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负反馈调控的随机基因表达的分布:化学主方程的降维和数值解。

Distributions for negative-feedback-regulated stochastic gene expression: dimension reduction and numerical solution of the chemical master equation.

机构信息

Departamento de Matemáticas, Centro de Investigación y de Estudios Avanzados del IPN, Av Instituto Politécnico Nacional 2508, 07360 México DF, Mexico.

出版信息

J Theor Biol. 2010 May 21;264(2):377-85. doi: 10.1016/j.jtbi.2010.02.004. Epub 2010 Feb 6.

DOI:10.1016/j.jtbi.2010.02.004
PMID:20144620
Abstract

In this work we introduce a novel approach to study biochemical noise. It comprises a simplification of the master equation of complex reaction schemes (via an adiabatic approximation) and the numerical solution of the reduced master equation. The accuracy of this procedure is tested by comparing its results with analytic solutions (when available) and with Gillespie stochastic simulations. We further employ our approach to study the stochastic expression of a simple gene network, which is subject to negative feedback regulation at the transcriptional level. Special attention is paid to the influence of negative feedback on the amplitude of intrinsic noise, as well as on the relaxation rate of the system probability distribution function to the steady solution. Our results suggest the existence of an optimal feedback strength that maximizes this relaxation rate.

摘要

在这项工作中,我们引入了一种研究生化噪声的新方法。它包括简化复杂反应方案的主方程(通过绝热近似)和简化主方程的数值解。通过将结果与解析解(如果可用)和 Gillespie 随机模拟进行比较,测试了该方法的准确性。我们进一步将我们的方法应用于研究简单基因网络的随机表达,该网络受到转录水平的负反馈调节。特别关注负反馈对固有噪声幅度以及系统概率分布函数到稳态解的弛豫速率的影响。我们的结果表明,存在一个最佳的反馈强度,可以最大化这种弛豫速率。

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1
Distributions for negative-feedback-regulated stochastic gene expression: dimension reduction and numerical solution of the chemical master equation.负反馈调控的随机基因表达的分布:化学主方程的降维和数值解。
J Theor Biol. 2010 May 21;264(2):377-85. doi: 10.1016/j.jtbi.2010.02.004. Epub 2010 Feb 6.
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Stochastic fluctuations in gene expression far from equilibrium: Omega expansion and linear noise approximation.远离平衡态的基因表达中的随机涨落:Ω展开与线性噪声近似
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Numerical solution of the chemical master equation uniqueness and stability of the stationary distribution for chemical networks, and mRNA bursting in a gene network with negative feedback regulation.化学主方程的数值解、化学网络稳态分布的唯一性和稳定性,以及具有负反馈调节的基因网络中的mRNA爆发。
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Studying genetic regulatory networks at the molecular level: delayed reaction stochastic models.在分子水平上研究基因调控网络:延迟反应随机模型。
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Biophys J. 2019 Oct 1;117(7):1311-1330. doi: 10.1016/j.bpj.2019.08.021. Epub 2019 Aug 27.
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Oscillations in well-mixed, deterministic feedback systems: Beyond ring oscillators.混合良好、确定性反馈系统中的振荡:超越环形振荡器。
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The slow-scale linear noise approximation: an accurate, reduced stochastic description of biochemical networks under timescale separation conditions.
慢尺度线性噪声近似:在时间尺度分离条件下对生化网络的精确、简化随机描述。
BMC Syst Biol. 2012 May 14;6:39. doi: 10.1186/1752-0509-6-39.