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Fluctuations in Gene Regulatory Networks as Gaussian Colored Noise

机译:基因调控网络中的波动为高斯彩色噪声

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摘要

The study of fluctuations in gene regulatory networks is extended to the caseof Gaussian colored noise. Firstly, the solution of the corresponding Langevinequation with colored noise is expressed in terms of an Ito integral. Then, twoimportant lemmas concerning the variance of an Ito integral and the covarianceof two Ito integrals are shown. Based on the lemmas, we give the generalformulae for the variances and covariance of molecular concentrations for aregulatory network near a stable equilibrium explicitly. Two examples, the geneauto-regulatory network and the toggle switch, are presented in details. Ingeneral, it is found that the finite correlation time of noise reduces thefluctuations and enhances the correlation between the fluctuations of themolecular components.
机译:基因调控网络波动的研究扩展到高斯彩色噪声的情况。首先,用Ito积分表示带色噪声的相应兰格文不等式的解。然后,显示了有关一个Ito积分的方差和两个Ito积分的协方差的两个重要引理。基于引理,我们给出了稳定平衡附近的调节网络分子浓度的方差和协方差的一般公式。详细介绍了两个示例,即基因自动调节网络和拨动开关。通常,发现噪声的有限相关时间减少了波动,并增强了分子成分的波动之间的相关性。

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