Literature DB >> 12900139

Modeling transmission of directly transmitted infectious diseases using colored stochastic Petri nets.

Narges Bahi-Jaber1, Dominique Pontier.   

Abstract

In order to improve our understanding of directly transmitted pathogens within host populations, epidemic models should take into account individual heterogeneities as well as stochastic fluctuations in individual parameters. The associated cost results in an increasing level of complexity of the mathematical models which generally lack consistent formalisms. In this paper, we demonstrate that complex epidemic models could be expressed as colored stochastic Petri nets (CSPN). CSPN is a mathematical tool developed in computer science. The concept is based on the Markov Chain theory and on a standard well codified graphical formalism. This approach presents an alternative to other computer simulation methods since it offers both a theoretical formalism and a graphical representation that facilitate the implementation, the understanding and thus the replication or modification of the model. We explain how common concepts of epidemic models--such as the incidence function--can be easily translated into an individual based point of view in the CSPN formalism. We then illustrate this approach by using the well documented susceptible-infected model with recruitment and death.

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Year:  2003        PMID: 12900139     DOI: 10.1016/s0025-5564(03)00088-9

Source DB:  PubMed          Journal:  Math Biosci        ISSN: 0025-5564            Impact factor:   2.144


  4 in total

1.  Using Petri Net tools to study properties and dynamics of biological systems.

Authors:  Mor Peleg; Daniel Rubin; Russ B Altman
Journal:  J Am Med Inform Assoc       Date:  2004-11-23       Impact factor: 4.497

2.  A graphical and computational modeling platform for biological pathways.

Authors:  Alessandra Livigni; Laura O'Hara; Marta E Polak; Tim Angus; Derek W Wright; Lee B Smith; Tom C Freeman
Journal:  Nat Protoc       Date:  2018-03-15       Impact factor: 13.491

3.  Application of Petri nets in bone remodeling.

Authors:  Lingxi Li; Hiroki Yokota
Journal:  Gene Regul Syst Bio       Date:  2009-07-06

4.  Genome scale modeling in systems biology: algorithms and resources.

Authors:  Ali Najafi; Gholamreza Bidkhori; Joseph H Bozorgmehr; Ina Koch; Ali Masoudi-Nejad
Journal:  Curr Genomics       Date:  2014-04       Impact factor: 2.236

  4 in total

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