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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...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2015
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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. |
format | Online Article Text |
id | pubmed-4626091 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT liccardoantonella multiplelatticemodelforinfluenzaspreading AT fierroannalisa multiplelatticemodelforinfluenzaspreading |