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Impact of origin-destination information in epidemic spreading

The networked structure of contacts shapes the spreading of epidemic processes. Recent advances on network theory have improved our understanding of the epidemic processes at large scale. The relevance of several considerations still needs to be evaluated in the study of epidemic spreading. One of t...

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Autores principales: Gómez, Sergio, Fernández, Alberto, Meloni, Sandro, Arenas, Alex
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6381217/
https://www.ncbi.nlm.nih.gov/pubmed/30783178
http://dx.doi.org/10.1038/s41598-019-38722-4
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author Gómez, Sergio
Fernández, Alberto
Meloni, Sandro
Arenas, Alex
author_facet Gómez, Sergio
Fernández, Alberto
Meloni, Sandro
Arenas, Alex
author_sort Gómez, Sergio
collection PubMed
description The networked structure of contacts shapes the spreading of epidemic processes. Recent advances on network theory have improved our understanding of the epidemic processes at large scale. The relevance of several considerations still needs to be evaluated in the study of epidemic spreading. One of them is that of accounting for the influence of origin and destination patterns in the flow of the carriers of an epidemic. Here we compute origin-destination patterns compatible with empirical data of coarse grained flows in the air transportation network. We study the incidence of epidemic processes in a metapopulation approach considering different alternatives to the flows prior knowledge. The data-driven scenario where the estimation of origin and destination flows is considered turns out to be relevant to assess the impact of the epidemics at a microscopic level (in our scenario, which populations are infected). However, this information is irrelevant to assess its macroscopic incidence (fraction of infected populations). These results are of interest to implement even better computational platforms to forecast epidemic incidence.
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spelling pubmed-63812172019-02-22 Impact of origin-destination information in epidemic spreading Gómez, Sergio Fernández, Alberto Meloni, Sandro Arenas, Alex Sci Rep Article The networked structure of contacts shapes the spreading of epidemic processes. Recent advances on network theory have improved our understanding of the epidemic processes at large scale. The relevance of several considerations still needs to be evaluated in the study of epidemic spreading. One of them is that of accounting for the influence of origin and destination patterns in the flow of the carriers of an epidemic. Here we compute origin-destination patterns compatible with empirical data of coarse grained flows in the air transportation network. We study the incidence of epidemic processes in a metapopulation approach considering different alternatives to the flows prior knowledge. The data-driven scenario where the estimation of origin and destination flows is considered turns out to be relevant to assess the impact of the epidemics at a microscopic level (in our scenario, which populations are infected). However, this information is irrelevant to assess its macroscopic incidence (fraction of infected populations). These results are of interest to implement even better computational platforms to forecast epidemic incidence. Nature Publishing Group UK 2019-02-19 /pmc/articles/PMC6381217/ /pubmed/30783178 http://dx.doi.org/10.1038/s41598-019-38722-4 Text en © The Author(s) 2019 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
Gómez, Sergio
Fernández, Alberto
Meloni, Sandro
Arenas, Alex
Impact of origin-destination information in epidemic spreading
title Impact of origin-destination information in epidemic spreading
title_full Impact of origin-destination information in epidemic spreading
title_fullStr Impact of origin-destination information in epidemic spreading
title_full_unstemmed Impact of origin-destination information in epidemic spreading
title_short Impact of origin-destination information in epidemic spreading
title_sort impact of origin-destination information in epidemic spreading
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6381217/
https://www.ncbi.nlm.nih.gov/pubmed/30783178
http://dx.doi.org/10.1038/s41598-019-38722-4
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