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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...

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Detalles Bibliográficos
Autores principales: Liccardo, Antonella, Fierro, Annalisa
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2013
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.
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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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