth
author_facet Chao, Dennis L.
Longini, Ira M.
Halloran, M. Elizabeth
author_sort Chao, Dennis L.
collection PubMed
description BACKGROUND: Mathematical models have been used to study the dynamics of infectious disease outbreaks and predict the effectiveness of potential mass vaccination campaigns. However, models depend on simplifying assumptions to be tractable, and the consequences of making such assumptions need to be studied. Two assumptions usually incorporated by mathematical models of vector-borne disease transmission is homogeneous mixing among the hosts and vectors and homogeneous distribution of the vectors. METHODOLOGY/PRINCIPAL FINDINGS: We explored the effects of mosquito movement and distribution in an individual-based model of dengue transmission in which humans and mosquitoes are explicitly represented in a spatial environment. We found that the limited flight range of the vector in the model greatly reduced its ability to transmit dengue among humans. A model that does not assume a limited flight range could yield similar attack rates when transmissibility of dengue was reduced by 39%. A model in which mosquitoes are distributed uniformly across locations behaves similarly to one in which the number of mosquitoes per location is drawn from an exponential distribution with a slightly higher mean number of mosquitoes per location. When the models with different assumptions were calibrated to have similar human infection attack rates, mass vaccination had nearly identical effects. CONCLUSIONS/SIGNIFICANCE: Small changes in assumptions in a mathematical model of dengue transmission can greatly change its behavior, but estimates of the effectiveness of mass dengue vaccination are robust to some simplifying assumptions typically made in mathematical models of vector-borne disease.
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spelling pubmed-38045322013-11-07 The Effects of Vector Movement and Distribution in a Mathematical Model of Dengue Transmission Chao, Dennis L. Longini, Ira M. Halloran, M. Elizabeth PLoS One Research Article BACKGROUND: Mathematical models have been used to study the dynamics of infectious disease outbreaks and predict the effectiveness of potential mass vaccination campaigns. However, models depend on simplifying assumptions to be tractable, and the consequences of making such assumptions need to be studied. Two assumptions usually incorporated by mathematical models of vector-borne disease transmission is homogeneous mixing among the hosts and vectors and homogeneous distribution of the vectors. METHODOLOGY/PRINCIPAL FINDINGS: We explored the effects of mosquito movement and distribution in an individual-based model of dengue transmission in which humans and mosquitoes are explicitly represented in a spatial environment. We found that the limited flight range of the vector in the model greatly reduced its ability to transmit dengue among humans. A model that does not assume a limited flight range could yield similar attack rates when transmissibility of dengue was reduced by 39%. A model in which mosquitoes are distributed uniformly across locations behaves similarly to one in which the number of mosquitoes per location is drawn from an exponential distribution with a slightly higher mean number of mosquitoes per location. When the models with different assumptions were calibrated to have similar human infection attack rates, mass vaccination had nearly identical effects. CONCLUSIONS/SIGNIFICANCE: Small changes in assumptions in a mathematical model of dengue transmission can greatly change its behavior, but estimates of the effectiveness of mass dengue vaccination are robust to some simplifying assumptions typically made in mathematical models of vector-borne disease. Public Library of Science 2013-10-21 /pmc/articles/PMC3804532/ /pubmed/24204590 http://dx.doi.org/10.1371/journal.pone.0076044 Text en © 2013 Chao 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
Chao, Dennis L.
Longini, Ira M.
Halloran, M. Elizabeth
The Effects of Vector Movement and Distribution in a Mathematical Model of Dengue Transmission
title The Effects of Vector Movement and Distribution in a Mathematical Model of Dengue Transmission
title_full The Effects of Vector Movement and Distribution in a Mathematical Model of Dengue Transmission
title_fullStr The Effects of Vector Movement and Distribution in a Mathematical Model of Dengue Transmission
title_full_unstemmed The Effects of Vector Movement and Distribution in a Mathematical Model of Dengue Transmission
title_short The Effects of Vector Movement and Distribution in a Mathematical Model of Dengue Transmission
title_sort effects of vector movement and distribution in a mathematical model of dengue transmission
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3804532/
https://www.ncbi.nlm.nih.gov/pubmed/24204590
http://dx.doi.org/10.1371/journal.pone.0076044
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