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
[31]  
Pramanik J, 1998, BIOTECHNOL BIOENG, V60, P230, DOI 10.1002/(SICI)1097-0290(19981020)60:2<230::AID-BIT10>3.0.CO
[32]  
2-Q
[33]   An expanded genome-scale model of Escherichia coli K-12 (iJR904 GSM/GPR) -: art. no. R54 [J].
Reed, JL ;
Vo, TD ;
Schilling, CH ;
Palsson, BO .
GENOME BIOLOGY, 2003, 4 (09)
[34]   Genome-scale metabolic model of Helicobacter pylori 26695 [J].
Schilling, CH ;
Covert, MW ;
Famili, I ;
Church, GM ;
Edwards, JS ;
Palsson, BO .
JOURNAL OF BACTERIOLOGY, 2002, 184 (16) :4582-4593
[35]   A Genome-Scale Metabolic Reconstruction of Mycoplasma genitalium, iPS189 [J].
Suthers, Patrick F. ;
Dasika, Madhukar S. ;
Kumar, Vinay Satish ;
Denisov, Gennady ;
Glass, John I. ;
Maranas, Costas D. .
PLOS COMPUTATIONAL BIOLOGY, 2009, 5 (02)
[36]   A protocol for generating a high-quality genome-scale metabolic reconstruction [J].
Thiele, Ines ;
Palsson, Bernhard O. .
NATURE PROTOCOLS, 2010, 5 (01) :93-121
[37]  
Tsoka Sophia, 2004, Archaea, V1, P223, DOI 10.1155/2004/324925
[38]   Phenotype microarray profiling of Staphylococcus aureus menD and hemB mutants with the small-colony-variant phenotype [J].
von Eiff, C ;
McNamara, P ;
Becker, K ;
Bates, D ;
Lei, XH ;
Ziman, M ;
Bochner, BR ;
Peters, G ;
Proctor, RA .
JOURNAL OF BACTERIOLOGY, 2006, 188 (02) :687-693
[39]   Impact of Genome Reduction on Bacterial Metabolism and Its Regulation [J].
Yus, Eva ;
Maier, Tobias ;
Michalodimitrakis, Konstantinos ;
van Noort, Vera ;
Yamada, Takuji ;
Chen, Wei-Hua ;
Wodke, Judith A. H. ;
Gueell, Marc ;
Martinez, Sira ;
Bourgeois, Ronan ;
Kuehner, Sebastian ;
Raineri, Emanuele ;
Letunic, Ivica ;
Kalinina, Olga V. ;
Rode, Michaela ;
Herrmann, Richard ;
Gutierrez-Gallego, Ricardo ;
Russell, Robert B. ;
Gavin, Anne-Claude ;
Bork, Peer ;
Serrano, Luis .
SCIENCE, 2009, 326 (5957) :1263-1268
[40]   DEG: a database of essential genes [J].
Zhang, R ;
Ou, HY ;
Zhang, CT .
NUCLEIC ACIDS RESEARCH, 2004, 32 :D271-D272