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A Lattice Model for Influenza Spreading
We construct a stochastic SIR model for influenza spreading on a D-dimensional lattice, which represents the dynamic contact network of individuals. An age distributed population is placed on the lattice and moves on it. The displacement from a site to a nearest neighbor empty site, allows individua...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2013
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3661600/ https://www.ncbi.nlm.nih.gov/pubmed/23717512 http://dx.doi.org/10.1371/journal.pone.0063935 |
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author | Liccardo, Antonella Fierro, Annalisa |
author_facet | Liccardo, Antonella Fierro, Annalisa |
author_sort | Liccardo, Antonella |
collection | PubMed |
description | We construct a stochastic SIR model for influenza spreading on a D-dimensional lattice, which represents the dynamic contact network of individuals. An age distributed population is placed on the lattice and moves on it. The displacement from a site to a nearest neighbor empty site, allows individuals to change the number and identities of their contacts. The dynamics on the lattice is governed by an attractive interaction between individuals belonging to the same age-class. The parameters, which regulate the pattern dynamics, are fixed fitting the data on the age-dependent daily contact numbers, furnished by the Polymod survey. A simple SIR transmission model with a nearest neighbors interaction and some very basic adaptive mobility restrictions complete the model. The model is validated against the age-distributed Italian epidemiological data for the influenza A(H1N1) during the [Image: see text] season, with sensible predictions for the epidemiological parameters. For an appropriate topology of the lattice, we find that, whenever the accordance between the contact patterns of the model and the Polymod data is satisfactory, there is a good agreement between the numerical and the experimental epidemiological data. This result shows how rich is the information encoded in the average contact patterns of individuals, with respect to the analysis of the epidemic spreading of an infectious disease. |
format | Online Article Text |
id | pubmed-3661600 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2013 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-36616002013-05-28 A Lattice Model for Influenza Spreading Liccardo, Antonella Fierro, Annalisa PLoS One Research Article We construct a stochastic SIR model for influenza spreading on a D-dimensional lattice, which represents the dynamic contact network of individuals. An age distributed population is placed on the lattice and moves on it. The displacement from a site to a nearest neighbor empty site, allows individuals to change the number and identities of their contacts. The dynamics on the lattice is governed by an attractive interaction between individuals belonging to the same age-class. The parameters, which regulate the pattern dynamics, are fixed fitting the data on the age-dependent daily contact numbers, furnished by the Polymod survey. A simple SIR transmission model with a nearest neighbors interaction and some very basic adaptive mobility restrictions complete the model. The model is validated against the age-distributed Italian epidemiological data for the influenza A(H1N1) during the [Image: see text] season, with sensible predictions for the epidemiological parameters. For an appropriate topology of the lattice, we find that, whenever the accordance between the contact patterns of the model and the Polymod data is satisfactory, there is a good agreement between the numerical and the experimental epidemiological data. This result shows how rich is the information encoded in the average contact patterns of individuals, with respect to the analysis of the epidemic spreading of an infectious disease. Public Library of Science 2013-05-22 /pmc/articles/PMC3661600/ /pubmed/23717512 http://dx.doi.org/10.1371/journal.pone.0063935 Text en © 2013 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 A Lattice Model for Influenza Spreading |
title | A Lattice Model for Influenza Spreading |
title_full | A Lattice Model for Influenza Spreading |
title_fullStr | A Lattice Model for Influenza Spreading |
title_full_unstemmed | A Lattice Model for Influenza Spreading |
title_short | A Lattice Model for Influenza Spreading |
title_sort | lattice model for influenza spreading |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3661600/ https://www.ncbi.nlm.nih.gov/pubmed/23717512 http://dx.doi.org/10.1371/journal.pone.0063935 |
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