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基因开关系统的随机模拟

Stochastic simulations of genetic switch systems.

作者信息

Loinger Adiel, Lipshtat Azi, Balaban Nathalie Q, Biham Ofer

机构信息

Racah Institute of Physics, The Hebrew University, Jerusalem 91904, Israel.

出版信息

Phys Rev E Stat Nonlin Soft Matter Phys. 2007 Feb;75(2 Pt 1):021904. doi: 10.1103/PhysRevE.75.021904. Epub 2007 Feb 9.

Abstract

Genetic switch systems with mutual repression of two transcription factors are studied using deterministic methods (rate equations) and stochastic methods (the master equation and Monte Carlo simulations). These systems exhibit bistability, namely two stable states such that spontaneous transitions between them are rare. Induced transitions may take place as a result of an external stimulus. We study several variants of the genetic switch and examine the effects of cooperative binding, exclusive binding, protein-protein interactions, and degradation of bound repressors. We identify the range of parameters in which bistability takes place, enabling the system to function as a switch. Numerous studies have concluded that cooperative binding is a necessary condition for the emergence of bistability in these systems. We show that a suitable combination of network structure and stochastic effects gives rise to bistability even without cooperative binding. The average time between spontaneous transitions is evaluated as a function of the biological parameters.

摘要

利用确定性方法(速率方程)和随机方法(主方程和蒙特卡罗模拟)研究了具有两个转录因子相互抑制作用的遗传开关系统。这些系统表现出双稳态,即存在两个稳定状态,使得它们之间的自发转变很少见。诱导转变可能由于外部刺激而发生。我们研究了遗传开关的几种变体,并考察了协同结合、排他性结合、蛋白质-蛋白质相互作用以及结合阻遏物降解的影响。我们确定了发生双稳态的参数范围,使系统能够作为一个开关发挥作用。许多研究得出结论,协同结合是这些系统中出现双稳态的必要条件。我们表明,即使没有协同结合,网络结构和随机效应的适当组合也会产生双稳态。评估自发转变之间的平均时间作为生物学参数的函数。

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