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
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