Development of an accurate kinetic model for the central carbon metabolism of Escherichia coli

被引:40
|
作者
Jahan, Nusrat [1 ]
Maeda, Kazuhiro [2 ,3 ]
Matsuoka, Yu [1 ]
Sugimoto, Yurie [1 ]
Kurata, Hiroyuki [1 ,3 ]
机构
[1] Kyushu Inst Technol, Dept Biosci & Bioinformat, 680-4 Kawazu, Iizuka, Fukuoka 8208502, Japan
[2] Kyushu Inst Technol, Frontier Res Acad Young Researchers, 1-1 Sensui Cho, Kitakyushu, Fukuoka 8048550, Japan
[3] Kyushu Inst Technol, Biomed Informat R&D Ctr, 680-4 Kawazu, Iizuka, Fukuoka 8208502, Japan
来源
MICROBIAL CELL FACTORIES | 2016年 / 15卷
关键词
Systems biology; Rational design; Dynamic model; Enzyme kinetics; Transcription factor; Signal transduction; Allosteric enzyme; GENE KNOCKOUT MUTANTS; LABORATORY EVOLUTION; ENZYME-ACTIVITIES; K-12; MG1655; SYSTEMS; ASSIMILATION; SIMULATION; EXPRESSION; CADLIVE; BIOLOGY;
D O I
10.1186/s12934-016-0511-x
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 ; 0836 ; 090102 ; 100705 ;
摘要
Background: A kinetic model provides insights into the dynamic response of biological systems and predicts how their complex metabolic and gene regulatory networks generate particular functions. Of many biological systems, Escherichia coli metabolic pathways have been modeled extensively at the enzymatic and genetic levels, but existing models cannot accurately reproduce experimental behaviors in a batch culture, due to the inadequate estimation of a specific cell growth rate and a large number of unmeasured parameters. Results: In this study, we developed a detailed kinetic model for the central carbon metabolism of E. coli in a batch culture, which includes the glycolytic pathway, tricarboxylic acid cycle, pentose phosphate pathway, Entner-Doudoroff pathway, anaplerotic pathway, glyoxylate shunt, oxidative phosphorylation, phosphotransferase system (Pts), non-Pts and metabolic gene regulations by four protein transcription factors: cAMP receptor, catabolite repressor/activator, pyruvate dehydrogenase complex repressor and isocitrate lyase regulator. The kinetic parameters were estimated by a constrained optimization method on a supercomputer. The model estimated a specific growth rate based on reaction kinetics and accurately reproduced the dynamics of wild-type E. coli and multiple genetic mutants in a batch culture. Conclusions: This model overcame the intrinsic limitations of existing kinetic models in a batch culture, predicted the effects of multilayer regulations (allosteric effectors and gene expression) on central carbon metabolism and proposed rationally designed fast-growing cells based on understandings of molecular processes.
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页数:19
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