Mathematical simulation and analysis of cellular metabolism and regulation

被引:93
|
作者
Goryanin, I [1 ]
Hodgman, TC
Selkov, E
机构
[1] Russian Acad Sci, Lab Metab Modeling & Bioinformat, Pushchino 142292, Moscow Region, Russia
[2] GlaxoWellcome Med Res Ctr, Adv Technol & Informat Unit, Stevenage SG1 2NY, Herts, England
[3] Argonne Natl Lab, Div Math & Comp Sci, Argonne, IL 60439 USA
关键词
D O I
10.1093/bioinformatics/15.9.749
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Motivation: A better understanding of the biological phenomena observed in cells requires the creation and analysis of mathematical models of cellular metabolism and physiology. The formulation and study of such models must also be simplified as far as possible to cope with the increasing complexity demanded and exponential accumulation of the metabolic reconstructions computed front sequenced genomes. Results: A mathematical simulation workbench, DBsolve, has been developed to simplify the derivation and analysis of mathematical models. It combines: (i) derivation of large-scale mathematical models from metabolic reconstructions and other data sources; (ii) solving and parameter continuation of non-linear algebraic equations (NAEs), including metabolic control analysis; (iii) solving the non-linear stiff systems of ordinary differential equations (ODEs); (iv) bifurcation analysis of ODEs; (v) parameter fitting to experimental data or functional criteria based on constrained optimization. The workbench has been successfully used for dynamic metabolic modeling of some typical biochemical networks (Dolgacheva et nl., Biochemistry (Moscow), 6 1063-1068, 1996; Goklstein and Goryanin, Mol. Biol, (Moscow), 30, 976-983, 1996), including microbial glycolytic pathways, signal transduction pathways and receptor-ligand interactions.
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页码:749 / 758
页数:10
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