Piecewise affine models of regulatory genetic networks: review and probabilistic interpretation

Madalena Chaves 1 Jean-Luc Gouzé 1, *
* Auteur correspondant
1 COMORE - Modeling and control of renewable resources
LOV - Laboratoire d'océanographie de Villefranche, CRISAM - Inria Sophia Antipolis - Méditerranée
Abstract : A formalism based on piecewise-affine (PWA) differential equations has been shown to be well-suited to modelling genetic regulatory networks. In this paper, we first review some results concerning the qualitative study of these models: we partition the phase space into domains bounded by the threshold hyperplanes. Inside each domain, the system is affine. To define solutions on the surfaces of discontinuity, we use the approach of Filippov, which extends the vector field to a differential inclusion. We obtain a transition graph, describing qualitatively the possible transitions of solutions between domains. In a second part of the paper, we give a new probabilistic interpretation of these transitions, by computing the proportion of the volume of the domain that crosses to one of its adjacent domains.We apply this idea to the model of the bistable switch and to parameter estimation from experimental transition probabilities.
Type de document :
Chapitre d'ouvrage
Lévine, Jean and Müllhaupt, Philippe. Advances in the Theory of Control, Signals and Systems, with Physical Modelling, 407, Springer, pp.241-253, 2010, Lecture Notes in Control and Information Sciences, 〈10.1007/978-3-642-16135-3_20〉
Liste complète des métadonnées

Littérature citée [10 références]  Voir  Masquer  Télécharger
https://hal.inria.fr/hal-00847287
Contributeur : Jean-Luc Gouzé <>
Soumis le : mercredi 7 août 2013 - 16:34:24
Dernière modification le : mardi 18 septembre 2018 - 01:31:51
Document(s) archivé(s) le : vendredi 8 novembre 2013 - 02:35:09

Fichier

GouzeChaves-LNCIS2010.pdf
Fichiers produits par l'(les) auteur(s)

Identifiants

Collections

INRIA | INSMI | UPMC | INSU | TDS-MACS

Citation

Madalena Chaves, Jean-Luc Gouzé. Piecewise affine models of regulatory genetic networks: review and probabilistic interpretation. Lévine, Jean and Müllhaupt, Philippe. Advances in the Theory of Control, Signals and Systems, with Physical Modelling, 407, Springer, pp.241-253, 2010, Lecture Notes in Control and Information Sciences, 〈10.1007/978-3-642-16135-3_20〉. 〈hal-00847287〉

Exporter

BibTeX TEI DC DCterms EndNote

Partager

Métriques

Consultations de la notice

422

Téléchargements de fichiers

114

Contact


archive-ouverte@inria.fr