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How the individual human mobility spatio-temporally shapes the disease transmission dynamics
Human mobility plays a crucial role in the temporal and spatial spreading of infectious diseases. During the past few decades, researchers have been extensively investigating how human mobility affects the propagation of diseases. However, the mechanism of human mobility shaping the spread of epidem...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7347872/ https://www.ncbi.nlm.nih.gov/pubmed/32647225 http://dx.doi.org/10.1038/s41598-020-68230-9 |
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author | Changruenngam, Suttikiat Bicout, Dominique J. Modchang, Charin |
author_facet | Changruenngam, Suttikiat Bicout, Dominique J. Modchang, Charin |
author_sort | Changruenngam, Suttikiat |
collection | PubMed |
description | Human mobility plays a crucial role in the temporal and spatial spreading of infectious diseases. During the past few decades, researchers have been extensively investigating how human mobility affects the propagation of diseases. However, the mechanism of human mobility shaping the spread of epidemics is still elusive. Here we examined the impact of human mobility on the infectious disease spread by developing the individual-based SEIR model that incorporates a model of human mobility. We considered the spread of human influenza in two contrasting countries, namely, Belgium and Martinique, as case studies, to assess the specific roles of human mobility on infection propagation. We found that our model can provide a geo-temporal spreading pattern of the epidemics that cannot be captured by a traditional homogenous epidemic model. The disease has a tendency to jump to high populated urban areas before spreading to more rural areas and then subsequently spread to all neighboring locations. This heterogeneous spread of the infection can be captured by the time of the first arrival of the infection [Formula: see text] , which relates to the landscape of the human mobility characterized by the relative attractiveness. These findings can provide insights to better understand and forecast the disease spreading. |
format | Online Article Text |
id | pubmed-7347872 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-73478722020-07-10 How the individual human mobility spatio-temporally shapes the disease transmission dynamics Changruenngam, Suttikiat Bicout, Dominique J. Modchang, Charin Sci Rep Article Human mobility plays a crucial role in the temporal and spatial spreading of infectious diseases. During the past few decades, researchers have been extensively investigating how human mobility affects the propagation of diseases. However, the mechanism of human mobility shaping the spread of epidemics is still elusive. Here we examined the impact of human mobility on the infectious disease spread by developing the individual-based SEIR model that incorporates a model of human mobility. We considered the spread of human influenza in two contrasting countries, namely, Belgium and Martinique, as case studies, to assess the specific roles of human mobility on infection propagation. We found that our model can provide a geo-temporal spreading pattern of the epidemics that cannot be captured by a traditional homogenous epidemic model. The disease has a tendency to jump to high populated urban areas before spreading to more rural areas and then subsequently spread to all neighboring locations. This heterogeneous spread of the infection can be captured by the time of the first arrival of the infection [Formula: see text] , which relates to the landscape of the human mobility characterized by the relative attractiveness. These findings can provide insights to better understand and forecast the disease spreading. Nature Publishing Group UK 2020-07-09 /pmc/articles/PMC7347872/ /pubmed/32647225 http://dx.doi.org/10.1038/s41598-020-68230-9 Text en © The Author(s) 2020 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as 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 images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Article Changruenngam, Suttikiat Bicout, Dominique J. Modchang, Charin How the individual human mobility spatio-temporally shapes the disease transmission dynamics |
title | How the individual human mobility spatio-temporally shapes the disease transmission dynamics |
title_full | How the individual human mobility spatio-temporally shapes the disease transmission dynamics |
title_fullStr | How the individual human mobility spatio-temporally shapes the disease transmission dynamics |
title_full_unstemmed | How the individual human mobility spatio-temporally shapes the disease transmission dynamics |
title_short | How the individual human mobility spatio-temporally shapes the disease transmission dynamics |
title_sort | how the individual human mobility spatio-temporally shapes the disease transmission dynamics |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7347872/ https://www.ncbi.nlm.nih.gov/pubmed/32647225 http://dx.doi.org/10.1038/s41598-020-68230-9 |
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