• DocumentCode
    3177637
  • Title

    On Constructing Thermodynamically Consistent Parametrizations of Kinetic Models

  • Author

    Jenkinson, W. Garrett ; Goutsias, John

  • Author_Institution
    Whitaker Biomed. Eng. Inst., Johns Hopkins Univ., Baltimore, MD, USA
  • fYear
    2010
  • fDate
    May 31 2010-June 3 2010
  • Firstpage
    214
  • Lastpage
    219
  • Abstract
    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.
  • Keywords
    biochemistry; molecular dynamics method; reaction kinetics; thermochemistry; biochemical reaction systems; cellular behavior; constrained optimization problem; kinetic models; molecular dynamics; thermodynamic constraints; thermodynamically consistent parametrizations; Bioinformatics; Biomedical engineering; Chaos; Constraint optimization; Kinetic theory; Monte Carlo methods; Noise generators; Open systems; Stochastic processes; Thermodynamics; biochemical models; inverse problem; kinetics; mass action; parameter estimation; systems biology; thermodynamics;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    BioInformatics and BioEngineering (BIBE), 2010 IEEE International Conference on
  • Conference_Location
    Philadelphia, PA
  • Print_ISBN
    978-1-4244-7494-3
  • Type

    conf

  • DOI
    10.1109/BIBE.2010.42
  • Filename
    5521688