• DocumentCode
    3403230
  • Title

    Towards kinetic modeling of metabolic networks with incomplete parameters

  • Author

    Wei Zheng ; Xiaomei Zhu ; Yongcong Chen ; Paohung Lin ; Ping Ao

  • Author_Institution
    Key Lab. of Syst. Biomed., Shanghai Jiao Tong Univ., Shanghai, China
  • fYear
    2013
  • fDate
    23-25 Aug. 2013
  • Firstpage
    97
  • Lastpage
    102
  • Abstract
    Modeling is an important direction in systems biology. The target towards kinetic modeling for metabolic network is to develop a practical computational method which can handle incomplete parameters. In principle, we could start with a set of randomly chosen parameters; calculating fluxes and metabolites concentration and comparing with experiments; iterating until the best parameters are found. But the large parametric space may require billions of times of iterations. In order to overcome such a difficulty, we develop a method to obtain the structure of parametric space. We are able to discover the correlation between parameters and variables, which is helpful for us to estimate the possible value of parameters. Differ from previous method, the implicit relationship between parameter and variable are also provided directly by our method, which provides a potential for us to analyze the feature of metabolic network.
  • Keywords
    biochemistry; enzymes; iterative methods; molecular biophysics; reaction kinetics; biological system; computational method; enzymatic reaction; flux calculation; iteration; kinetic modeling; metabolic network feature analysis; metabolite concentration; parametric space structure; Biochemistry; Biological system modeling; Equations; Kinetic theory; Mathematical model; Systems biology; Trajectory; kinetic model; maximum reaction rate; metabolic network;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Systems Biology (ISB), 2013 7th International Conference on
  • Conference_Location
    Huangshan
  • ISSN
    2325-0704
  • Type

    conf

  • DOI
    10.1109/ISB.2013.6623801
  • Filename
    6623801