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Type of noise defines global attractors in bistable molecular regulatory systems

机译:噪声类型定义了双稳态分子调节系统中的全局吸引子

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摘要

The aim of this study is to demonstrate that in molecular dynamical systems with the underlying bi- or multistability, the type of noise determines the most strongly attracting steady state or stochastic attractor. As an example we consider a simple stochastic model of autoregulatory gene with a nonlinear positive feedback, which in the deterministic approximation has two stable steady state solutions. Three types of noise are considered: transcriptional and translational – due to the small number of gene product molecules and the gene switching noise – due to gene activation and inactivation transitions. We demonstrate that the type of noise in addition to the noise magnitude dictates the allocation of probability mass between the two stable steady states. In particular, we found that when the gene switching noise dominates over the transcriptional and translational noise (which is characteristic of eukaryotes), the gene preferentially activates, while in the opposite case, when the transcriptional noise dominates (which is characteristic of prokaryotes) the gene preferentially remains inactive. Moreover, even in the zero-noise limit, when the probability mass generically concentrates in the vicinity of one of two steady states, the choice of the most strongly attracting steady state is noise type-dependent. Although the epigenetic attractors are defined with the aid of the deterministic approximation of the stochastic regulatory process, their relative attractivity is controlled by the type of noise, in addition to noise magnitude. Since noise characteristics vary during the cell cycle and development, such mode of regulation can be potentially employed by cells to switch between alternative epigenetic attractors.
机译:这项研究的目的是证明在具有潜在的双稳定性或多稳定性的分子动力学系统中,噪声的类型决定了最强的吸引稳态或随机吸引子。例如,我们考虑具有非线性正反馈的自调节基因的简单随机模型,该模型在确定性近似中具有两个稳定的稳态解。考虑三种类型的噪声:转录和翻译噪声(由于基因产物分子的数量少和基因转换噪声)由于基因激活和失活的转变。我们证明,除了噪声大小以外,噪声的类型还决定了两个稳定稳态之间概率质量的分配。尤其是,我们发现,当基因转换噪声主导转录和翻译噪声(这是真核生物的特征)时,该基因优先激活,而在相反情况下,当转录噪声主导(这是原核生物的特征)时,基因优先保持无活性。而且,即使在零噪声极限中,当概率质量通常集中在两个稳态之一附近时,最强吸引稳态的选择也取决于噪声类型。尽管表观遗传吸引子是通过随机调节过程的确定性近似来定义的,但它们的相对吸引性除了受噪声幅度影响外,还受噪声类型的控制。由于噪声特性在细胞周期和发育过程中会发生变化,因此这种调节模式可能会被细胞潜在地用来在其他表观遗传吸引子之间进行切换。

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