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FitSpace 探索器:一种用于评估拟合动力学数据的多维参数空间的算法。

FitSpace explorer: an algorithm to evaluate multidimensional parameter space in fitting kinetic data.

机构信息

KinTek Corporation, Austin, TX 78735, USA.

出版信息

Anal Biochem. 2009 Apr 1;387(1):30-41. doi: 10.1016/j.ab.2008.12.025. Epub 2008 Dec 25.

Abstract

Fitting several sets of kinetic data directly to a model based on numerical integration provides the best method to extract kinetic parameters without relying on the simplifying assumptions required to achieve analytical solutions of rate equations. However, modern computer programs make it too easy to enter an overly complex model, and standard error analysis grossly underestimates errors when a system is underconstrained and fails to reveal the full degree to which multiple parameters are linked through the complex relationships common in kinetic data. Here we describe the application of confidence contour analysis obtained by measuring the dependence of the sum square error on each pair of parameters while allowing all remaining parameters to be adjusted in seeking the best fit. The confidence contours reveal complex relationships between parameters and clearly outline the space over which parameters can vary (the "FitSpace"). The utility of the method is illustrated by examples of well-constrained fits to published data on tryptophan synthase and the kinetics of oligonucleotide binding to a ribozyme. In contrast, analysis of alanine racemase clearly refutes claims that global analysis of progress curves can be used to extract the free energy profiles of enzyme-catalyzed reactions.

摘要

直接将几组动力学数据拟合到基于数值积分的模型上,是一种无需依赖速率方程解析解所需的简化假设即可提取动力学参数的最佳方法。然而,现代计算机程序使得输入过于复杂的模型变得过于容易,并且当系统受到约束不足时,标准误差分析会严重低估误差,并且无法完全揭示多个参数通过动力学数据中常见的复杂关系相互关联的程度。在这里,我们描述了置信轮廓分析的应用,该方法通过测量在寻求最佳拟合时,每个参数对的总和平方误差对每个参数对的依赖性来获得。置信轮廓图揭示了参数之间的复杂关系,并清楚地勾勒出参数可以变化的空间(“FitSpace”)。该方法的实用性通过对色氨酸合酶和寡核苷酸与核酶结合动力学的已发表数据进行良好约束拟合的示例来说明。相比之下,丙氨酸消旋酶的分析清楚地驳斥了这样一种观点,即对进展曲线进行全局分析可用于提取酶促反应的自由能曲线。

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