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
Link To Document :
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