High-throughput generation, optimization and analysis of genome-scale metabolic models

被引:735
作者
Henry, Christopher S. [1 ]
DeJongh, Matthew [2 ]
Best, Aaron A. [3 ]
Frybarger, Paul M. [2 ,3 ]
Linsay, Ben [4 ,5 ]
Stevens, Rick L. [4 ,5 ,6 ]
机构
[1] Argonne Natl Lab, Div Math & Comp Sci, Argonne, IL 60439 USA
[2] Hope Coll, Dept Comp Sci, Holland, MI 49423 USA
[3] Hope Coll, Dept Biol, Holland, MI 49423 USA
[4] Univ Chicago, Dept Comp Sci, Chicago, IL 60637 USA
[5] Univ Chicago, Computat Inst, Chicago, IL 60637 USA
[6] Argonne Natl Lab, Comp Environm & Life Sci Directorate, Argonne, IL 60439 USA
基金
美国国家科学基金会;
关键词
RECONSTRUCTION; ANNOTATION; PHENOTYPE; NETWORKS; MUTANTS; GENES; SEED; KEGG;
D O I
10.1038/nbt.1672
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
Genome-scale metabolic models have proven to be valuable for predicting organism phenotypes from genotypes. Yet efforts to develop new models are failing to keep pace with genome sequencing. To address this problem, we introduce the Model SEED, a web-based resource for high-throughput generation, optimization and analysis of genome-scale metabolic models. The Model SEED integrates existing methods and introduces techniques to automate nearly every step of this process, taking similar to 48 h to reconstruct a metabolic model from an assembled genome sequence. We apply this resource to generate 130 genome-scale metabolic models representing a taxonomically diverse set of bacteria. Twenty-two of the models were validated against available gene essentiality and Biolog data, with the average model accuracy determined to be 66% before optimization and 87% after optimization.
引用
收藏
页码:977 / U22
页数:8
相关论文
共 40 条
[1]   The RAST server: Rapid annotations using subsystems technology [J].
Aziz, Ramy K. ;
Bartels, Daniela ;
Best, Aaron A. ;
DeJongh, Matthew ;
Disz, Terrence ;
Edwards, Robert A. ;
Formsma, Kevin ;
Gerdes, Svetlana ;
Glass, Elizabeth M. ;
Kubal, Michael ;
Meyer, Folker ;
Olsen, Gary J. ;
Olson, Robert ;
Osterman, Andrei L. ;
Overbeek, Ross A. ;
McNeil, Leslie K. ;
Paarmann, Daniel ;
Paczian, Tobias ;
Parrello, Bruce ;
Pusch, Gordon D. ;
Reich, Claudia ;
Stevens, Rick ;
Vassieva, Olga ;
Vonstein, Veronika ;
Wilke, Andreas ;
Zagnitko, Olga .
BMC GENOMICS, 2008, 9 (1)
[2]   Genome-scale reconstruction of the metabolic network in Staphylococcus aureus N315: an initial draft to the two-dimensional annotation [J].
Becker, SA ;
Palsson, BO .
BMC MICROBIOLOGY, 2005, 5 (1)
[3]   Global phenotypic characterization of bacteria [J].
Bochner, Barry R. .
FEMS MICROBIOLOGY REVIEWS, 2009, 33 (01) :191-205
[4]   Toward the automated generation of genome-scale metabolic networks in the SEED [J].
DeJongh, Matthew ;
Formsma, Kevin ;
Boillot, Paul ;
Gould, John ;
Rycenga, Matthew ;
Best, Aaron .
BMC BIOINFORMATICS, 2007, 8 (1)
[5]   Nutritional interactions in insect-microbial symbioses:: Aphids and their symbiotic bacteria Buchnera [J].
Douglas, AE .
ANNUAL REVIEW OF ENTOMOLOGY, 1998, 43 :17-37
[6]   Reconstruction and validation of Saccharomyces cerevisiae iND750, a fully compartmentalized genome-scale metabolic model [J].
Duarte, NC ;
Herrgård, MJ ;
Palsson, BO .
GENOME RESEARCH, 2004, 14 (07) :1298-1309
[7]   Iterative reconstruction of a global metabolic model of Acinetobacter baylyi ADP1 using high-throughput growth phenotype and gene essentiality data [J].
Durot, Maxime ;
Le Fevre, Francois ;
de Berardinis, Veronique ;
Kreimeyer, Annett ;
Vallenet, David ;
Combe, Cyril ;
Smidtas, Serge ;
Salanoubat, Marcel ;
Weissenbach, Jean ;
Schachter, Vincent .
BMC SYSTEMS BIOLOGY, 2008, 2
[8]   The growing scope of applications of genome-scale metabolic reconstructions using Escherichia coli [J].
Feist, Adam M. ;
Palsson, Bernhard O. .
NATURE BIOTECHNOLOGY, 2008, 26 (06) :659-667
[9]   A genome-scale metabolic reconstruction for Escherichia coli K-12 MG1655 that accounts for 1260 ORFs and thermodynamic information [J].
Feist, Adam M. ;
Henry, Christopher S. ;
Reed, Jennifer L. ;
Krummenacker, Markus ;
Joyce, Andrew R. ;
Karp, Peter D. ;
Broadbelt, Linda J. ;
Hatzimanikatis, Vassily ;
Palsson, Bernhard O. .
MOLECULAR SYSTEMS BIOLOGY, 2007, 3
[10]   Modeling methanogenesis with a genome-scale metabolic reconstruction of Methanosarcina barkeri [J].
Feist, Adam M. ;
Scholten, Johannes C. M. ;
Palsson, Bernhard O. ;
Brockman, Fred J. ;
Ideker, Trey .
MOLECULAR SYSTEMS BIOLOGY, 2006, 2 (1) :2006.0004