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Multiple Lattice Model for Influenza Spreading

Behavioral differences among age classes, together with the natural tendency of individuals to prefer contacts with individuals of similar age, naturally point to the existence of a community structure in the population network, in which each community can be identified with a different age class. D...

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Detalles Bibliográficos
Autores principales: Liccardo, Antonella, Fierro, Annalisa
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4626091/
https://www.ncbi.nlm.nih.gov/pubmed/26513580
http://dx.doi.org/10.1371/journal.pone.0141065
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author Liccardo, Antonella
Fierro, Annalisa
author_facet Liccardo, Antonella
Fierro, Annalisa
author_sort Liccardo, Antonella
collection PubMed
description Behavioral differences among age classes, together with the natural tendency of individuals to prefer contacts with individuals of similar age, naturally point to the existence of a community structure in the population network, in which each community can be identified with a different age class. Data on age-dependent contact patterns also reveal how relevant is the role of the population age structure in shaping the spreading of an infectious disease. In the present paper we propose a simple model for epidemic spreading, in which a contact network with an intrinsic community structure is coupled with a simple stochastic SIR model for the epidemic spreading. The population is divided in 4 different age-communities and hosted on a multiple lattice, each community occupying a specific age-lattice. Individuals are allowed to move freely to nearest neighbor empty sites on the age-lattice. Different communities are connected with each other by means of inter-lattices edges, with a different number of external links connecting different age class populations. The parameters of the contact network model are fixed by requiring the simulated data to fully reproduce the contact patterns matrices of the Polymod survey. The paper shows that adopting a topology which better implements the age-class community structure of the population, one gets a better agreement between experimental contact patterns and simulated data, and this also improves the accordance between simulated and experimental data on the epidemic spreading.
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spelling pubmed-46260912015-11-06 Multiple Lattice Model for Influenza Spreading Liccardo, Antonella Fierro, Annalisa PLoS One Research Article Behavioral differences among age classes, together with the natural tendency of individuals to prefer contacts with individuals of similar age, naturally point to the existence of a community structure in the population network, in which each community can be identified with a different age class. Data on age-dependent contact patterns also reveal how relevant is the role of the population age structure in shaping the spreading of an infectious disease. In the present paper we propose a simple model for epidemic spreading, in which a contact network with an intrinsic community structure is coupled with a simple stochastic SIR model for the epidemic spreading. The population is divided in 4 different age-communities and hosted on a multiple lattice, each community occupying a specific age-lattice. Individuals are allowed to move freely to nearest neighbor empty sites on the age-lattice. Different communities are connected with each other by means of inter-lattices edges, with a different number of external links connecting different age class populations. The parameters of the contact network model are fixed by requiring the simulated data to fully reproduce the contact patterns matrices of the Polymod survey. The paper shows that adopting a topology which better implements the age-class community structure of the population, one gets a better agreement between experimental contact patterns and simulated data, and this also improves the accordance between simulated and experimental data on the epidemic spreading. Public Library of Science 2015-10-29 /pmc/articles/PMC4626091/ /pubmed/26513580 http://dx.doi.org/10.1371/journal.pone.0141065 Text en © 2015 Liccardo, Fierro 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
Liccardo, Antonella
Fierro, Annalisa
Multiple Lattice Model for Influenza Spreading
title Multiple Lattice Model for Influenza Spreading
title_full Multiple Lattice Model for Influenza Spreading
title_fullStr Multiple Lattice Model for Influenza Spreading
title_full_unstemmed Multiple Lattice Model for Influenza Spreading
title_short Multiple Lattice Model for Influenza Spreading
title_sort multiple lattice model for influenza spreading
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4626091/
https://www.ncbi.nlm.nih.gov/pubmed/26513580
http://dx.doi.org/10.1371/journal.pone.0141065
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