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PMID: 19067749 Published · ppublish English Journal Article Research Support, Non-U.S. Gov't Review

Genome-scale models of bacterial metabolism: reconstruction and applications.

FEMS microbiology reviews ·Vol. 33 ·No. 1 ·2009-01-00 ·Pages 164-90

Durot M, Bourguignon PY, Schachter V

Abstract

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.

MeSH Terms
Bacteria/genetics,metabolism Databases, Genetic Genome, Bacterial Metabolic Networks and Pathways Models, Biological Systems Biology
Authors & Affiliations
3 authors, click to expand affiliations / ORCID
Durot Maxime
Genoscope (CEA) and UMR 8030 CNRS-Genoscope-Université d'Evry, Evry, France.
Bourguignon Pierre-Yves
Schachter Vincent
References (211)
211 references, click to expand
  1. The subsystems approach to genome annotation and its use in the project to annotate 1000 genomes.
    Nucleic Acids Res. 2005 Oct 07;33(17):5691-702 PMID: 16214803
  2. Thermodynamic constraints for biochemical networks.
    J Theor Biol. 2004 Jun 7;228(3):327-33 PMID: 15135031
  3. The genome sequence of the capnophilic rumen bacterium Mannheimia succiniciproducens.
    Nat Biotechnol. 2004 Oct;22(10):1275-81 PMID: 15378067
  4. Horizontal gene transfer depends on gene content of the host.
    Bioinformatics. 2005 Sep 1;21 Suppl 2:ii222-3 PMID: 16204108
  5. Genome-scale models of microbial cells: evaluating the consequences of constraints.
    Nat Rev Microbiol. 2004 Nov;2(11):886-97 PMID: 15494745
  6. Metabolic reconstruction and modeling of nitrogen fixation in Rhizobium etli.
    PLoS Comput Biol. 2007 Oct;3(10):1887-95 PMID: 17922569
  7. Large-scale computation of elementary flux modes with bit pattern trees.
    Bioinformatics. 2008 Oct 1;24(19):2229-35 PMID: 18676417
  8. Measuring the metabolome: current analytical technologies.
    Analyst. 2005 May;130(5):606-25 PMID: 15852128
  9. Global organization of metabolic fluxes in the bacterium Escherichia coli.
    Nature. 2004 Feb 26;427(6977):839-43 PMID: 14985762
  10. Multidimensional annotation of the Escherichia coli K-12 genome.
    Nucleic Acids Res. 2007;35(22):7577-90 PMID: 17940092
  11. High-throughput transposon mutagenesis of Corynebacterium glutamicum and construction of a single-gene disruptant mutant library.
    Appl Environ Microbiol. 2006 May;72(5):3750-5 PMID: 16672528
  12. Application of systems biology for bioprocess development.
    Trends Biotechnol. 2008 Aug;26(8):404-12 PMID: 18582974
  13. Is maximization of molar yield in metabolic networks favoured by evolution?
    J Theor Biol. 2008 Jun 7;252(3):497-504 PMID: 18249414
  14. Advances in the prediction of protein targeting signals.
    Proteomics. 2004 Jun;4(6):1571-80 PMID: 15174127
  15. Something from nothing: bridging the gap between constraint-based and kinetic modelling.
    FEBS J. 2007 Nov;274(21):5576-85 PMID: 17922843
  16. Flux coupling analysis of genome-scale metabolic network reconstructions.
    Genome Res. 2004 Feb;14(2):301-12 PMID: 14718379
  17. Genome-scale analysis of Streptomyces coelicolor A3(2) metabolism.
    Genome Res. 2005 Jun;15(6):820-9 PMID: 15930493
  18. Iterative reconstruction of transcriptional regulatory networks: an algorithmic approach.
    PLoS Comput Biol. 2006 May;2(5):e52 PMID: 16710450
  19. Multiple high-throughput analyses monitor the response of E. coli to perturbations.
    Science. 2007 Apr 27;316(5824):593-7 PMID: 17379776
  20. Regulation of gene expression in flux balance models of metabolism.
    J Theor Biol. 2001 Nov 7;213(1):73-88 PMID: 11708855
  21. Metabolic pathways in the post-genome era.
    Trends Biochem Sci. 2003 May;28(5):250-8 PMID: 12765837
  22. Integrated network reconstruction, visualization and analysis using YANAsquare.
    BMC Bioinformatics. 2007 Aug 28;8:313 PMID: 17725829
  23. Genome-scale reconstruction and in silico analysis of the Clostridium acetobutylicum ATCC 824 metabolic network.
    Appl Microbiol Biotechnol. 2008 Oct;80(5):849-62 PMID: 18758767
  24. Essential genes on metabolic maps.
    Curr Opin Biotechnol. 2006 Oct;17(5):448-56 PMID: 16978855
  25. Characterizing the metabolic phenotype: a phenotype phase plane analysis.
    Biotechnol Bioeng. 2002 Jan 5;77(1):27-36 PMID: 11745171
  26. An ordered, nonredundant library of Pseudomonas aeruginosa strain PA14 transposon insertion mutants.
    Proc Natl Acad Sci U S A. 2006 Feb 21;103(8):2833-8 PMID: 16477005
  27. BRENDA, AMENDA and FRENDA: the enzyme information system in 2007.
    Nucleic Acids Res. 2007 Jan;35(Database issue):D511-4 PMID: 17202167
  28. Adaptive evolution of bacterial metabolic networks by horizontal gene transfer.
    Nat Genet. 2005 Dec;37(12):1372-5 PMID: 16311593
  29. Context-specific metabolic networks are consistent with experiments.
    PLoS Comput Biol. 2008 May 16;4(5):e1000082 PMID: 18483554
  30. GeneMarkS: a self-training method for prediction of gene starts in microbial genomes. Implications for finding sequence motifs in regulatory regions.
    Nucleic Acids Res. 2001 Jun 15;29(12):2607-18 PMID: 11410670
  31. New insights into the alternative D-glucarate degradation pathway.
    J Biol Chem. 2008 Jun 6;283(23):15638-46 PMID: 18364348
  32. Heuristics for similarity searching of chemical graphs using a maximum common edge subgraph algorithm.
    J Chem Inf Comput Sci. 2002 Mar-Apr;42(2):305-16 PMID: 11911700
  33. Genome-scale model for Clostridium acetobutylicum: Part I. Metabolic network resolution and analysis.
    Biotechnol Bioeng. 2008 Dec 1;101(5):1036-52 PMID: 18767192
  34. Uncovering transcriptional regulation of metabolism by using metabolic network topology.
    Proc Natl Acad Sci U S A. 2005 Feb 22;102(8):2685-9 PMID: 15710883
  35. Identifying gene targets for the metabolic engineering of lycopene biosynthesis in Escherichia coli.
    Metab Eng. 2005 May;7(3):155-64 PMID: 15885614
  36. The University of Minnesota Biocatalysis/Biodegradation Database: the first decade.
    Nucleic Acids Res. 2006 Jan 1;34(Database issue):D517-21 PMID: 16381924
  37. Systematic analysis of conservation relations in Escherichia coli genome-scale metabolic network reveals novel growth media.
    Biophys J. 2006 Apr 15;90(8):2659-72 PMID: 16461408
  38. Exploiting the pathway structure of metabolism to reveal high-order epistasis.
    BMC Syst Biol. 2008 Apr 30;2:40 PMID: 18447928
  39. Stoichiometric model for evaluating the metabolic capabilities of the facultative methylotroph Methylobacterium extorquens AM1, with application to reconstruction of C(3) and C(4) metabolism.
    Biotechnol Bioeng. 2002 May 5;78(3):296-312 PMID: 11920446
  40. Construction of Escherichia coli K-12 in-frame, single-gene knockout mutants: the Keio collection.
    Mol Syst Biol. 2006;2:2006.0008 PMID: 16738554
  41. InterPro--an integrated documentation resource for protein families, domains and functional sites.
    Bioinformatics. 2000 Dec;16(12):1145-50 PMID: 11159333
  42. The Escherichia coli MG1655 in silico metabolic genotype: its definition, characteristics, and capabilities.
    Proc Natl Acad Sci U S A. 2000 May 9;97(10):5528-33 PMID: 10805808
  43. The global transcriptional regulatory network for metabolism in Escherichia coli exhibits few dominant functional states.
    Proc Natl Acad Sci U S A. 2005 Dec 27;102(52):19103-8 PMID: 16357206
  44. The universal protein resource (UniProt).
    Nucleic Acids Res. 2008 Jan;36(Database issue):D190-5 PMID: 18045787
  45. MetaFluxNet, a program package for metabolic pathway construction and analysis, and its use in large-scale metabolic flux analysis of Escherichia coli.
    Genome Inform. 2003;14:23-33 PMID: 15706517
  46. Predicting genes for orphan metabolic activities using phylogenetic profiles.
    Genome Biol. 2006;7(2):R17 PMID: 16507154
  47. Towards multidimensional genome annotation.
    Nat Rev Genet. 2006 Feb;7(2):130-41 PMID: 16418748
  48. Putative regulatory sites unraveled by network-embedded thermodynamic analysis of metabolome data.
    Mol Syst Biol. 2006;2:2006.0034 PMID: 16788595
  49. Improved microbial gene identification with GLIMMER.
    Nucleic Acids Res. 1999 Dec 1;27(23):4636-41 PMID: 10556321
  50. Use of genome-scale microbial models for metabolic engineering.
    Curr Opin Biotechnol. 2004 Feb;15(1):64-9 PMID: 15102469
  51. Characterization of metabolism in the Fe(III)-reducing organism Geobacter sulfurreducens by constraint-based modeling.
    Appl Environ Microbiol. 2006 Feb;72(2):1558-68 PMID: 16461711
  52. A genome-scale metabolic reconstruction for Escherichia coli K-12 MG1655 that accounts for 1260 ORFs and thermodynamic information.
    Mol Syst Biol. 2007;3:121 PMID: 17593909
  53. Quantitative prediction of cellular metabolism with constraint-based models: the COBRA Toolbox.
    Nat Protoc. 2007;2(3):727-38 PMID: 17406635
  54. MetaCyc: a multiorganism database of metabolic pathways and enzymes.
    Nucleic Acids Res. 2006 Jan 1;34(Database issue):D511-6 PMID: 16381923
  55. Investigating metabolite essentiality through genome-scale analysis of Escherichia coli production capabilities.
    Bioinformatics. 2005 May 1;21(9):2008-16 PMID: 15671116
  56. Escherichia coli K-12 undergoes adaptive evolution to achieve in silico predicted optimal growth.
    Nature. 2002 Nov 14;420(6912):186-9 PMID: 12432395
  57. METATOOL: for studying metabolic networks.
    Bioinformatics. 1999 Mar;15(3):251-7 PMID: 10222413
  58. Identifying metabolic enzymes with multiple types of association evidence.
    BMC Bioinformatics. 2006 Mar 29;7:177 PMID: 16571130
  59. Metabolic flux analysis in a nonstationary system: fed-batch fermentation of a high yielding strain of E. coli producing 1,3-propanediol.
    Metab Eng. 2007 May;9(3):277-92 PMID: 17400499
  60. BioModels Database: a free, centralized database of curated, published, quantitative kinetic models of biochemical and cellular systems.
    Nucleic Acids Res. 2006 Jan 1;34(Database issue):D689-91 PMID: 16381960
  61. Metabolomics approach for enzyme discovery.
    J Proteome Res. 2006 Aug;5(8):1979-87 PMID: 16889420
  62. Estimating the size of the solution space of metabolic networks.
    BMC Bioinformatics. 2008 May 19;9:240 PMID: 18489757
  63. Metabolic control analysis: a survey of its theoretical and experimental development.
    Biochem J. 1992 Sep 1;286 ( Pt 2):313-30 PMID: 1530563
  64. META. 1. A program for the evaluation of metabolic transformation of chemicals.
    J Chem Inf Comput Sci. 1994 Nov-Dec;34(6):1320-5 PMID: 7989397
  65. GSMN-TB: a web-based genome-scale network model of Mycobacterium tuberculosis metabolism.
    Genome Biol. 2007;8(5):R89 PMID: 17521419
  66. Co-regulation of metabolic genes is better explained by flux coupling than by network distance.
    PLoS Comput Biol. 2008 Jan;4(1):e26 PMID: 18225949
  67. Integrating metabolic, transcriptional regulatory and signal transduction models in Escherichia coli.
    Bioinformatics. 2008 Sep 15;24(18):2044-50 PMID: 18621757
  68. Hybrid dynamic/static method for large-scale simulation of metabolism.
    Theor Biol Med Model. 2005 Oct 04;2:42 PMID: 16202166
  69. Systematic assignment of thermodynamic constraints in metabolic network models.
    BMC Bioinformatics. 2006 Nov 23;7:512 PMID: 17123434
  70. Systems approach to refining genome annotation.
    Proc Natl Acad Sci U S A. 2006 Nov 14;103(46):17480-4 PMID: 17088549
  71. The Systems Biology Research Tool: evolvable open-source software.
    BMC Syst Biol. 2008 Jun 29;2:55 PMID: 18588708
  72. Construction of lycopene-overproducing E. coli strains by combining systematic and combinatorial gene knockout targets.
    Nat Biotechnol. 2005 May;23(5):612-6 PMID: 15821729
  73. Dynamic analysis of integrated signaling, metabolic, and regulatory networks.
    PLoS Comput Biol. 2008 May 23;4(5):e1000086 PMID: 18483615
  74. A genome-scale metabolic reconstruction of Pseudomonas putida KT2440: iJN746 as a cell factory.
    BMC Syst Biol. 2008 Sep 16;2:79 PMID: 18793442
  75. AMIGene: Annotation of MIcrobial Genes.
    Nucleic Acids Res. 2003 Jul 1;31(13):3723-6 PMID: 12824403
  76. Multiple knockout analysis of genetic robustness in the yeast metabolic network.
    Nat Genet. 2006 Sep;38(9):993-8 PMID: 16941010
  77. The model organism as a system: integrating 'omics' data sets.
    Nat Rev Mol Cell Biol. 2006 Mar;7(3):198-210 PMID: 16496022
  78. High-throughput metabolic flux analysis based on gas chromatography-mass spectrometry derived 13C constraints.
    Anal Biochem. 2004 Feb 15;325(2):308-16 PMID: 14751266
  79. Metabolic flux analysis and metabolic engineering of microorganisms.
    Mol Biosyst. 2008 Feb;4(2):113-20 PMID: 18213404
  80. Systematic genome-wide screens of gene function.
    Nat Rev Genet. 2004 Jan;5(1):11-22 PMID: 14708012
  81. Heuristics for chemical compound matching.
    Genome Inform. 2003;14:144-53 PMID: 15706529
  82. Elementary metabolite units (EMU): a novel framework for modeling isotopic distributions.
    Metab Eng. 2007 Jan;9(1):68-86 PMID: 17088092
  83. Metabolic network analysis of the causes and evolution of enzyme dispensability in yeast.
    Nature. 2004 Jun 10;429(6992):661-4 PMID: 15190353
  84. Minimal cut sets in biochemical reaction networks.
    Bioinformatics. 2004 Jan 22;20(2):226-34 PMID: 14734314
  85. The University of Minnesota pathway prediction system: predicting metabolic logic.
    Nucleic Acids Res. 2008 Jul 1;36(Web Server issue):W427-32 PMID: 18524801
  86. Can single knockouts accurately single out gene functions?
    BMC Syst Biol. 2008 Jun 18;2:50 PMID: 18564419
  87. Gene ontology: tool for the unification of biology. The Gene Ontology Consortium.
    Nat Genet. 2000 May;25(1):25-9 PMID: 10802651
  88. LibSBML: an API library for SBML.
    Bioinformatics. 2008 Mar 15;24(6):880-1 PMID: 18252737
  89. Chance and necessity in the evolution of minimal metabolic networks.
    Nature. 2006 Mar 30;440(7084):667-70 PMID: 16572170
  90. Genome-scale reconstruction of the metabolic network in Staphylococcus aureus N315: an initial draft to the two-dimensional annotation.
    BMC Microbiol. 2005 Mar 07;5:8 PMID: 15752426
  91. In silico genome-scale reconstruction and validation of the Staphylococcus aureus metabolic network.
    Biotechnol Bioeng. 2005 Dec 30;92(7):850-64 PMID: 16155945
  92. Evolutionary programming as a platform for in silico metabolic engineering.
    BMC Bioinformatics. 2005 Dec 23;6:308 PMID: 16375763
  93. Metabolic network structure determines key aspects of functionality and regulation.
    Nature. 2002 Nov 14;420(6912):190-3 PMID: 12432396
  94. IdentiCS--identification of coding sequence and in silico reconstruction of the metabolic network directly from unannotated low-coverage bacterial genome sequence.
    BMC Bioinformatics. 2004 Aug 16;5:112 PMID: 15312235
  95. Elucidation and structural analysis of conserved pools for genome-scale metabolic reconstructions.
    Biophys J. 2005 Jan;88(1):37-49 PMID: 15489308
  96. Correlation between protein and mRNA abundance in yeast.
    Mol Cell Biol. 1999 Mar;19(3):1720-30 PMID: 10022859
  97. Modeling methanogenesis with a genome-scale metabolic reconstruction of Methanosarcina barkeri.
    Mol Syst Biol. 2006;2:2006.0004 PMID: 16738551
  98. Missing genes in metabolic pathways: a comparative genomics approach.
    Curr Opin Chem Biol. 2003 Apr;7(2):238-51 PMID: 12714058
  99. TransportDB: a relational database of cellular membrane transport systems.
    Nucleic Acids Res. 2004 Jan 1;32(Database issue):D284-8 PMID: 14681414
  100. Complete set of ORF clones of Escherichia coli ASKA library (a complete set of E. coli K-12 ORF archive): unique resources for biological research.
    DNA Res. 2005;12(5):291-9 PMID: 16769691
  101. Structural analysis of expanding metabolic networks.
    Genome Inform. 2004;15(1):35-45 PMID: 15712108
  102. Optimization based automated curation of metabolic reconstructions.
    BMC Bioinformatics. 2007 Jun 20;8:212 PMID: 17584497
  103. In silico predictions of Escherichia coli metabolic capabilities are consistent with experimental data.
    Nat Biotechnol. 2001 Feb;19(2):125-30 PMID: 11175725
  104. Metabolite coupling in genome-scale metabolic networks.
    BMC Bioinformatics. 2006 Mar 06;7:111 PMID: 16519800
  105. Integration of gene expression data into genome-scale metabolic models.
    Metab Eng. 2004 Oct;6(4):285-93 PMID: 15491858
  106. Modeling Lactococcus lactis using a genome-scale flux model.
    BMC Microbiol. 2005 Jun 27;5:39 PMID: 15982422
  107. Comprehensive transposon mutant library of Pseudomonas aeruginosa.
    Proc Natl Acad Sci U S A. 2003 Nov 25;100(24):14339-44 PMID: 14617778
  108. Chemoinformatics: a new field with a long tradition.
    Anal Bioanal Chem. 2006 Jan;384(1):57-64 PMID: 16177914
  109. Review: on the analysis and interpretation of correlations in metabolomic data.
    Brief Bioinform. 2006 Jun;7(2):151-8 PMID: 16772265
  110. Optimization-based framework for inferring and testing hypothesized metabolic objective functions.
    Biotechnol Bioeng. 2003 Jun 20;82(6):670-7 PMID: 12673766
  111. A priori analysis of metabolic flux identifiability from (13)C-labeling data.
    Biotechnol Bioeng. 2001 Sep 20;74(6):505-16 PMID: 11494218
  112. In silico design and adaptive evolution of Escherichia coli for production of lactic acid.
    Biotechnol Bioeng. 2005 Sep 5;91(5):643-8 PMID: 15962337
  113. Genome-scale metabolic model of Helicobacter pylori 26695.
    J Bacteriol. 2002 Aug;184(16):4582-93 PMID: 12142428
  114. GenProtEC: an updated and improved analysis of functions of Escherichia coli K-12 proteins.
    Nucleic Acids Res. 2004 Jan 1;32(Database issue):D300-2 PMID: 14681418
  115. A complete collection of single-gene deletion mutants of Acinetobacter baylyi ADP1.
    Mol Syst Biol. 2008;4:174 PMID: 18319726
  116. Assignment of endogenous substrates to enzymes by global metabolite profiling.
    Biochemistry. 2004 Nov 16;43(45):14332-9 PMID: 15533037
  117. Minimum information requested in the annotation of biochemical models (MIRIAM).
    Nat Biotechnol. 2005 Dec;23(12):1509-15 PMID: 16333295
  118. Elucidation of an alternate isoleucine biosynthesis pathway in Geobacter sulfurreducens.
    J Bacteriol. 2008 Apr;190(7):2266-74 PMID: 18245290
  119. The growing scope of applications of genome-scale metabolic reconstructions using Escherichia coli.
    Nat Biotechnol. 2008 Jun;26(6):659-67 PMID: 18536691
  120. Regulatory on/off minimization of metabolic flux changes after genetic perturbations.
    Proc Natl Acad Sci U S A. 2005 May 24;102(21):7695-700 PMID: 15897462
  121. Annotation, comparison and databases for hundreds of bacterial genomes.
    Res Microbiol. 2007 Dec;158(10):724-36 PMID: 18031997
  122. Transcriptome meets metabolome: hierarchical and metabolic regulation of the glycolytic pathway.
    FEBS Lett. 2001 Jul 6;500(3):169-71 PMID: 11445079
  123. A computational approach to measuring coherence of gene expression in pathways.
    Genomics. 2004 Jul;84(1):211-7 PMID: 15203219
  124. Integrated analysis of regulatory and metabolic networks reveals novel regulatory mechanisms in Saccharomyces cerevisiae.
    Genome Res. 2006 May;16(5):627-35 PMID: 16606697
  125. Distinguishing enzymes using metabolome data for the hybrid dynamic/static method.
    Theor Biol Med Model. 2007 May 20;4:19 PMID: 17511884
  126. Genome-scale reconstruction of metabolic network in Bacillus subtilis based on high-throughput phenotyping and gene essentiality data.
    J Biol Chem. 2007 Sep 28;282(39):28791-28799 PMID: 17573341
  127. Metabolic flux elucidation for large-scale models using 13C labeled isotopes.
    Metab Eng. 2007 Sep-Nov;9(5-6):387-405 PMID: 17632026
  128. Experimental and computational assessment of conditionally essential genes in Escherichia coli.
    J Bacteriol. 2006 Dec;188(23):8259-71 PMID: 17012394
  129. Global functional profiling of gene expression.
    Genomics. 2003 Feb;81(2):98-104 PMID: 12620386
  130. The Pathway Tools software.
    Bioinformatics. 2002;18 Suppl 1:S225-32 PMID: 12169551
  131. Mass spectrometry-based metabolomics.
    Mass Spectrom Rev. 2007 Jan-Feb;26(1):51-78 PMID: 16921475
  132. Reconstruction and validation of Saccharomyces cerevisiae iND750, a fully compartmentalized genome-scale metabolic model.
    Genome Res. 2004 Jul;14(7):1298-309 PMID: 15197165
  133. Isotopomer subspaces as indicators of metabolic-pathway structure.
    J Theor Biol. 2008 Jun 7;252(3):391-401 PMID: 17692871
  134. Computational prediction and experimental verification of the gene encoding the NAD+/NADP+-dependent succinate semialdehyde dehydrogenase in Escherichia coli.
    J Bacteriol. 2007 Nov;189(22):8073-8 PMID: 17873044
  135. Genome-scale metabolic network analysis of the opportunistic pathogen Pseudomonas aeruginosa PAO1.
    J Bacteriol. 2008 Apr;190(8):2790-803 PMID: 18192387
  136. k-Cone analysis: determining all candidate values for kinetic parameters on a network scale.
    Biophys J. 2005 Mar;88(3):1616-25 PMID: 15626710
  137. anNET: a tool for network-embedded thermodynamic analysis of quantitative metabolome data.
    BMC Bioinformatics. 2008 Apr 16;9:199 PMID: 18416814
  138. Expanded metabolic reconstruction of Helicobacter pylori (iIT341 GSM/GPR): an in silico genome-scale characterization of single- and double-deletion mutants.
    J Bacteriol. 2005 Aug;187(16):5818-30 PMID: 16077130
  139. Stoichiometric flux balance models quantitatively predict growth and metabolic by-product secretion in wild-type Escherichia coli W3110.
    Appl Environ Microbiol. 1994 Oct;60(10):3724-31 PMID: 7986045
  140. Systems metabolic engineering of Escherichia coli for L-threonine production.
    Mol Syst Biol. 2007;3:149 PMID: 18059444
  141. From annotated genomes to metabolic flux models and kinetic parameter fitting.
    OMICS. 2003 Fall;7(3):301-16 PMID: 14583118
  142. Systematic condition-dependent annotation of metabolic genes.
    Genome Res. 2007 Nov;17(11):1626-33 PMID: 17895423
  143. Analysis of optimality in natural and perturbed metabolic networks.
    Proc Natl Acad Sci U S A. 2002 Nov 12;99(23):15112-7 PMID: 12415116
  144. Formulating genome-scale kinetic models in the post-genome era.
    Mol Syst Biol. 2008;4:171 PMID: 18319723
  145. A genome-scale computational study of the interplay between transcriptional regulation and metabolism.
    Mol Syst Biol. 2007;3:101 PMID: 17437026
  146. Ab initio reconstruction of metabolic pathways.
    Bioinformatics. 2003 Oct;19 Suppl 2:ii26-34 PMID: 14534167
  147. Accelerating the reconstruction of genome-scale metabolic networks.
    BMC Bioinformatics. 2006 Jun 13;7:296 PMID: 16772023
  148. Analysis of growth of Lactobacillus plantarum WCFS1 on a complex medium using a genome-scale metabolic model.
    J Biol Chem. 2006 Dec 29;281(52):40041-8 PMID: 17062565
  149. Metabolic networks in motion: 13C-based flux analysis.
    Mol Syst Biol. 2006;2:62 PMID: 17102807
  150. In silico atomic tracing by substrate-product relationships in Escherichia coli intermediary metabolism.
    Genome Res. 2003 Nov;13(11):2455-66 PMID: 14559781
  151. ScrumPy: metabolic modelling with Python.
    Syst Biol (Stevenage). 2006 Sep;153(5):375-8 PMID: 16986321
  152. Essential Bacillus subtilis genes.
    Proc Natl Acad Sci U S A. 2003 Apr 15;100(8):4678-83 PMID: 12682299
  153. Applications of fluorescence microscopy to single bacterial cells.
    Res Microbiol. 2007 Apr;158(3):187-94 PMID: 17349779
  154. In silico reconstruction of the metabolic pathways of Lactobacillus plantarum: comparing predictions of nutrient requirements with those from growth experiments.
    Appl Environ Microbiol. 2005 Nov;71(11):7253-62 PMID: 16269766
  155. Two approaches for metabolic pathway analysis?
    Trends Biotechnol. 2003 Feb;21(2):64-9 PMID: 12573854
  156. 13C metabolic flux analysis.
    Metab Eng. 2001 Jul;3(3):195-206 PMID: 11461141
  157. Enzyme-specific profiles for genome annotation: PRIAM.
    Nucleic Acids Res. 2003 Nov 15;31(22):6633-9 PMID: 14602924
  158. Metabolite essentiality elucidates robustness of Escherichia coli metabolism.
    Proc Natl Acad Sci U S A. 2007 Aug 21;104(34):13638-42 PMID: 17698812
  159. Toward a science of metabolic engineering.
    Science. 1991 Jun 21;252(5013):1668-75 PMID: 2047876
  160. Microbial biodegradation of polyaromatic hydrocarbons.
    FEMS Microbiol Rev. 2008 Nov;32(6):927-55 PMID: 18662317
  161. Modeling Neisseria meningitidis metabolism: from genome to metabolic fluxes.
    Genome Biol. 2007;8(7):R136 PMID: 17617894
  162. Thermodynamics-based metabolic flux analysis.
    Biophys J. 2007 Mar 1;92(5):1792-805 PMID: 17172310
  163. A general definition of metabolic pathways useful for systematic organization and analysis of complex metabolic networks.
    Nat Biotechnol. 2000 Mar;18(3):326-32 PMID: 10700151
  164. Thirteen years of building constraint-based in silico models of Escherichia coli.
    J Bacteriol. 2003 May;185(9):2692-9 PMID: 12700248
  165. KEGG for linking genomes to life and the environment.
    Nucleic Acids Res. 2008 Jan;36(Database issue):D480-4 PMID: 18077471
  166. Comparison of network-based pathway analysis methods.
    Trends Biotechnol. 2004 Aug;22(8):400-5 PMID: 15283984
  167. An expanded genome-scale model of Escherichia coli K-12 (iJR904 GSM/GPR).
    Genome Biol. 2003;4(9):R54 PMID: 12952533
  168. STRING 7--recent developments in the integration and prediction of protein interactions.
    Nucleic Acids Res. 2007 Jan;35(Database issue):D358-62 PMID: 17098935
  169. A Bayesian method for identifying missing enzymes in predicted metabolic pathway databases.
    BMC Bioinformatics. 2004 Jun 09;5:76 PMID: 15189570
  170. Monte Carlo sampling can be used to determine the size and shape of the steady-state flux space.
    J Theor Biol. 2004 Jun 21;228(4):437-47 PMID: 15178193
  171. A genome-scale analysis for identification of genes required for growth or survival of Haemophilus influenzae.
    Proc Natl Acad Sci U S A. 2002 Jan 22;99(2):966-71 PMID: 11805338
  172. Phenotype microarrays for high-throughput phenotypic testing and assay of gene function.
    Genome Res. 2001 Jul;11(7):1246-55 PMID: 11435407
  173. Utilization of energy for growth and maintenance in continuous and batch cultures of microorganisms. A reevaluation of the method for the determination of ATP production by measuring molar growth yields.
    Biochim Biophys Acta. 1973 Feb 12;301(1):53-70 PMID: 4574767
  174. The effects of alternate optimal solutions in constraint-based genome-scale metabolic models.
    Metab Eng. 2003 Oct;5(4):264-76 PMID: 14642354
  175. Metatool 5.0: fast and flexible elementary modes analysis.
    Bioinformatics. 2006 Aug 1;22(15):1930-1 PMID: 16731697
  176. Bidirectional reaction steps in metabolic networks: III. Explicit solution and analysis of isotopomer labeling systems.
    Biotechnol Bioeng. 1999;66(2):69-85 PMID: 10567066
  177. UniProtKB/Swiss-Prot.
    Methods Mol Biol. 2007;406:89-112 PMID: 18287689
  178. Ab initio prediction of thermodynamically feasible reaction directions from biochemical network stoichiometry.
    Metab Eng. 2005 Jul;7(4):251-9 PMID: 16140239
  179. Energy balance for analysis of complex metabolic networks.
    Biophys J. 2002 Jul;83(1):79-86 PMID: 12080101
  180. Investigating the metabolic capabilities of Mycobacterium tuberculosis H37Rv using the in silico strain iNJ661 and proposing alternative drug targets.
    BMC Syst Biol. 2007 Jun 08;1:26 PMID: 17555602
  181. Integration of the information from gene expression and metabolic fluxes for the analysis of the regulatory mechanisms in Synechocystis.
    Appl Microbiol Biotechnol. 2002 May;58(6):813-22 PMID: 12021803
  182. The systems biology markup language (SBML): a medium for representation and exchange of biochemical network models.
    Bioinformatics. 2003 Mar 1;19(4):524-31 PMID: 12611808
  183. GEM System: automatic prototyping of cell-wide metabolic pathway models from genomes.
    BMC Bioinformatics. 2006 Mar 23;7:168 PMID: 16553966
  184. Structural and functional analysis of cellular networks with CellNetAnalyzer.
    BMC Syst Biol. 2007 Jan 08;1:2 PMID: 17408509
  185. Production of the antimalarial drug precursor artemisinic acid in engineered yeast.
    Nature. 2006 Apr 13;440(7086):940-3 PMID: 16612385
  186. The genome-scale metabolic extreme pathway structure in Haemophilus influenzae shows significant network redundancy.
    J Theor Biol. 2002 Mar 7;215(1):67-82 PMID: 12051985
  187. Biochemical and molecular characterization of the Bacillus subtilis acetoin catabolic pathway.
    J Bacteriol. 1999 Jun;181(12):3837-41 PMID: 10368162
  188. Observing metabolic functions at the genome scale.
    Genome Biol. 2007;8(6):R123 PMID: 17594483
  189. Detection of stoichiometric inconsistencies in biomolecular models.
    Bioinformatics. 2008 Oct 1;24(19):2245-51 PMID: 18697772
  190. Estimation of the number of extreme pathways for metabolic networks.
    BMC Bioinformatics. 2007 Sep 27;8(1):363 PMID: 17897474
  191. Iterative reconstruction of a global metabolic model of Acinetobacter baylyi ADP1 using high-throughput growth phenotype and gene essentiality data.
    BMC Syst Biol. 2008 Oct 07;2:85 PMID: 18840283
  192. Toward the automated generation of genome-scale metabolic networks in the SEED.
    BMC Bioinformatics. 2007 Apr 26;8:139 PMID: 17462086
  193. Optknock: a bilevel programming framework for identifying gene knockout strategies for microbial strain optimization.
    Biotechnol Bioeng. 2003 Dec 20;84(6):647-57 PMID: 14595777
  194. The evolution of modularity in bacterial metabolic networks.
    Proc Natl Acad Sci U S A. 2008 May 13;105(19):6976-81 PMID: 18460604
  195. Genome-scale in silico models of E. coli have multiple equivalent phenotypic states: assessment of correlated reaction subsets that comprise network states.
    Genome Res. 2004 Sep;14(9):1797-805 PMID: 15342562
  196. An optimization framework for identifying reaction activation/inhibition or elimination candidates for overproduction in microbial systems.
    Metab Eng. 2006 Jan;8(1):1-13 PMID: 16199194
  197. Exploring the diversity of complex metabolic networks.
    Bioinformatics. 2005 Apr 15;21(8):1603-9 PMID: 15613400
  198. Assessment of the metabolic capabilities of Haemophilus influenzae Rd through a genome-scale pathway analysis.
    J Theor Biol. 2000 Apr 7;203(3):249-83 PMID: 10716908
  199. Metabolic modeling of a mutualistic microbial community.
    Mol Syst Biol. 2007;3:92 PMID: 17353934
  200. Integrating high-throughput and computational data elucidates bacterial networks.
    Nature. 2004 May 6;429(6987):92-6 PMID: 15129285
  201. Prolinks: a database of protein functional linkages derived from coevolution.
    Genome Biol. 2004;5(5):R35 PMID: 15128449
  202. Co-clustering of biological networks and gene expression data.
    Bioinformatics. 2002;18 Suppl 1:S145-54 PMID: 12169542
  203. Metabolic functions of duplicate genes in Saccharomyces cerevisiae.
    Genome Res. 2005 Oct;15(10):1421-30 PMID: 16204195
  204. Opportunities for renewable bioenergy using microorganisms.
    Biotechnol Bioeng. 2008 Jun 1;100(2):203-12 PMID: 18431744
  205. OptStrain: a computational framework for redesign of microbial production systems.
    Genome Res. 2004 Nov;14(11):2367-76 PMID: 15520298
  206. Ab initio prediction of metabolic networks using Fourier transform mass spectrometry data.
    Metabolomics. 2006;2(3):155-164 PMID: 24489532
  207. Systematic evaluation of objective functions for predicting intracellular fluxes in Escherichia coli.
    Mol Syst Biol. 2007;3:119 PMID: 17625511
  208. Identification of genome-scale metabolic network models using experimentally measured flux profiles.
    PLoS Comput Biol. 2006 Jul 7;2(7):e72 PMID: 16839195
  209. Reconstruction of metabolic networks from genome data and analysis of their global structure for various organisms.
    Bioinformatics. 2003 Jan 22;19(2):270-7 PMID: 12538249
  210. Bacterial degradation of xenobiotic compounds: evolution and distribution of novel enzyme activities.
    Environ Microbiol. 2005 Dec;7(12):1868-82 PMID: 16309386
  211. Combining pathway analysis with flux balance analysis for the comprehensive study of metabolic systems.
    Biotechnol Bioeng. 2000-2001;71(4):286-306 PMID: 11291038
Article Info
Journal
FEMS microbiology reviews
Abbr.
FEMS Microbiol Rev
ISSN
0168-6445
Published
2009-01-00
Epub
2008-00-03
Pages
164-90
Language
English
Region
England
NLM ID
8902526
PMCID
PMC2704943
Subset
IM
Analysis Services
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