Temporal Reprogramming of Boolean Networks

Hugues Mandon 1, 2, 3 Stefan Haar 1, 2 Loïc Paulevé 3
1 MEXICO - Modeling and Exploitation of Interaction and Concurrency
LSV - Laboratoire Spécification et Vérification [Cachan], ENS Cachan - École normale supérieure - Cachan, Inria Saclay - Ile de France, CNRS - Centre National de la Recherche Scientifique : UMR8643
3 BioInfo - LRI - Bioinformatique (LRI)
LRI - Laboratoire de Recherche en Informatique
Abstract : Cellular reprogramming, a technique that opens huge opportunities in modern and regenerative medicine, heavily relies on identifying key genes to perturb. Most of computational methods focus on finding mutations to apply to the initial state in order to control which attractor the cell will reach. However, it has been shown, and is proved in this article, that waiting between the perturbations and using the transient dynamics of the system allow new reprogramming strategies. To identify these temporal perturbations, we consider a qualitative model of regulatory networks, and rely on Petri nets to model their dynamics and the putative perturbations. Our method establishes a complete characterization of temporal perturbations, whether permanent (mutations) or only temporary, to achieve the existential or inevitable reachability of an arbitrary state of the system. We apply a prototype implementation on small models from the literature and show that we are able to derive temporal perturbations to achieve trans-differentiation.
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Communication dans un congrès
Jérôme Feret; Heinz Koeppl. CMSB 2017 - 15th conference on Computational Methods for Systems Biology, Sep 2017, Darmstadt, Germany. Springer International Publishing, 10545, pp.179 - 195, 2017, Lecture Notes in Computer Science. 〈http://cmsb2017.tu-darmstadt.de〉. 〈10.1007/978-3-319-67471-1_11〉
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Hugues Mandon, Stefan Haar, Loïc Paulevé. Temporal Reprogramming of Boolean Networks. Jérôme Feret; Heinz Koeppl. CMSB 2017 - 15th conference on Computational Methods for Systems Biology, Sep 2017, Darmstadt, Germany. Springer International Publishing, 10545, pp.179 - 195, 2017, Lecture Notes in Computer Science. 〈http://cmsb2017.tu-darmstadt.de〉. 〈10.1007/978-3-319-67471-1_11〉. 〈hal-01589251〉

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