On Constructing Thermodynamically Consistent Parametrizations of Kinetic Models

BioInformatics and BioEngineering(2010)

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摘要
Experimental construction of biochemical reaction systems that model cellular behavior often leads to kinetic parameter values that do not satisfy important thermodynamic constraints, thus resulting in models that are not physically realizable. In this paper, we propose a method that takes thermodynamically infeasible published kinetic parameter values and recomputes a new set of thermodynamically consistent values. The method is based on formulating and implementing an appropriate constrained optimization problem by assuming that the molecular dynamics produced by the published values are “noisy” versions of the corresponding dynamics produced by the thermodynamically consistent “true” values.
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关键词
corresponding dynamic,parameter value,thermodynamically infeasible,constructing thermodynamically consistent parametrizations,kinetic parameter value,experimental construction,biochemical reaction system,published value,thermodynamically consistent value,model cellular behavior,important thermodynamic constraint,kinetic models,biochemistry,maximum likelihood estimation,system biology,molecular dynamics,inverse problem,parameter estimation,cost function,thermochemistry,thermodynamics,molecular dynamic,reaction kinetics,kinetic theory,satisfiability,kinetics,mass action,systems biology
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