Home LiteratureArticle Details
PMID: 18931137 Published · ppublish English Journal Article Research Support, N.I.H., Extramural

Metabolic network model of a human oral pathogen.

Journal of bacteriology ·Vol. 191 ·No. 1 ·2009-01-00 ·Pages 74-90

Mazumdar V, Snitkin ES, Amar S, Segrè D

Abstract

The microbial community present in the human mouth is engaged in a complex network of diverse metabolic activities. In addition to serving as energy and building-block sources, metabolites are key players in interspecies and host-pathogen interactions. Metabolites are also implicated in triggering the local inflammatory response, which can affect systemic conditions such as atherosclerosis, obesity, and diabetes. While the genome of several oral pathogens has been sequenced, quantitative understanding of the metabolic functions of any oral pathogen at the system level has not been explored yet. Here we pursue the computational construction and analysis of the genome-scale metabolic network of Porphyromonas gingivalis, a gram-negative anaerobe that is endemic in the human population and largely responsible for adult periodontitis. Integrating information from the genome, online databases, and literature screening, we built a stoichiometric model that encompasses 679 metabolic reactions. By using flux balance approaches and automated network visualization, we analyze the growth capacity under amino-acid-rich medium and provide evidence that amino acid preference and cytotoxic by-product secretion rates are suitably reproduced by the model. To provide further insight into the basic metabolic functions of P. gingivalis and suggest potential drug targets, we study systematically how the network responds to any reaction knockout. We focus specifically on the lipopolysaccharide biosynthesis pathway and identify eight putative targets, one of which has been recently verified experimentally. The current model, which is amenable to further experimental testing and refinements, could prove useful in evaluating the oral microbiome dynamics and in the development of novel biomedical applications.

MeSH Terms
Archaea/classification,genetics Bacteria/classification,genetics,pathogenicity Codon/genetics Genome, Archaeal Genome, Bacterial Humans Metabolic Networks and Pathways/genetics Methanococcus/classification,genetics Multigene Family/genetics Periodontitis/microbiology Plasmids Selection, Genetic
Chemicals
Codon
Authors & Affiliations
4 authors, click to expand affiliations / ORCID
Mazumdar Varun
Boston University, Bioinformatics Program, Boston, MA 02215, USA.
Snitkin Evan S
Amar Salomon
Segrè Daniel
References (93)
93 references, click to expand
  1. Bacteroides: the good, the bad, and the nitty-gritty.
    Clin Microbiol Rev. 2007 Oct;20(4):593-621 PMID: 17934076
  2. The human microbiome project.
    Nature. 2007 Oct 18;449(7164):804-10 PMID: 17943116
  3. Characterization of RagA and RagB in Porphyromonas gingivalis: study using gene-deletion mutants.
    J Med Microbiol. 2007 Nov;56(Pt 11):1536-48 PMID: 17965357
  4. Metabolic reconstruction and modeling of nitrogen fixation in Rhizobium etli.
    PLoS Comput Biol. 2007 Oct;3(10):1887-95 PMID: 17922569
  5. Interspecies interactions within oral microbial communities.
    Microbiol Mol Biol Rev. 2007 Dec;71(4):653-70 PMID: 18063722
  6. Diet-induced obesity in mice causes changes in immune responses and bone loss manifested by bacterial challenge.
    Proc Natl Acad Sci U S A. 2007 Dec 18;104(51):20466-71 PMID: 18077329
  7. [Aerotolerance of strictly anaerobic microorganisms and factors of defense against oxidative stress: a review].
    Prikl Biokhim Mikrobiol. 2007 Nov-Dec;43(6):635-52 PMID: 18173105
  8. Extended exposure of lipopolysaccharide fraction from Porphyromonas gingivalis facilitates mononuclear cell adhesion to vascular endothelium via Toll-like receptor-2 dependent mechanism.
    Atherosclerosis. 2008 Jan;196(1):59-67 PMID: 17374371
  9. Dual regulation of interleukin-8 production in human oral epithelial cells upon stimulation with gingipains from Porphyromonas gingivalis.
    J Med Microbiol. 2008 Apr;57(Pt 4):500-7 PMID: 18349372
  10. Atheroprotective role of interleukin-6 in diet- and/or pathogen-associated atherosclerosis using an ApoE heterozygote murine model.
    Atherosclerosis. 2008 Apr;197(2):504-14 PMID: 17412346
  11. Genome-scale metabolic network analysis of the opportunistic pathogen Pseudomonas aeruginosa PAO1.
    J Bacteriol. 2008 Apr;190(8):2790-803 PMID: 18192387
  12. The growing scope of applications of genome-scale metabolic reconstructions using Escherichia coli.
    Nat Biotechnol. 2008 Jun;26(6):659-67 PMID: 18536691
  13. A genome-scale metabolic reconstruction of Pseudomonas putida KT2440: iJN746 as a cell factory.
    BMC Syst Biol. 2008;2:79 PMID: 18793442
  14. Genome-scale model for Clostridium acetobutylicum: Part I. Metabolic network resolution and analysis.
    Biotechnol Bioeng. 2008 Dec 1;101(5):1036-52 PMID: 18767192
  15. Model-driven analysis of experimentally determined growth phenotypes for 465 yeast gene deletion mutants under 16 different conditions.
    Genome Biol. 2008;9(9):R140 PMID: 18808699
  16. Metabolic modelling of microbes: the flux-balance approach.
    Environ Microbiol. 2002 Mar;4(3):133-40 PMID: 12000313
  17. Effects of glucose and fluoride on competition and metabolism within in vitro dental bacterial communities and biofilms.
    Caries Res. 2002 Mar-Apr;36(2):81-6 PMID: 12037363
  18. Contribution of interleukin-11 and prostaglandin(s) in lipopolysaccharide-induced bone resorption in vivo.
    Infect Immun. 2002 Jul;70(7):3915-22 PMID: 12065535
  19. 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
  20. Escherichia coli K-12 undergoes adaptive evolution to achieve in silico predicted optimal growth.
    Nature. 2002 Nov 14;420(6912):186-9 PMID: 12432395
  21. LuxS-based signaling in Streptococcus gordonii: autoinducer 2 controls carbohydrate metabolism and biofilm formation with Porphyromonas gingivalis.
    J Bacteriol. 2003 Jan;185(1):274-84 PMID: 12486064
  22. Genome-scale reconstruction of the Saccharomyces cerevisiae metabolic network.
    Genome Res. 2003 Feb;13(2):244-53 PMID: 12566402
  23. Metabolic pathways in the post-genome era.
    Trends Biochem Sci. 2003 May;28(5):250-8 PMID: 12765837
  24. Monitoring the uptake of protein-derived peptides by Porphyromonas gingivalis with fluorophore-labeled substrates.
    Curr Microbiol. 2003 Jul;47(1):1-4 PMID: 12783184
  25. Genomics of oral bacteria.
    Crit Rev Oral Biol Med. 2003;14(3):175-87 PMID: 12799321
  26. Periodontal disease is associated with brachial artery endothelial dysfunction and systemic inflammation.
    Arterioscler Thromb Vasc Biol. 2003 Jul 1;23(7):1245-9 PMID: 12763762
  27. Complete genome sequence of the oral pathogenic Bacterium porphyromonas gingivalis strain W83.
    J Bacteriol. 2003 Sep;185(18):5591-601 PMID: 12949112
  28. Advances in flux balance analysis.
    Curr Opin Biotechnol. 2003 Oct;14(5):491-6 PMID: 14580578
  29. Metabolic flux balance analysis and the in silico analysis of Escherichia coli K-12 gene deletions.
    BMC Bioinformatics. 2000;1:1 PMID: 11001586
  30. From annotated genomes to metabolic flux models and kinetic parameter fitting.
    OMICS. 2003 Fall;7(3):301-16 PMID: 14583118
  31. Saccharomyces cerevisiae phenotypes can be predicted by using constraint-based analysis of a genome-scale reconstructed metabolic network.
    Proc Natl Acad Sci U S A. 2003 Nov 11;100(23):13134-9 PMID: 14578455
  32. The impact of periodontal infection on systemic diseases.
    Med Sci Monit. 2003 Dec;9(12):RA291-9 PMID: 14646984
  33. The effects of alternate optimal solutions in constraint-based genome-scale metabolic models.
    Metab Eng. 2003 Oct;5(4):264-76 PMID: 14642354
  34. The principle of flux minimization and its application to estimate stationary fluxes in metabolic networks.
    Eur J Biochem. 2004 Jul;271(14):2905-22 PMID: 15233787
  35. A Bayesian method for identifying missing enzymes in predicted metabolic pathway databases.
    BMC Bioinformatics. 2004 Jun 9;5:76 PMID: 15189570
  36. Porphyromonas gingivalis lipopolysaccharide contains multiple lipid A species that functionally interact with both toll-like receptors 2 and 4.
    Infect Immun. 2004 Sep;72(9):5041-51 PMID: 15321997
  37. Influence of diabetes on the exacerbation of an inflammatory response in cardiovascular tissue.
    Endocrinology. 2004 Nov;145(11):4934-9 PMID: 15284196
  38. Nutritional requirements of anaerobic spirochetes. I. Demonstration of isobutyrate and bicarbonate as growth factors for a strain of Treponema microdentium.
    J Bacteriol. 1966 Jan;91(1):27-32 PMID: 5903097
  39. Coenzyme A- and nicotinamide adenine dinucleotide-dependent branched chain alpha-keto acid dehydrogenase. I. Purification and properties of the enzyme from Bacillus subtilis.
    J Biol Chem. 1969 Aug 25;244(16):4437-47 PMID: 4308861
  40. Implantation of Bacteroides gingivalis in nonhuman primates initiates progression of periodontitis.
    Science. 1988 Jan 1;239(4835):55-7 PMID: 3336774
  41. The neighbor-joining method: a new method for reconstructing phylogenetic trees.
    Mol Biol Evol. 1987 Jul;4(4):406-25 PMID: 3447015
  42. Periodontal disease.
    N Engl J Med. 1990 Feb 8;322(6):373-82 PMID: 2405268
  43. Studies on the virulence properties and metabolism of pleiotropic mutants of Porphyromonas gingivalis (Bacteroides gingivalis) W50.
    Oral Microbiol Immunol. 1989 Mar;4(1):19-23 PMID: 2628863
  44. Chemical structure of the 2-keto-3-deoxyoctonate region of lipopolysaccharide isolated from Porphyromonas (Bacteroides) gingivalis.
    FEMS Microbiol Lett. 1993 Mar 15;108(1):75-9 PMID: 8386125
  45. Structural study on the free lipid A isolated from lipopolysaccharide of Porphyromonas gingivalis.
    J Bacteriol. 1995 Apr;177(8):2098-106 PMID: 7721702
  46. Porphyromonas gingivalis proteinases as virulence factors in the development of periodontitis.
    J Periodontal Res. 1997 Jan;32(1 Pt 2):120-5 PMID: 9085221
  47. IL-1 and TNF antagonists inhibit the inflammatory response and bone loss in experimental periodontitis.
    J Immunol. 1998 Jan 1;160(1):403-9 PMID: 9551997
  48. Biochemical and functional properties of lysine-specific cysteine proteinase (Lys-gingipain) as a virulence factor of Porphyromonas gingivalis in periodontal disease.
    J Biochem. 1998 Feb;123(2):305-12 PMID: 9538207
  49. Oral pathogens: from dental plaque to cardiac disease.
    Curr Opin Microbiol. 1998 Feb;1(1):88-95 PMID: 10066462
  50. Interleukin-1 and tumor necrosis factor activities partially account for calvarial bone resorption induced by local injection of lipopolysaccharide.
    Infect Immun. 1999 Aug;67(8):4231-6 PMID: 10417196
  51. DEPENDENCY OF TREPONEMA MICRODENTIUM ON OTHER ORAL ORGANISMS FOR ISOBUTYRATE, POLYAMINES, AND A CONTROLLED OXIDATION-REDUCTION POTENTIAL.
    J Bacteriol. 1964 Jul;88:200-9 PMID: 14197888
  52. Modular epistasis in yeast metabolism.
    Nat Genet. 2005 Jan;37(1):77-83 PMID: 15592468
  53. Iron and heme utilization in Porphyromonas gingivalis.
    FEMS Microbiol Rev. 2005 Jan;29(1):119-44 PMID: 15652979
  54. Genome-scale reconstruction of the metabolic network in Staphylococcus aureus N315: an initial draft to the two-dimensional annotation.
    BMC Microbiol. 2005;5:8 PMID: 15752426
  55. Investigating metabolite essentiality through genome-scale analysis of Escherichia coli production capabilities.
    Bioinformatics. 2005 May 1;21(9):2008-16 PMID: 15671116
  56. Inhibition of mutation and combating the evolution of antibiotic resistance.
    PLoS Biol. 2005 Jun;3(6):e176 PMID: 15869329
  57. 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
  58. Modeling Lactococcus lactis using a genome-scale flux model.
    BMC Microbiol. 2005;5:39 PMID: 15982422
  59. Porphyromonas gingivalis fimbria-dependent activation of inflammatory genes in human aortic endothelial cells.
    Infect Immun. 2005 Sep;73(9):5367-78 PMID: 16113252
  60. Hypothesis: the humoral immune response to oral bacteria provides a stimulus for the development of rheumatoid arthritis.
    Inflammation. 2004 Dec;28(6):311-8 PMID: 16245073
  61. The generalized flux-minimization method and its application to metabolic networks affected by enzyme deficiencies.
    Biosystems. 2006 Feb-Mar;83(2-3):98-107 PMID: 16229937
  62. Ecological and evolutionary forces shaping microbial diversity in the human intestine.
    Cell. 2006 Feb 24;124(4):837-48 PMID: 16497592
  63. Determining the antibiotic resistance potential of the indigenous oral microbiota of humans using a metagenomic approach.
    FEMS Microbiol Lett. 2006 May;258(2):257-62 PMID: 16640582
  64. Identification of genome-scale metabolic network models using experimentally measured flux profiles.
    PLoS Comput Biol. 2006 Jul 7;2(7):e72 PMID: 16839195
  65. LPS-induced TNF-alpha factor (LITAF)-deficient mice express reduced LPS-induced cytokine: Evidence for LITAF-dependent LPS signaling pathways.
    Proc Natl Acad Sci U S A. 2006 Sep 12;103(37):13777-82 PMID: 16954198
  66. Periodontal disease and systemic conditions: a bidirectional relationship.
    Odontology. 2006 Sep;94(1):10-21 PMID: 16998613
  67. Porphyromonas gingivalis galE is involved in lipopolysaccharide O-antigen synthesis and biofilm formation.
    Infect Immun. 2006 Nov;74(11):6145-53 PMID: 16954395
  68. Metabolic networks in motion: 13C-based flux analysis.
    Mol Syst Biol. 2006;2:62 PMID: 17102807
  69. Role of interleukin-1 in bacterial atherogenesis.
    Drugs Today (Barc). 2006 Oct;42(10):683-8 PMID: 17136227
  70. Quantitative prediction of cellular metabolism with constraint-based models: the COBRA Toolbox.
    Nat Protoc. 2007;2(3):727-38 PMID: 17406635
  71. Antibiotic interactions that select against resistance.
    Nature. 2007 Apr 5;446(7136):668-71 PMID: 17410176
  72. Bacterial species in subgingival plaque and oral bone loss in postmenopausal women.
    J Periodontol. 2007 Jun;78(6):1051-61 PMID: 17539719
  73. Porphyromonas gingivalis infection and cell death in human aortic endothelial cells.
    FEMS Microbiol Lett. 2007 Jul;272(1):106-13 PMID: 17459112
  74. 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
  75. Detection of Porphyromonas gingivalis in the amniotic fluid in pregnant women with a diagnosis of threatened premature labor.
    J Periodontol. 2007 Jul;78(7):1249-55 PMID: 17608580
  76. Investigating the metabolic capabilities of Mycobacterium tuberculosis H37Rv using the in silico strain iNJ661 and proposing alternative drug targets.
    BMC Syst Biol. 2007;1:26 PMID: 17555602
  77. KAAS: an automatic genome annotation and pathway reconstruction server.
    Nucleic Acids Res. 2007 Jul;35(Web Server issue):W182-5 PMID: 17526522
  78. 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
  79. Metabolic pathways for cytotoxic end product formation from glutamate- and aspartate-containing peptides by Porphyromonas gingivalis.
    J Bacteriol. 2000 Sep;182(17):4704-10 PMID: 10940008
  80. Formation of methyl mercaptan from L-methionine by Porphyromonas gingivalis.
    Infect Immun. 2000 Dec;68(12):6912-6 PMID: 11083813
  81. Effect of lipopolysaccharide from periodontal pathogens on the production of tissue plasminogen activator and plasminogen activator inhibitor 2 by human gingival fibroblasts.
    J Periodontal Res. 2001 Feb;36(1):25-31 PMID: 11246701
  82. Combining pathway analysis with flux balance analysis for the comprehensive study of metabolic systems.
    Biotechnol Bioeng. 2000-2001;71(4):286-306 PMID: 11291038
  83. General health risk of periodontal disease.
    Int Dent J. 2001 Dec;51(6):417-27 PMID: 11789708
  84. Porphyromonas gingivalis infection accelerates the progression of atherosclerosis in a heterozygous apolipoprotein E-deficient murine model.
    Circulation. 2002 Feb 19;105(7):861-7 PMID: 11854128
  85. Kinetic analysis of PPi-dependent phosphofructokinase from Porphyromonas gingivalis.
    FEMS Microbiol Lett. 2002 Jan 22;207(1):35-8 PMID: 11886747
  86. Periodontal disease and diabetes mellitus: discussion, conclusions, and recommendations.
    Ann Periodontol. 2001 Dec;6(1):146-9 PMID: 11887457
  87. Strain-dependent activation of monocytes and inflammatory macrophages by lipopolysaccharide of Porphyromonas gingivalis.
    Infect Immun. 1998 Jun;66(6):2736-42 PMID: 9596741
  88. Life below the gum line: pathogenic mechanisms of Porphyromonas gingivalis.
    Microbiol Mol Biol Rev. 1998 Dec;62(4):1244-63 PMID: 9841671
  89. VisANT 3.0: new modules for pathway visualization, editing, prediction and construction.
    Nucleic Acids Res. 2007 Jul;35(Web Server issue):W625-32 PMID: 17586824
  90. Dissecting biological "dark matter" with single-cell genetic analysis of rare and uncultivated TM7 microbes from the human mouth.
    Proc Natl Acad Sci U S A. 2007 Jul 17;104(29):11889-94 PMID: 17620602
  91. Optimization based automated curation of metabolic reconstructions.
    BMC Bioinformatics. 2007;8:212 PMID: 17584497
  92. Relationship between periodontal infections and systemic disease.
    Clin Microbiol Infect. 2007 Oct;13 Suppl 4:3-10 PMID: 17716290
  93. 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):28791-9 PMID: 17573341
Article Info
Journal
Journal of bacteriology
Abbr.
J Bacteriol
ISSN
1098-5530
Published
2009-01-00
Epub
2008-00-17
Pages
74-90
Language
English
Region
United States
NLM ID
2985120R
PMCID
PMC2612419
Subset
IM
Grants
NIDCR NIH HHS · R01 DE015989 · United States
NHLBI NIH HHS · R01 HL076801 · United States
NIDCR NIH HHS · DE015989 · United States
NHLBI NIH HHS · HL076801 · 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]