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使用格林函数方法对周期性强迫反应网络进行灵敏度和控制分析。

Sensitivity and control analysis of periodically forced reaction networks using the Green's function method.

作者信息

Nikolaev Evgeni V, Atlas Jordan C, Shuler Michael L

机构信息

Department of Biomedical Engineering, Cornell University, Ithaca, NY 14853, USA.

出版信息

J Theor Biol. 2007 Aug 7;247(3):442-61. doi: 10.1016/j.jtbi.2007.02.013. Epub 2007 Feb 28.

Abstract

A general sensitivity and control analysis of periodically forced reaction networks with respect to small perturbations in arbitrary network parameters is presented. A well-known property of sensitivity coefficients for periodic processes in dynamical systems is that the coefficients generally become unbounded as time tends to infinity. To circumvent this conceptual obstacle, a relative time or phase variable is introduced so that the periodic sensitivity coefficients can be calculated. By employing the Green's function method, the sensitivity coefficients can be defined using integral control operators that relate small perturbations in the network's parameters and forcing frequency to variations in the metabolite concentrations and reaction fluxes. The properties of such operators do not depend on a particular parameter perturbation and are described by the summation and connectivity relationships within a control-matrix operator equation. The aim of this paper is to derive such a general control-matrix operator equation for periodically forced reaction networks, including metabolic pathways. To illustrate the general method, the two limiting cases of high and low forcing frequency are considered. We also discuss a practically important case where enzyme activities and forcing frequency are modulated simultaneously. We demonstrate the developed framework by calculating the sensitivity and control coefficients for a simple two reaction pathway where enzyme activities enter reaction rates linearly and specifically.

摘要

本文给出了关于周期性强迫反应网络在任意网络参数下的小扰动的一般灵敏度和控制分析。动力系统中周期性过程的灵敏度系数的一个众所周知的性质是,随着时间趋于无穷大,这些系数通常会变得无界。为了规避这一概念障碍,引入了一个相对时间或相位变量,以便能够计算周期性灵敏度系数。通过采用格林函数方法,可以使用积分控制算子来定义灵敏度系数,这些算子将网络参数和强迫频率的小扰动与代谢物浓度和反应通量的变化联系起来。此类算子的性质不依赖于特定的参数扰动,而是由控制矩阵算子方程中的求和与连通性关系来描述。本文的目的是为包括代谢途径在内的周期性强迫反应网络推导这样一个一般的控制矩阵算子方程。为了说明一般方法,考虑了高强迫频率和低强迫频率这两种极限情况。我们还讨论了一个实际重要的情况,即酶活性和强迫频率同时受到调制。我们通过计算一个简单的双反应途径的灵敏度和控制系数来展示所开发的框架,在该途径中酶活性以线性且特定的方式进入反应速率。

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