Discrete time piecewise affine models of genetic regulatory networks
- 6 March 2006
- journal article
- research article
- Published by Springer Nature in Journal of Mathematical Biology
- Vol. 52 (4) , 524-570
- https://doi.org/10.1007/s00285-005-0359-x
Abstract
We introduce simple models of genetic regulatory networks and we proceed to the mathematical analysis of their dynamics. The models are discrete time dynamical systems generated by piecewise affine contracting mappings whose variables represent gene expression levels. These models reduce to boolean networks in one limiting case of a parameter, and their asymptotic dynamics approaches that of a differential equation in another limiting case of this parameter. For intermediate values, the model present an original phenomenology which is argued to be due to delay effects. This phenomenology is not limited to piecewise affine model but extends to smooth nonlinear discrete time models of regulatory networks. In a first step, our analysis concerns general properties of networks on arbitrary graphs (characterisation of the attractor, symbolic dynamics, Lyapunov stability, structural stability, symmetries, etc). In a second step, focus is made on simple circuits for which the attractor and its changes with parameters are described. In the negative circuit of 2 genes, a thorough study is presented which concern stable (quasi-)periodic oscillations governed by rotations on the unit circle – with a rotation number depending continuously and monotonically on threshold parameters. These regular oscillations exist in negative circuits with arbitrary number of genes where they are most likely to be observed in genetic systems with non-negligible delay effects.Keywords
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This publication has 27 references indexed in Scilit:
- Dynamical complexity of discrete-time regulatory networksNonlinearity, 2005
- Boolean formalization of genetic control circuitsPublished by Elsevier ,2004
- Environmental and resource systems: Editors' introductionSystem Dynamics Review, 2004
- Oscillatory Expression of Hes1, p53, and NF-κB Driven by Transcriptional Time DelaysCurrent Biology, 2003
- Graphic Requirements for MultistationarityComplexus, 2003
- Modeling and Simulation of Genetic Regulatory Systems: A Literature ReviewJournal of Computational Biology, 2002
- Analysis of continuous-time switching networksPhysica D: Nonlinear Phenomena, 2000
- Establishement of the Dorso-ventral Pattern During Embryonic Development ofDrosophila melanogaster: a Logical AnalysisJournal of Theoretical Biology, 1997
- Extended symbolic dynamics in bistable CML: Existence and stability of frontsPhysica D: Nonlinear Phenomena, 1997
- Chaotic Behavior in Piecewise Continuous Difference EquationsTransactions of the American Mathematical Society, 1980