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Thermodynamically consistent model calibration in chemical kinetics

机译:化学动力学中的热力学一致模型校准

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Background The dynamics of biochemical reaction systems are constrained by the fundamental laws of thermodynamics, which impose well-defined relationships among the reaction rate constants characterizing these systems. Constructing biochemical reaction systems from experimental observations often leads to parameter values that do not satisfy the necessary thermodynamic constraints. This can result in models that are not physically realizable and may lead to inaccurate, or even erroneous, descriptions of cellular function. Results We introduce a thermodynamically consistent model calibration (TCMC) method that can be effectively used to provide thermodynamically feasible values for the parameters of an open biochemical reaction system. The proposed method formulates the model calibration problem as a constrained optimization problem that takes thermodynamic constraints (and, if desired, additional non-thermodynamic constraints) into account. By calculating thermodynamically feasible values for the kinetic parameters of a well-known model of the EGF/ERK signaling cascade, we demonstrate the qualitative and quantitative significance of imposing thermodynamic constraints on these parameters and the effectiveness of our method for accomplishing this important task. MATLAB software, using the Systems Biology Toolbox 2.1, can be accessed from http://www.cis.jhu.edu/~goutsias/CSS lab/software.html webcite . An SBML file containing the thermodynamically feasible EGF/ERK signaling cascade model can be found in the BioModels database. Conclusions TCMC is a simple and flexible method for obtaining physically plausible values for the kinetic parameters of open biochemical reaction systems. It can be effectively used to recalculate a thermodynamically consistent set of parameter values for existing thermodynamically infeasible biochemical reaction models of cellular function as well as to estimate thermodynamically feasible values for the parameters of new models. Furthermore, TCMC can provide dimensionality reduction, better estimation performance, and lower computational complexity, and can help to alleviate the problem of data overfitting.
机译:背景技术生化反应系统的动力学受到热力学基本定律的限制,该定律在表征这些系统的反应速率常数之间强加了明确定义的关系。从实验观察结果构建生化反应系统通常会导致参数值无法满足必要的热力学约束。这可能会导致模型在物理上无法实现,并可能导致对细胞功能的描述不准确,甚至是错误的。结果我们引入了热力学一致性模型校准(TCMC)方法,该方法可有效地用于为开放式生化反应系统的参数提供热力学可行的值。所提出的方法将模型校准问题公式化为约束优化问题,该约束优化问题考虑了热力学约束(如果需要,还附加了非热力学约束)。通过计算EGF / ERK信号级联模型的动力学模型的动力学参数的热力学可行值,我们证明了对这些参数施加热力学约束的定性和定量意义,以及我们完成此重要任务的方法的有效性。可使用http://www.cis.jhu.edu/~goutsias/CSS lab / software.html webcite访问使用Systems Biology Toolbox 2.1的MATLAB软件。可以在BioModels数据库中找到包含热力学上可行的EGF / ERK信号级联模型的SBML文件。结论TCMC是一种简单而灵活的方法,可用于获取开放式生化反应系统动力学参数的物理合理值。它可以有效地用于重新计算细胞功能的现有热力学上不可行的生化反应模型的热力学上一致的参数值集,以及为新模型的参数估算热力学上可行的值。此外,TCMC可以提供降维效果,更好的估计性能和更低的计算复杂度,并且可以帮助减轻数据过拟合的问题。

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