Simulation and validation of modelled sphingolipid metabolism in Saccharomyces cerevisiae

被引:125
作者
Alvarez-Vasquez, F
Sims, KJ
Cowart, LA
Okamoto, Y
Voit, EO [1 ]
Hannun, YA
机构
[1] Med Univ S Carolina, Dept Biochem & Mol Biol, Charleston, SC 29425 USA
[2] Med Univ S Carolina, Dept Biostat Bioinformat & Epidemiol, Charleston, SC 29425 USA
[3] Georgia Inst Technol, Wallace H Coulter Dept Biomed Engn, Atlanta, GA 30332 USA
[4] Emory Med Sch, Atlanta, GA 30332 USA
基金
美国国家卫生研究院;
关键词
D O I
10.1038/nature03232
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Mathematical models have become a necessary tool for organizing the rapidly increasing amounts of large-scale data on biochemical pathways and for advanced evaluation of their structure and regulation. Most of these models have addressed specific pathways using either stoichiometric(1) or flux-balance analysis(2), or fully kinetic Michaelis - Menten representations(3), metabolic control analysis(4), or biochemical systems theory(5-7). So far, the predictions of kinetic models have rarely been tested using direct experimentation. Here, we validate experimentally a biochemical systems theoretical model of sphingolipid metabolism in yeast(8). Simulations of metabolic fluxes, enzyme deletion and the effects of inositol ( a key regulator of phospholipid metabolism) led to predictions that show significant concordance with experimental results generated post hoc. The model also allowed the simulation of the effects of acute perturbations in fatty-acid precursors of sphingolipids, a situation that is not amenable to direct experimentation. The results demonstrate that modelling now allows testable predictions as well as the design and evaluation of hypothetical 'thought experiments' that may generate new metabolomic approaches.
引用
收藏
页码:425 / 430
页数:6
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