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从多态化学主方程推导出的时协方差函数的非线性校正。

Non-linear corrections to the time-covariance function derived from a multi-state chemical master equation.

机构信息

Department of Applied Mathematics, University of Waterloo, Waterloo, Canada.

出版信息

IET Syst Biol. 2012 Aug;6(4):116-24. doi: 10.1049/iet-syb.2011.0031.

Abstract

The time-covariance function captures the dynamics of biochemical fluctuations and contains important information about the underlying kinetic rate parameters. Intrinsic fluctuations in biochemical reaction networks are typically modelled using a master equation formalism. In general, the equation cannot be solved exactly and approximation methods are required. For small fluctuations close to equilibrium, a linearisation of the dynamics provides a very good description of the relaxation of the time-covariance function. As the number of molecules in the system decrease, deviations from the linear theory appear. Carrying out a systematic perturbation expansion of the master equation to capture these effects results in formidable algebra; however, symbolic mathematics packages considerably expedite the computation. The authors demonstrate that non-linear effects can reveal features of the underlying dynamics, such as reaction stoichiometry, not available in linearised theory. Furthermore, in models that exhibit noise-induced oscillations, non-linear corrections result in a shift in the base frequency along with the appearance of a secondary harmonic.

摘要

时变协方差函数捕捉生物化学波动的动态,包含有关潜在动力学速率参数的重要信息。生物化学反应网络中的固有波动通常使用主方程形式进行建模。一般来说,该方程无法精确求解,需要使用近似方法。对于接近平衡的小波动,动力学的线性化提供了对时变协方差函数松弛的非常好的描述。随着系统中分子数量的减少,线性理论的偏差出现。对主方程进行系统的微扰展开以捕获这些效应会导致繁琐的代数运算;然而,符号数学包大大加快了计算速度。作者证明,非线性效应可以揭示潜在动力学的特征,例如线性化理论中不可用的反应计量。此外,在表现出噪声诱导振荡的模型中,非线性修正会导致基频沿次要谐波的出现而发生偏移。

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