Home LiteratureArticle Details
PMID: 18767192 Published · ppublish English Journal Article Research Support, N.I.H., Extramural Research Support, U.S. Gov't, Non-P.H.S.

Genome-scale model for Clostridium acetobutylicum: Part I. Metabolic network resolution and analysis.

Biotechnology and bioengineering ·Vol. 101 ·No. 5 ·2008-12-01 ·Pages 1036-52

Senger RS, Papoutsakis ET

Abstract

A genome-scale metabolic network reconstruction for Clostridium acetobutylicum (ATCC 824) was carried out using a new semi-automated reverse engineering algorithm. The network consists of 422 intracellular metabolites involved in 552 reactions and includes 80 membrane transport reactions. The metabolic network illustrates the reliance of clostridia on the urea cycle, intracellular L-glutamate solute pools, and the acetylornithine transaminase for amino acid biosynthesis from the 2-oxoglutarate precursor. The semi-automated reverse engineering algorithm identified discrepancies in reaction network databases that are major obstacles for fully automated network-building algorithms. The proposed semi-automated approach allowed for the conservation of unique clostridial metabolic pathways, such as an incomplete TCA cycle. A thermodynamic analysis was used to determine the physiological conditions under which proposed pathways (e.g., reverse partial TCA cycle and reverse arginine biosynthesis pathway) are feasible. The reconstructed metabolic network was used to create a genome-scale model that correctly characterized the butyrate kinase knock-out and the asolventogenic M5 pSOL1 megaplasmid degenerate strains. Systematic gene knock-out simulations were performed to identify a set of genes encoding clostridial enzymes essential for growth in silico.

MeSH Terms
Arginine/biosynthesis Cell Growth Processes/genetics Clostridium acetobutylicum/genetics,growth & development,metabolism Computational Biology/methods Gene Knockout Techniques Genome, Bacterial/physiology Glutamic Acid/analysis,metabolism Kinetics Metabolic Networks and Pathways/genetics Models, Biological Ornithine/biosynthesis Phosphotransferases (Carboxyl Group Acceptor)/genetics,metabolism Thermodynamics Transaminases/analysis,metabolism Urea/metabolism
Chemicals
Glutamic Acid Urea Arginine Ornithine Transaminases acetylornithine transaminase Phosphotransferases (Carboxyl Group Acceptor) butyrate kinase
Authors & Affiliations
2 authors, click to expand affiliations / ORCID
Senger Ryan S
Delaware Biotechnology Institute, University of Delaware, 15 Innovation Way Newark, Delaware 19711, USA. [email protected]
Papoutsakis Eleftherios T
References (92)
92 references, click to expand
  1. New solvent-producing Clostridium sp. strains, hydrolyzing a wide range of polysaccharides, are closely related to Clostridium butyricum.
    J Ind Microbiol Biotechnol. 2001 Nov;27(5):329-35 PMID: 11781809
  2. Cellulase, clostridia, and ethanol.
    Microbiol Mol Biol Rev. 2005 Mar;69(1):124-54 PMID: 15755956
  3. Expression of a cloned cyclopropane fatty acid synthase gene reduces solvent formation in Clostridium acetobutylicum ATCC 824.
    Appl Environ Microbiol. 2003 May;69(5):2831-41 PMID: 12732555
  4. Matrix formalism to describe functional states of transcriptional regulatory systems.
    PLoS Comput Biol. 2006 Aug 11;2(8):e101 PMID: 16895435
  5. Thermostable ornithine aminotransferase from Bacillus sp. YM-2: purification and characterization.
    J Biochem. 1995 Jul;118(1):101-8 PMID: 8537297
  6. Solventogenesis in Clostridium acetobutylicum fermentations related to carboxylic acid and proton concentrations.
    Biotechnol Bioeng. 1988 Sep 20;32(7):843-52 PMID: 18587795
  7. Thermodynamics of systems of biochemical reactions.
    J Theor Biol. 2002 Apr 21;215(4):491-501 PMID: 12069492
  8. The Comprehensive Microbial Resource.
    Nucleic Acids Res. 2001 Jan 1;29(1):123-5 PMID: 11125067
  9. Effective protein sequence comparison.
    Methods Enzymol. 1996;266:227-58 PMID: 8743688
  10. Hydrolysis of cortex peptidoglycan during bacterial spore germination.
    Med Sci Monit. 2002 Jun;8(6):RA119-27 PMID: 12070452
  11. How reliable are thermodynamic feasibility statements of biochemical pathways?
    Biotechnol Bioeng. 2005 Oct 20;92(2):223-30 PMID: 15962336
  12. Molecular analysis of the anaerobic succinate degradation pathway in Clostridium kluyveri.
    J Bacteriol. 1996 Feb;178(3):871-80 PMID: 8550525
  13. D-alanylation of lipoteichoic acid: role of the D-alanyl carrier protein in acylation.
    J Bacteriol. 2001 Mar;183(6):2051-8 PMID: 11222605
  14. A model-based optimization framework for the inference on gene regulatory networks from DNA array data.
    Bioinformatics. 2004 Nov 22;20(17):3221-35 PMID: 15247105
  15. The KEGG databases at GenomeNet.
    Nucleic Acids Res. 2002 Jan 1;30(1):42-6 PMID: 11752249
  16. A model-based optimization framework for the inference of regulatory interactions using time-course DNA microarray expression data.
    BMC Bioinformatics. 2007 Jun 29;8:228 PMID: 17603872
  17. The effects of feed and intracellular pyruvate levels on the redistribution of metabolic fluxes in Escherichia coli.
    Metab Eng. 2001 Apr;3(2):115-23 PMID: 11289788
  18. Regulation of gene expression in flux balance models of metabolism.
    J Theor Biol. 2001 Nov 7;213(1):73-88 PMID: 11708855
  19. Effect of Butanol Challenge and Temperature on Lipid Composition and Membrane Fluidity of Butanol-Tolerant Clostridium acetobutylicum.
    Appl Environ Microbiol. 1987 Dec;53(12):2854-61 PMID: 16347502
  20. The complete genome sequence of Escherichia coli K-12.
    Science. 1997 Sep 5;277(5331):1453-62 PMID: 9278503
  21. Using large-scale perturbations in gene network reconstruction.
    BMC Bioinformatics. 2005 Jan 19;6:11 PMID: 15659246
  22. Acetone and Butanol Production by Clostridium acetobutylicum in a Synthetic Medium.
    Appl Environ Microbiol. 1982 Dec;44(6):1318-24 PMID: 16346149
  23. Regulation of arginine-ornithine exchange and the arginine deiminase pathway in Streptococcus lactis.
    J Bacteriol. 1987 Dec;169(12):5597-604 PMID: 3119567
  24. Peptidoglycan types of bacterial cell walls and their taxonomic implications.
    Bacteriol Rev. 1972 Dec;36(4):407-77 PMID: 4568761
  25. BRENDA, the enzyme database: updates and major new developments.
    Nucleic Acids Res. 2004 Jan 1;32(Database issue):D431-3 PMID: 14681450
  26. Acetone-butanol fermentation revisited.
    Microbiol Rev. 1986 Dec;50(4):484-524 PMID: 3540574
  27. MetaCyc: a multiorganism database of metabolic pathways and enzymes.
    Nucleic Acids Res. 2006 Jan 1;34(Database issue):D511-6 PMID: 16381923
  28. Identifying metabolic enzymes with multiple types of association evidence.
    BMC Bioinformatics. 2006 Mar 29;7:177 PMID: 16571130
  29. Systems approach to refining genome annotation.
    Proc Natl Acad Sci U S A. 2006 Nov 14;103(46):17480-4 PMID: 17088549
  30. TransportDB: a comprehensive database resource for cytoplasmic membrane transport systems and outer membrane channels.
    Nucleic Acids Res. 2007 Jan;35(Database issue):D274-9 PMID: 17135193
  31. Stoichiometric modeling of Clostridium acetobutylicum fermentations with non-linear constraints.
    J Biotechnol. 1999 May 28;71(1-3):191-205 PMID: 10483106
  32. Biochemical thermodynamics.
    Biochim Biophys Acta. 1994 Jul 20;1207(1):1-11 PMID: 8043597
  33. Systematic assignment of thermodynamic constraints in metabolic network models.
    BMC Bioinformatics. 2006 Nov 23;7:512 PMID: 17123434
  34. Mechanism of superoxide and hydrogen peroxide formation by fumarate reductase, succinate dehydrogenase, and aspartate oxidase.
    J Biol Chem. 2002 Nov 8;277(45):42563-71 PMID: 12200425
  35. Incorporation of D-alanine into lipoteichoic acid and wall teichoic acid in Bacillus subtilis. Identification of genes and regulation.
    J Biol Chem. 1995 Jun 30;270(26):15598-606 PMID: 7797557
  36. L-aspartate oxidase from Escherichia coli. II. Interaction with C4 dicarboxylic acids and identification of a novel L-aspartate: fumarate oxidoreductase activity.
    Eur J Biochem. 1996 Jul 15;239(2):427-33 PMID: 8706750
  37. Regulation of Clostridium acetobutylicum metabolism as revealed by mixed-substrate steady-state continuous cultures: role of NADH/NAD ratio and ATP pool.
    J Bacteriol. 1994 Nov;176(21):6433-8 PMID: 7961393
  38. A comparative genomic view of clostridial sporulation and physiology.
    Nat Rev Microbiol. 2005 Dec;3(12):969-78 PMID: 16261177
  39. Cyanobacteria perceive nitrogen status by sensing intracellular 2-oxoglutarate levels.
    J Biol Chem. 2001 Oct 12;276(41):38320-8 PMID: 11479309
  40. TCDB: the Transporter Classification Database for membrane transport protein analyses and information.
    Nucleic Acids Res. 2006 Jan 1;34(Database issue):D181-6 PMID: 16381841
  41. Dual role for N-2-acetylornithine 5-aminotransferase from Pseudomonas aeruginosa in arginine biosynthesis and arginine catabolism.
    J Bacteriol. 1975 Jun;122(3):799-809 PMID: 238949
  42. The ENZYME database in 2000.
    Nucleic Acids Res. 2000 Jan 1;28(1):304-5 PMID: 10592255
  43. 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
  44. In silico genome-scale reconstruction and validation of the Staphylococcus aureus metabolic network.
    Biotechnol Bioeng. 2005 Dec 30;92(7):850-64 PMID: 16155945
  45. Elucidation and structural analysis of conserved pools for genome-scale metabolic reconstructions.
    Biophys J. 2005 Jan;88(1):37-49 PMID: 15489308
  46. Modeling methanogenesis with a genome-scale metabolic reconstruction of Methanosarcina barkeri.
    Mol Syst Biol. 2006;2:2006.0004 PMID: 16738551
  47. Missing genes in metabolic pathways: a comparative genomics approach.
    Curr Opin Chem Biol. 2003 Apr;7(2):238-51 PMID: 12714058
  48. DNA array-based transcriptional analysis of asporogenous, nonsolventogenic Clostridium acetobutylicum strains SKO1 and M5.
    J Bacteriol. 2003 Aug;185(15):4539-47 PMID: 12867463
  49. Equations and calculations for fermentations of butyric acid bacteria.
    Biotechnol Bioeng. 1984 Feb;26(2):174-87 PMID: 18551704
  50. Optimization based automated curation of metabolic reconstructions.
    BMC Bioinformatics. 2007 Jun 20;8:212 PMID: 17584497
  51. In silico predictions of Escherichia coli metabolic capabilities are consistent with experimental data.
    Nat Biotechnol. 2001 Feb;19(2):125-30 PMID: 11175725
  52. Effects of solvents and alcohols on the polar lipid composition of Clostridium butyricum under conditions of controlled lipid chain composition.
    Appl Environ Microbiol. 1991 Dec;57(12):3517-21 PMID: 1785927
  53. Catabolic N2-acetylornithine 5-aminotransferase of Klebsiella aerogenes: control of synthesis by induction, catabolite repression, and activation by glutamine synthetase.
    J Bacteriol. 1978 Feb;133(2):686-91 PMID: 24039
  54. Whole genome sequencing of meticillin-resistant Staphylococcus aureus.
    Lancet. 2001 Apr 21;357(9264):1225-40 PMID: 11418146
  55. A continuum of anionic charge: structures and functions of D-alanyl-teichoic acids in gram-positive bacteria.
    Microbiol Mol Biol Rev. 2003 Dec;67(4):686-723 PMID: 14665680
  56. Control of butanol formation in Clostridium acetobutylicum by transcriptional activation.
    J Bacteriol. 2002 Apr;184(7):1966-73 PMID: 11889105
  57. Levels of thermodynamic treatment of biochemical reaction systems.
    Biophys J. 1993 Sep;65(3):1243-54 PMID: 8241405
  58. Intracellular Concentrations of Coenzyme A and Its Derivatives from Clostridium acetobutylicum ATCC 824 and Their Roles in Enzyme Regulation.
    Appl Environ Microbiol. 1994 Jan;60(1):39-44 PMID: 16349164
  59. Ornithine delta-transaminase activity in Escherichia coli: its identity with acetylornithine delta-transaminase.
    J Bacteriol. 1976 Sep;127(3):1315-23 PMID: 8431
  60. Genome-scale reconstruction of the Saccharomyces cerevisiae metabolic network.
    Genome Res. 2003 Feb;13(2):244-53 PMID: 12566402
  61. Genome-scale thermodynamic analysis of Escherichia coli metabolism.
    Biophys J. 2006 Feb 15;90(4):1453-61 PMID: 16299075
  62. 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
  63. Analysis of the role of bacterial endospore cortex structure in resistance properties and demonstration of its conservation amongst species.
    J Appl Microbiol. 2001 Aug;91(2):364-72 PMID: 11473602
  64. The complete genome sequence of the gram-positive bacterium Bacillus subtilis.
    Nature. 1997 Nov 20;390(6657):249-56 PMID: 9384377
  65. Regulation of nitrogen catabolic enzymes in Bacillus spp.
    J Bacteriol. 1982 Aug;151(2):971-5 PMID: 6124533
  66. Genetic manipulation of acid and solvent formation in clostridium acetobutylicum ATCC 824
    Biotechnol Bioeng. 1998 Apr 5;58(2-3):215-21 PMID: 10191392
  67. The transporter classification (TC) system, 2002.
    Crit Rev Biochem Mol Biol. 2002;37(5):287-337 PMID: 12449427
  68. Effect of butanol on lipid composition and fluidity of Clostridium acetobutylicum ATCC 824.
    Appl Environ Microbiol. 1984 Jan;47(1):193-4 PMID: 6696415
  69. Reconstructing the metabolic network of a bacterium from its genome.
    Trends Microbiol. 2005 Nov;13(11):550-8 PMID: 16169729
  70. Accelerating the reconstruction of genome-scale metabolic networks.
    BMC Bioinformatics. 2006 Jun 13;7:296 PMID: 16772023
  71. Group contributions for estimating standard gibbs energies of formation of biochemical compounds in aqueous solution.
    Biotechnol Bioeng. 1990 Dec 5;36(10):1070-82 PMID: 18595046
  72. Characterization of recombinant strains of the Clostridium acetobutylicum butyrate kinase inactivation mutant: need for new phenomenological models for solventogenesis and butanol inhibition?
    Biotechnol Bioeng. 2000 Jan 5;67(1):1-11 PMID: 10581430
  73. Equations and calculations of product yields and preferred pathways for butanediol and mixed-acid fermentations.
    Biotechnol Bioeng. 1985 Jan;27(1):50-66 PMID: 18553576
  74. Thermodynamics-based metabolic flux analysis.
    Biophys J. 2007 Mar 1;92(5):1792-805 PMID: 17172310
  75. Integration of metabolome data with metabolic networks reveals reporter reactions.
    Mol Syst Biol. 2006;2:50 PMID: 17016516
  76. Physiological Events in Clostridium acetobutylicum during the Shift from Acidogenesis to Solventogenesis in Continuous Culture and Presentation of a Model for Shift Induction.
    Appl Environ Microbiol. 1992 Dec;58(12):3896-902 PMID: 16348821
  77. The cellulosome and cellulose degradation by anaerobic bacteria.
    Appl Microbiol Biotechnol. 2001 Sep;56(5-6):634-49 PMID: 11601609
  78. An expanded genome-scale model of Escherichia coli K-12 (iJR904 GSM/GPR).
    Genome Biol. 2003;4(9):R54 PMID: 12952533
  79. L-aspartate oxidase is present in the anaerobic hyperthermophilic archaeon Pyrococcus horikoshii OT-3: characteristics and role in the de novo biosynthesis of nicotinamide adenine dinucleotide proposed by genome sequencing.
    Extremophiles. 2002 Aug;6(4):275-81 PMID: 12215812
  80. Mutation-induced metabolite pool alterations in Corynebacterium glutamicum: towards the identification of nitrogen control signals.
    J Biotechnol. 2006 Dec 1;126(4):440-53 PMID: 16822574
  81. Perturbation of anion balance during inhibition of growth of Escherichia coli by weak acids.
    J Bacteriol. 1998 Feb;180(4):767-72 PMID: 9473028
  82. Fermentation acids inhibit amino acid deamination by Clostridium sporogenes MD1 via a mechanism involving a decline in intracellular glutamate rather than protonmotive force.
    Microbiology (Reading). 2006 Sep;152(Pt 9):2619-2624 PMID: 16946257
  83. Equilibrium concentrations for pyruvate dehydrogenase and the citric acid cycle at specified concentrations of certain coenzymes.
    Biophys Chem. 2004 Apr 1;109(1):73-84 PMID: 15059661
  84. KEGG: kyoto encyclopedia of genes and genomes.
    Nucleic Acids Res. 2000 Jan 1;28(1):27-30 PMID: 10592173
  85. Intracellular butyryl phosphate and acetyl phosphate concentrations in Clostridium acetobutylicum and their implications for solvent formation.
    Appl Environ Microbiol. 2005 Jan;71(1):530-7 PMID: 15640230
  86. Bayesian-based selection of metabolic objective functions.
    Bioinformatics. 2007 Feb 1;23(3):351-7 PMID: 17150997
  87. Coenzyme A transferase from Clostridium acetobutylicum ATCC 824 and its role in the uptake of acids.
    Appl Environ Microbiol. 1989 Feb;55(2):323-9 PMID: 2719476
  88. Genome sequence and comparative analysis of the solvent-producing bacterium Clostridium acetobutylicum.
    J Bacteriol. 2001 Aug;183(16):4823-38 PMID: 11466286
  89. Reverse engineering gene networks: integrating genetic perturbations with dynamical modeling.
    Proc Natl Acad Sci U S A. 2003 May 13;100(10):5944-9 PMID: 12730377
  90. PUMA2--grid-based high-throughput analysis of genomes and metabolic pathways.
    Nucleic Acids Res. 2006 Jan 1;34(Database issue):D369-72 PMID: 16381888
  91. Replacement of the aliphatic chains of Clostridium acetobutylicum by exogenous fatty acids: regulation of phospholipid and glycolipid composition.
    J Bacteriol. 1992 Mar;174(6):1848-53 PMID: 1548233
  92. Regulation of carbon and electron flow in Clostridium acetobutylicum grown in chemostat culture at neutral pH on mixtures of glucose and glycerol.
    J Bacteriol. 1994 Mar;176(5):1443-50 PMID: 8113186
Article Info
Journal
Biotechnology and bioengineering
Abbr.
Biotechnol Bioeng
ISSN
1097-0290
Published
2008-12-01
Pages
1036-52
Language
English
Region
United States
NLM ID
7502021
PMCID
PMC2760220
Subset
IM
Grants
NIGMS NIH HHS · F32 GM078947-02 · United States
NIGMS NIH HHS · F32 GM078947-03 · United States
NIGMS NIH HHS · F32 GM078947-01A1 · United States
NIGMS NIH HHS · F32GM078947 · United States
NIGMS NIH HHS · F32 GM078947 · United States
Analysis Services
Analysis Services

Contact

No. 2 Wenbo Road, Zhangqiu District, Jinan, Shandong

Qilu Normal University · Genelibs Bioinformatics Lab

750 Shunhua Rd, Jinan

2F, Bldg F, University Science Park

Tel: 0531-88819269

WeChat Official Account

Follow our WeChat subscription account for real-time updates and the latest in medical and biological research.


Business Email

E-mail: [email protected]