Genome-scale models of bacterial metabolism: reconstruction and applications

被引:205
作者
Durot, Maxime
Bourguignon, Pierre-Yves
Schachter, Vincent [1 ]
机构
[1] Genoscope CEA, F-91057 Evry, France
关键词
metabolic network; systems biology; computational methods; genome-scale metabolic models; metabolic engineering; omics data integration; AB-INITIO PREDICTION; FLUX BALANCE MODELS; IN-SILICO MODELS; ESCHERICHIA-COLI; HIGH-THROUGHPUT; GENE-EXPRESSION; ADAPTIVE EVOLUTION; SYSTEMS BIOLOGY; TRANSCRIPTIONAL REGULATION; THERMODYNAMIC CONSTRAINTS;
D O I
10.1111/j.1574-6976.2008.00146.x
中图分类号
Q93 [微生物学];
学科分类号
071005 ; 100705 ;
摘要
Genome-scale metabolic models bridge the gap between genome-derived biochemical information and metabolic phenotypes in a principled manner, providing a solid interpretative framework for experimental data related to metabolic states, and enabling simple in silico experiments with whole-cell metabolism. Models have been reconstructed for almost 20 bacterial species, so far mainly through expert curation efforts integrating information from the literature with genome annotation. A wide variety of computational methods exploiting metabolic models have been developed and applied to bacteria, yielding valuable insights into bacterial metabolism and evolution, and providing a sound basis for computer-assisted design in metabolic engineering. Recent advances in computational systems biology and high-throughput experimental technologies pave the way for the systematic reconstruction of metabolic models from genomes of new species, and a corresponding expansion of the scope of their applications. In this review, we provide an introduction to the key ideas of metabolic modeling, survey the methods, and resources that enable model reconstruction and refinement, and chart applications to the investigation of global properties of metabolic systems, the interpretation of experimental results, and the re-engineering of their biochemical capabilities.
引用
收藏
页码:164 / 190
页数:27
相关论文
共 218 条
[1]   New insights into the alternative D-glucarate degradation pathway [J].
Aghaie, Asadollah ;
Lechaplais, Christophe ;
Sirven, Peggy ;
Tricot, Sabine ;
Besnard-Gonnet, Marielle ;
Muselet, Delphine ;
de Berardinis, Veronique ;
Kreimeyer, Annett ;
Gyapay, Gabor ;
Salanoubat, Marcel ;
Perret, Alain .
JOURNAL OF BIOLOGICAL CHEMISTRY, 2008, 283 (23) :15638-15646
[2]   A genome-scale analysis for identification of genes required for growth or survival of Haemophilus influenzae [J].
Akerley, BJ ;
Rubin, EJ ;
Novick, VL ;
Amaya, K ;
Judson, N ;
Mekalanos, JJ .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2002, 99 (02) :966-971
[3]   Integration of gene expression data into genome-scale metabolic models [J].
Åkesson, M ;
Förster, J ;
Nielsen, J .
METABOLIC ENGINEERING, 2004, 6 (04) :285-293
[4]   Global organization of metabolic fluxes in the bacterium Escherichia coli [J].
Almaas, E ;
Kovács, B ;
Vicsek, T ;
Oltvai, ZN ;
Barabási, AL .
NATURE, 2004, 427 (6977) :839-843
[5]   Identifying gene targets for the metabolic engineering of lycopene biosynthesis in Escherichia coli [J].
Alper, H ;
Jin, YS ;
Moxley, JF ;
Stephanopoulos, G .
METABOLIC ENGINEERING, 2005, 7 (03) :155-164
[6]   Construction of lycopene-overproducing E-coli strains by combining systematic and combinatorial gene knockout targets [J].
Alper, H ;
Miyaoku, K ;
Stephanopoulos, G .
NATURE BIOTECHNOLOGY, 2005, 23 (05) :612-616
[7]   Metabolic flux analysis in a nonstationary system:: Fed-batch fermentation of a high yielding strain of E. coli producing 1,3-propanediol [J].
Antoniewicz, Maciek R. ;
Kraynie, David F. ;
Laffend, Lisa A. ;
Gonzalez-Lergier, Joanna ;
Kelleher, Joanne K. ;
Stephanopoulos, Gregory .
METABOLIC ENGINEERING, 2007, 9 (03) :277-292
[8]   Elementary metabolite units (EMU): A novel framework for modeling isotopic distributions [J].
Antoniewicz, Maciek R. ;
Kelleher, Joanne K. ;
Stephanopoulos, Gregory .
METABOLIC ENGINEERING, 2007, 9 (01) :68-86
[9]   InterPro - an integrated documentation resource for protein families, domains and functional sites [J].
Apweiler, R ;
Attwood, TK ;
Bairoch, A ;
Bateman, A ;
Birney, E ;
Biswas, M ;
Bucher, P ;
Cerutti, L ;
Corpet, F ;
Croning, MDR ;
Durbin, R ;
Falquet, L ;
Fleischmann, W ;
Gouzy, J ;
Hermjakob, H ;
Hulo, N ;
Jonassen, I ;
Kahn, D ;
Kanapin, A ;
Karavidopoulou, Y ;
Lopez, R ;
Marx, B ;
Mulder, NJ ;
Oinn, TM ;
Pagni, M ;
Servant, F ;
Sigrist, CJA ;
Zdobnov, EM .
BIOINFORMATICS, 2000, 16 (12) :1145-1150
[10]   GEM System: automatic prototyping of cell-wide metabolic pathway models from genomes [J].
Arakawa, K ;
Yamada, Y ;
Shinoda, K ;
Nakayama, Y ;
Tomita, M .
BMC BIOINFORMATICS, 2006, 7 (1)