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Comparing metapopulation dynamics of infectious diseases under different models of human movement

Newly available datasets present exciting opportunities to investigate how human population movement contributes to the spread of infectious diseases across large geographical distances. It is now possible to construct realistic models of infectious disease dynamics for the purposes of understanding...

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Autores principales: Citron, Daniel T., Guerra, Carlos A., Dolgert, Andrew J., Wu, Sean L., Henry, John M., Sánchez C., Héctor M., Smith, David L.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: National Academy of Sciences 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8106338/
https://www.ncbi.nlm.nih.gov/pubmed/33926962
http://dx.doi.org/10.1073/pnas.2007488118
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author Citron, Daniel T.
Guerra, Carlos A.
Dolgert, Andrew J.
Wu, Sean L.
Henry, John M.
Sánchez C., Héctor M.
Smith, David L.
author_facet Citron, Daniel T.
Guerra, Carlos A.
Dolgert, Andrew J.
Wu, Sean L.
Henry, John M.
Sánchez C., Héctor M.
Smith, David L.
author_sort Citron, Daniel T.
collection PubMed
description Newly available datasets present exciting opportunities to investigate how human population movement contributes to the spread of infectious diseases across large geographical distances. It is now possible to construct realistic models of infectious disease dynamics for the purposes of understanding global-scale epidemics. Nevertheless, a remaining unanswered question is how best to leverage the new data to parameterize models of movement, and whether one’s choice of movement model impacts modeled disease outcomes. We adapt three well-studied models of infectious disease dynamics, the susceptible–infected–recovered model, the susceptible–infected–susceptible model, and the Ross–Macdonald model, to incorporate either of two candidate movement models. We describe the effect that the choice of movement model has on each disease model’s results, finding that in all cases, there are parameter regimes where choosing one movement model instead of another has a profound impact on epidemiological outcomes. We further demonstrate the importance of choosing an appropriate movement model using the applied case of malaria transmission and importation on Bioko Island, Equatorial Guinea, finding that one model produces intelligible predictions of R(0), whereas the other produces nonsensical results.
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spelling pubmed-81063382021-05-12 Comparing metapopulation dynamics of infectious diseases under different models of human movement Citron, Daniel T. Guerra, Carlos A. Dolgert, Andrew J. Wu, Sean L. Henry, John M. Sánchez C., Héctor M. Smith, David L. Proc Natl Acad Sci U S A Physical Sciences Newly available datasets present exciting opportunities to investigate how human population movement contributes to the spread of infectious diseases across large geographical distances. It is now possible to construct realistic models of infectious disease dynamics for the purposes of understanding global-scale epidemics. Nevertheless, a remaining unanswered question is how best to leverage the new data to parameterize models of movement, and whether one’s choice of movement model impacts modeled disease outcomes. We adapt three well-studied models of infectious disease dynamics, the susceptible–infected–recovered model, the susceptible–infected–susceptible model, and the Ross–Macdonald model, to incorporate either of two candidate movement models. We describe the effect that the choice of movement model has on each disease model’s results, finding that in all cases, there are parameter regimes where choosing one movement model instead of another has a profound impact on epidemiological outcomes. We further demonstrate the importance of choosing an appropriate movement model using the applied case of malaria transmission and importation on Bioko Island, Equatorial Guinea, finding that one model produces intelligible predictions of R(0), whereas the other produces nonsensical results. National Academy of Sciences 2021-05-04 2021-04-29 /pmc/articles/PMC8106338/ /pubmed/33926962 http://dx.doi.org/10.1073/pnas.2007488118 Text en Copyright © 2021 the Author(s). Published by PNAS. https://creativecommons.org/licenses/by/4.0/This open access article is distributed under Creative Commons Attribution License 4.0 (CC BY) (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Physical Sciences
Citron, Daniel T.
Guerra, Carlos A.
Dolgert, Andrew J.
Wu, Sean L.
Henry, John M.
Sánchez C., Héctor M.
Smith, David L.
Comparing metapopulation dynamics of infectious diseases under different models of human movement
title Comparing metapopulation dynamics of infectious diseases under different models of human movement
title_full Comparing metapopulation dynamics of infectious diseases under different models of human movement
title_fullStr Comparing metapopulation dynamics of infectious diseases under different models of human movement
title_full_unstemmed Comparing metapopulation dynamics of infectious diseases under different models of human movement
title_short Comparing metapopulation dynamics of infectious diseases under different models of human movement
title_sort comparing metapopulation dynamics of infectious diseases under different models of human movement
topic Physical Sciences
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8106338/
https://www.ncbi.nlm.nih.gov/pubmed/33926962
http://dx.doi.org/10.1073/pnas.2007488118
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