Integrative genome-scale metabolic analysis of Vibrio vulnificus for drug targeting and discovery

Although the genomes of many microbial pathogens have been studied to help identify effective drug targets and novel drugs, such efforts have not yet reached full fruition. In this study, we report a systems biological approach that efficiently utilizes genomic information for drug targeting and discovery, and apply this approach to the opportunistic pathogen Vibrio vulnificus CMCP6. First, we partially re‐sequenced and fully re‐annotated the V. vulnificus CMCP6 genome, and accordingly reconstructed its genome‐scale metabolic network, VvuMBEL943. The validated network model was employed to systematically predict drug targets using the concept of metabolite essentiality, along with additional filtering criteria. Target genes encoding enzymes that interact with the five essential metabolites finally selected were experimentally validated. These five essential metabolites are critical to the survival of the cell, and hence were used to guide the cost‐effective selection of chemical analogs, which were then screened for antimicrobial activity in a whole‐cell assay. This approach is expected to help fill the existing gap between genomics and drug discovery.

[1]  T. Shiota,et al.  The enzymatic synthesis of hydroxymethyldihydropteridine pyrophosphate and dihydrofolate. , 1969, Biochemistry.

[2]  R. Colwell,et al.  Extractable Lipids of Gram-Negative Marine Bacteria: Phospholipid Composition , 1973 .

[3]  R. Colwell,et al.  Extractable Lipids of Gram-Negative Marine Bacteria: Phospholipid Composition , 1973, Journal of bacteriology.

[4]  R. Moellering,et al.  Management of infections caused by gram-negative bacilli: the role of antimicrobial combinations. , 1985, Reviews of infectious diseases.

[5]  G. Wisse,et al.  Variation in Quantitative Requirements for Na+ for Transport of Metabolizable Compounds by the Marine Bacteria Alteromonas haloplanktis 214 and Vibrio fischeri , 1987, Applied and environmental microbiology.

[6]  J. Mekalanos,et al.  A novel suicide vector and its use in construction of insertion mutations: osmoregulation of outer membrane proteins and virulence determinants in Vibrio cholerae requires toxR , 1988, Journal of bacteriology.

[7]  K. Hisatsune,et al.  [Chemical properties of lipopolysaccharide (LPS) isolated from Vibrio anguillarum PT514]. , 1989, Nihon saikingaku zasshi. Japanese journal of bacteriology.

[8]  S. Ho,et al.  Engineering hybrid genes without the use of restriction enzymes: gene splicing by overlap extension. , 1989, Gene.

[9]  H. Shon,et al.  Vibrio vulnificus septicemia in Korea: clinical and epidemiologic findings in seventy patients. , 1991, Journal of the American Academy of Dermatology.

[10]  D. Milton,et al.  Flagellin A is essential for the virulence of Vibrio anguillarum , 1996, Journal of bacteriology.

[11]  K. Klontz,et al.  The epidemiology of Vibrio infections in Florida, 1981-1993. , 1996, The Journal of infectious diseases.

[12]  S. Radu,et al.  Characterization of Vibrio vulnificus isolated from cockles (Anadara granosa): antimicrobial resistance, plasmid profiles and random amplification of polymorphic DNA analysis. , 1998, FEMS microbiology letters.

[13]  Winfried Boos,et al.  Maltose/Maltodextrin System of Escherichia coli: Transport, Metabolism, and Regulation , 1998, Microbiology and Molecular Biology Reviews.

[14]  Mary Jane Ferraro,et al.  Methods for dilution antimicrobial susceptibility tests for bacteria that grow aerobically : approved standard , 2000 .

[15]  S. Salzberg,et al.  DNA sequence of both chromosomes of the cholera pathogen Vibrio cholerae , 2000, Nature.

[16]  F. Baquero,et al.  Mutation Frequencies and Antibiotic Resistance , 2000, Antimicrobial Agents and Chemotherapy.

[17]  R. Lütticken,et al.  Discriminative power of fatty acid methyl ester (FAME) analysis using the microbial identification system (MIS) for Candida (Torulopsis) glabrata and Saccharomyces cerevisiae. , 2000, Diagnostic microbiology and infectious disease.

[18]  W. Eisenreich,et al.  The non-mevalonate pathway of isoprenoids: genes, enzymes and intermediates. , 2001, Current opinion in chemical biology.

[19]  J. Mallion,et al.  Should One Use Echocardiography or Contrast Transcranial Doppler Ultrasound for the Detection of a Patent Foramen Ovale after an Ischemic Cerebrovascular Accident? , 2001, Cerebrovascular Diseases.

[20]  Enzyme-ligand complexes of pyridoxine 5'-phosphate synthase: implications for substrate binding and catalysis. , 2002, Journal of molecular biology.

[21]  T. A. Brown,et al.  Synthesis and Processing of RNA , 2002 .

[22]  Identification and Functional Analysis of the putAP Genes Encoding Vibrio vulnificus Proline Dehydrogenase and Proline Permease , 2002 .

[23]  P. Shannon,et al.  Cytoscape: a software environment for integrated models of biomolecular interaction networks. , 2003, Genome research.

[24]  Owen White,et al.  The TIGRFAMs database of protein families , 2003, Nucleic Acids Res..

[25]  An-Ping Zeng,et al.  The Connectivity Structure, Giant Strong Component and Centrality of Metabolic Networks , 2003, Bioinform..

[26]  B. Palsson,et al.  An expanded genome-scale model of Escherichia coli K-12 (iJR904 GSM/GPR) , 2003, Genome Biology.

[27]  R. Levesque,et al.  Structure and function of the Mur enzymes: development of novel inhibitors , 2002, Molecular microbiology.

[28]  An-Ping Zeng,et al.  Reconstruction of metabolic networks from genome data and analysis of their global structure for various organisms , 2003, Bioinform..

[29]  Masahira Hattori,et al.  Genome sequence of Vibrio parahaemolyticus: a pathogenic mechanism distinct from that of V cholerae , 2003, The Lancet.

[30]  Sang Yup Lee,et al.  MetaFluxNet: the management of metabolic reaction information and quantitative metabolic flux analysis , 2003, Bioinform..

[31]  G. Scapin,et al.  The three-dimensional structures of the Mycobacterium tuberculosis dihydrodipicolinate reductase-NADH-2,6-PDC and -NADPH-2,6-PDC complexes. Structural and mutagenic analysis of relaxed nucleotide specificity. , 2003, Biochemistry.

[32]  Darren A. Natale,et al.  The COG database: an updated version includes eukaryotes , 2003, BMC Bioinformatics.

[33]  Matthew K. Waldor,et al.  Distinct Replication Requirements for the Two Vibrio cholerae Chromosomes , 2003, Cell.

[34]  C. Walsh Opinion — anti-infectives: Where will new antibiotics come from? , 2003, Nature Reviews Microbiology.

[35]  Young Ran Kim,et al.  Characterization and Pathogenic Significance of Vibrio vulnificus Antigens Preferentially Expressed in Septicemic Patients , 2003, Infection and Immunity.

[36]  Yuantao Liu,et al.  Novel Concentration-Killing Curve Method for Estimation of Bactericidal Potency of Antibiotics in an In Vitro Dynamic Model , 2004, Antimicrobial Agents and Chemotherapy.

[37]  Christoph Freiberg,et al.  The impact of transcriptome and proteome analyses on antibiotic drug discovery. , 2004, Current opinion in microbiology.

[38]  E. Greenberg,et al.  Complete genome sequence of Vibrio fischeri: a symbiotic bacterium with pathogenic congeners. , 2005, Proceedings of the National Academy of Sciences of the United States of America.

[39]  C. Ho,et al.  Identification and Characterization of the Vibrio vulnificus malPQ Operon , 2005 .

[40]  Young Ran Kim,et al.  Essential role of an adenylate cyclase in regulating Vibrio vulnificus virulence. , 2005, FEMS microbiology letters.

[41]  B. Palsson,et al.  Expanded Metabolic Reconstruction of Helicobacter pylori (iIT341 GSM/GPR): an In Silico Genome-Scale Characterization of Single- and Double-Deletion Mutants , 2005, Journal of bacteriology.

[42]  R. Fernley,et al.  Purification, properties, and crystallization of Saccharomyces cerevisiae dihydropterin pyrophosphokinase-dihydropteroate synthase. , 2005, Protein expression and purification.

[43]  P. Gulig,et al.  Molecular Pathogenesis of Vibrio vulnificus. , 2005, Journal of microbiology.

[44]  Ian T. Paulsen,et al.  Comparative Analyses of Fundamental Differences in Membrane Transport Capabilities in Prokaryotes and Eukaryotes , 2005, PLoS Comput. Biol..

[45]  S. Choi,et al.  Identification of the Vibrio vulnificus wbpP Gene and Evaluation of Its Role in Virulence , 2006, Infection and Immunity.

[46]  Marcus J. Claesson,et al.  Genomic island identification in Vibrio vulnificus reveals significant genome plasticity in this human pathogen , 2006, Bioinform..

[47]  Clinical,et al.  Methods for dilution antimicrobial susceptibility tests for bacteria that grow aerobically : Approved standard , 2006 .

[48]  Kiyoko F. Aoki-Kinoshita,et al.  From genomics to chemical genomics: new developments in KEGG , 2005, Nucleic Acids Res..

[49]  S. D. Mills When will the genomics investment pay off for antibacterial discovery? , 2006, Biochemical pharmacology.

[50]  H. Mori,et al.  Construction of Escherichia coli K-12 in-frame, single-gene knockout mutants: the Keio collection , 2006, Molecular systems biology.

[51]  M. Perugini,et al.  Inhibition of lysine biosynthesis: an evolving antibiotic strategy. , 2007, Molecular bioSystems.

[52]  D. Blanot,et al.  Phosphinate Inhibitors of UDP‐N‐Acetylmuramoyl‐L‐Alanyl‐D‐Glutamate: L‐Lysine Ligase (MurE) , 2007, Archiv der Pharmazie.

[53]  T. Lundqvist,et al.  Exploitation of structural and regulatory diversity in glutamate racemases , 2007, Nature.

[54]  Michael L. Creech,et al.  Integration of biological networks and gene expression data using Cytoscape , 2007, Nature Protocols.

[55]  Sang Yup Lee,et al.  Metabolite essentiality elucidates robustness of Escherichia coli metabolism , 2007, Proceedings of the National Academy of Sciences.

[56]  Refined Medium for Direct Isolation of Vibrio vulnificus from Oyster Tissue and Seawater , 2007, Applied and Environmental Microbiology.

[57]  M. H. Bross,et al.  Vibrio vulnificus infection: diagnosis and treatment. , 2007, American family physician.

[58]  Jeong Wook Lee,et al.  Construction and Characterization of Shuttle Vectors for Succinic Acid-Producing Rumen Bacteria , 2007, Applied and Environmental Microbiology.

[59]  L. Silver Multi-targeting by monotherapeutic antibacterials , 2007, Nature Reviews Drug Discovery.

[60]  D. Pompliano,et al.  Drugs for bad bugs: confronting the challenges of antibacterial discovery , 2007, Nature Reviews Drug Discovery.

[61]  Rick L. Stevens,et al.  The RAST Server: Rapid Annotations using Subsystems Technology , 2008, BMC Genomics.

[62]  Yue Li,et al.  Structure and activity of Yersinia pestis 6-hydroxymethyl-7,8-dihydropterin pyrophosphokinase as a novel target for the development of antiplague therapeutics. , 2007, Acta crystallographica. Section D, Biological crystallography.

[63]  Bernhard O. Palsson,et al.  Investigating the metabolic capabilities of Mycobacterium tuberculosis H37Rv using the in silico strain iNJ661 and proposing alternative drug targets , 2007 .

[64]  The pyrH Gene of Vibrio vulnificus Is an Essential In Vivo Survival Factor , 2007, Infection and Immunity.

[65]  Jong Myoung Park,et al.  Genome-scale analysis of Mannheimia succiniciproducens metabolism. , 2007, Biotechnology and bioengineering.

[66]  Monica L. Mo,et al.  Global reconstruction of the human metabolic network based on genomic and bibliomic data , 2007, Proceedings of the National Academy of Sciences.

[67]  Roger Guimerà,et al.  A network-based method for target selection in metabolic networks , 2007, Bioinform..

[68]  박순정 Role of NtrC in biofilm formation via controlling expression of the gene encoding an ADP-glycero-manno-heptose-6-epimerase in the pathogenic bacterium, Vibrio vulnificus , 2007 .

[69]  H. Kitano A robustness-based approach to systems-oriented drug design , 2007, Nature Reviews Drug Discovery.

[70]  Kyu-Ho Lee,et al.  Role of NtrC in biofilm formation via controlling expression of the gene encoding an ADP‐glycero‐manno‐heptose‐6‐epimerase in the pathogenic bacterium, Vibrio vulnificus , 2007, Molecular microbiology.

[71]  P. Cook,et al.  Examination of intrinsic sulfonamide resistance in Bacillus anthracis: a novel assay for dihydropteroate synthase. , 2008, Biochimica et biophysica acta.

[72]  R. Stepanauskas,et al.  Multi-site Analysis Reveals Widespread Antibiotic Resistance in the Marine Pathogen Vibrio vulnificus , 2008, Microbial Ecology.

[73]  Jason A. Papin,et al.  Genome-scale Metabolic Network Analysis of the Opportunistic Pathogen Pseudomonas Aeruginosa Pao1 , 2022 .

[74]  J. Derrick The structure and mechanism of 6-hydroxymethyl-7,8-dihydropterin pyrophosphokinase. , 2008, Vitamins and hormones.

[75]  P. Niyomrattanakit,et al.  Biochemical and structural characterization of the putative dihydropteroate synthase ortholog Rv1207 of Mycobacterium tuberculosis. , 2008, FEMS microbiology letters.

[76]  S. Lee,et al.  Metabolic flux analysis and metabolic engineering of microorganisms. , 2008, Molecular bioSystems.

[77]  Fidel Ramírez,et al.  Computing topological parameters of biological networks , 2008, Bioinform..

[78]  H. Ackermann,et al.  Synergistic Antimicrobial Activities of Folic Acid Antagonists and Nucleoside Analogs , 2009, Antimicrobial Agents and Chemotherapy.

[79]  J. Oliver,et al.  Vibrio vulnificus: Disease and Pathogenesis , 2009, Infection and Immunity.

[80]  C. Médigue,et al.  Genome sequence of Vibrio splendidus: an abundant planctonic marine species with a large genotypic diversity. , 2009, Environmental microbiology.

[81]  M. Rybak,et al.  In Vitro Activity of Ceftaroline against Methicillin-Resistant Staphylococcus aureus and Heterogeneous Vancomycin-Intermediate S. aureus in a Hollow Fiber Model , 2009, Antimicrobial Agents and Chemotherapy.

[82]  D. Kell,et al.  'Metabolite-likeness' as a criterion in the design and selection of pharmaceutical drug libraries. , 2009, Drug discovery today.

[83]  Christopher T. Walsh,et al.  Antibiotics for Emerging Pathogens , 2009, Science.

[84]  A. Barabasi,et al.  Targets Drug Genomes Identify Novel Antimicrobial Staphylococcus Aureus of Multiple Reconstruction and Flux Balance Analysis Comparative Genome-scale Metabolic Supplemental Material , 2009 .

[85]  Jong Myoung Park,et al.  Constraints-based genome-scale metabolic simulation for systems metabolic engineering. , 2009, Biotechnology advances.

[86]  Salomon Amar,et al.  Metabolic Network Model of a Human Oral Pathogen , 2008, Journal of bacteriology.

[87]  B. Palsson,et al.  A protocol for generating a high-quality genome-scale metabolic reconstruction , 2010 .

[88]  A. Barabasi,et al.  Blueprint for antimicrobial hit discovery targeting metabolic networks , 2010, Proceedings of the National Academy of Sciences.

[89]  S. Lee,et al.  Genome-scale metabolic network analysis and drug targeting of multi-drug resistant pathogen Acinetobacter baumannii AYE. , 2010, Molecular bioSystems.

[90]  Hyun Uk Kim,et al.  Metabolite-centric approaches for the discovery of antibacterials using genome-scale metabolic networks. , 2010, Metabolic engineering.