Hierarchical analysis of piecewise affine models of gene regulatory networks

被引:2
|
作者
Tournier, Laurent [1 ]
Gouze, Jean-Luc [1 ]
机构
[1] INRIA COMORE, F-06902 Sophia Antipolis, France
关键词
D O I
10.1007/s12064-008-0035-y
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
A key point in the analysis of dynamical models of biological systems is to handle systems of relatively high dimensions. In the present paper we propose a method to hierarchically organize a certain type of piecewise affine (PWA) differential systems. This specific class of systems has been extensively studied for the past few years, as it provides a good framework to model gene regulatory networks. The method, shown on several examples, allows a qualitative analysis of the asymptotic behavior of a PWA system, decomposing it into several smaller subsystems. This technique, based on the well-known strongly connected components decomposition, is not new. However, its adaptation to the non-smooth PWA differential equations turns out to be quite relevant because of the strong discrete structure underlying these equations. Its biological relevance is shown on a 7-dimensional PWA system modeling the gene network responsible for the carbon starvation response in Escherichia coli.
引用
收藏
页码:125 / 134
页数:10
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