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混沌边缘的生存:遗传调控动力学的最小非线性模型。

Living on the edge of chaos: minimally nonlinear models of genetic regulatory dynamics.

机构信息

Section for Science of Complex Systems, Medical University of Vienna, Spitalgasse 23, 1090 Vienna, Austria.

出版信息

Philos Trans A Math Phys Eng Sci. 2010 Dec 28;368(1933):5583-96. doi: 10.1098/rsta.2010.0267.

Abstract

Linearized catalytic reaction equations (modelling, for example, the dynamics of genetic regulatory networks), under the constraint that expression levels, i.e. molecular concentrations of nucleic material, are positive, exhibit non-trivial dynamical properties, which depend on the average connectivity of the reaction network. In these systems, an inflation of the edge of chaos and multi-stability have been demonstrated to exist. The positivity constraint introduces a nonlinearity, which makes chaotic dynamics possible. Despite the simplicity of such minimally nonlinear systems, their basic properties allow us to understand the fundamental dynamical properties of complex biological reaction networks. We analyse the Lyapunov spectrum, determine the probability of finding stationary oscillating solutions, demonstrate the effect of the nonlinearity on the effective in- and out-degree of the active interaction network, and study how the frequency distributions of oscillatory modes of such a system depend on the average connectivity.

摘要

线性化催化反应方程(例如,遗传调控网络的动力学建模),在表达水平(即核酸物质的分子浓度)为正的约束下,表现出非平凡的动力学特性,这些特性取决于反应网络的平均连接度。在这些系统中,已经证明存在混沌边缘的膨胀和多稳定性。正约束引入了非线性,从而使混沌动力学成为可能。尽管这种最小非线性系统很简单,但它们的基本性质使我们能够理解复杂生物反应网络的基本动力学特性。我们分析了 Lyapunov 谱,确定了找到稳定振荡解的概率,演示了非线性对活性相互作用网络的有效入度和出度的影响,并研究了这种系统的振荡模式的频率分布如何取决于平均连接度。

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