Parallel Exploitation of Diverse Host Nutrients Enhances Salmonella Virulence

Pathogen access to host nutrients in infected tissues is fundamental for pathogen growth and virulence, disease progression, and infection control. However, our understanding of this crucial process is still rather limited because of experimental and conceptual challenges. Here, we used proteomics, microbial genetics, competitive infections, and computational approaches to obtain a comprehensive overview of Salmonella nutrition and growth in a mouse typhoid fever model. The data revealed that Salmonella accessed an unexpectedly diverse set of at least 31 different host nutrients in infected tissues but the individual nutrients were available in only scarce amounts. Salmonella adapted to this situation by expressing versatile catabolic pathways to simultaneously exploit multiple host nutrients. A genome-scale computational model of Salmonella in vivo metabolism based on these data was fully consistent with independent large-scale experimental data on Salmonella enzyme quantities, and correctly predicted 92% of 738 reported experimental mutant virulence phenotypes, suggesting that our analysis provided a comprehensive overview of host nutrient supply, Salmonella metabolism, and Salmonella growth during infection. Comparison of metabolic networks of other pathogens suggested that complex host/pathogen nutritional interfaces are a common feature underlying many infectious diseases.

[1]  S. Ghosh,et al.  A Mouse Model of Salmonella Typhi Infection , 2012, Cell.

[2]  D. Bumann,et al.  Immunity to Intracellular Salmonella Depends on Surface-associated Antigens , 2012, PLoS pathogens.

[3]  R. Knight,et al.  Diversity, stability and resilience of the human gut microbiota , 2012, Nature.

[4]  E. Ruppin,et al.  Integrative Genomic Analysis Identifies Isoleucine and CodY as Regulators of Listeria monocytogenes Virulence , 2012, PLoS genetics.

[5]  Jeffrey D. Orth,et al.  In silico method for modelling metabolism and gene product expression at genome scale , 2012, Nature Communications.

[6]  Ernesto S. Nakayasu,et al.  Model-driven multi-omic data analysis elucidates metabolic immunomodulators of macrophage activation , 2012, Molecular systems biology.

[7]  U. Sauer,et al.  Multidimensional Optimality of Microbial Metabolism , 2012, Science.

[8]  Michael Hensel,et al.  Salmonella enterica: a surprisingly well-adapted intracellular lifestyle , 2012, Front. Microbio..

[9]  W. Eisenreich,et al.  Metabolic adaptation of human pathogenic and related nonpathogenic bacteria to extra- and intracellular habitats. , 2012, FEMS microbiology reviews.

[10]  Ahmad A Mannan,et al.  Interrogation of global mutagenesis data with a genome scale model of Neisseria meningitidis to assess gene fitness in vitro and in sera , 2011, Genome Biology.

[11]  F. Lépine,et al.  Active Starvation Responses Mediate Antibiotic Tolerance in Biofilms and Nutrient-Limited Bacteria , 2011, Science.

[12]  D. Lopez-Ferrer,et al.  Aging enhances the production of reactive oxygen species and bactericidal activity in peritoneal macrophages by upregulating classical activation pathways. , 2011, Biochemistry.

[13]  Adam M. Feist,et al.  A comprehensive genome-scale reconstruction of Escherichia coli metabolism—2011 , 2011, Molecular systems biology.

[14]  J. Roth,et al.  Intestinal inflammation allows Salmonella to use ethanolamine to compete with the microbiota , 2011, Proceedings of the National Academy of Sciences.

[15]  Henry H. N. Lam,et al.  Absolute quantification of microbial proteomes at different states by directed mass spectrometry , 2011, Molecular systems biology.

[16]  Peer Bork,et al.  Enterotypes of the human gut microbiome , 2011, Nature.

[17]  Andrzej M. Kierzek,et al.  Differential Producibility Analysis (DPA) of Transcriptomic Data with Metabolic Networks: Deconstructing the Metabolic Response of M. tuberculosis , 2011, PLoS Comput. Biol..

[18]  P. Bork,et al.  Enterotypes of the human gut microbiome , 2011, Nature.

[19]  M. Selbach,et al.  Global quantification of mammalian gene expression control , 2011, Nature.

[20]  A. Bäumler,et al.  How To Become a Top Model: Impact of Animal Experimentation on Human Salmonella Disease Research , 2011, Infection and Immunity.

[21]  Peter D. Karp,et al.  EcoCyc: a comprehensive database of Escherichia coli biology , 2010, Nucleic Acids Res..

[22]  Ronan M. T. Fleming,et al.  Quantitative prediction of cellular metabolism with constraint-based models: the COBRA Toolbox v2.0 , 2007, Nature Protocols.

[23]  Kathleen Marchal,et al.  A community effort towards a knowledge-base and mathematical model of the human pathogen Salmonella Typhimurium LT2 , 2011, BMC Systems Biology.

[24]  B. Palsson,et al.  Insight into human alveolar macrophage and M. tuberculosis interactions via metabolic reconstructions , 2010, Molecular systems biology.

[25]  D. Bumann Pathogen proteomes during infection: A basis for infection research and novel control strategies. , 2010, Journal of proteomics.

[26]  Stephen M. Graham,et al.  Nontyphoidal salmonellosis in Africa , 2010, Current opinion in infectious diseases.

[27]  J. Celli,et al.  Dissemination of invasive Salmonella via bacterial-induced extrusion of mucosal epithelia , 2010, Proceedings of the National Academy of Sciences.

[28]  J. Roth,et al.  Gut inflammation provides a respiratory electron acceptor for Salmonella , 2010, Nature.

[29]  Dominique Soldati-Favre,et al.  Versatility in the acquisition of energy and carbon sources by the Apicomplexa , 2010, Biology of the cell.

[30]  K. Kuhen,et al.  A chemical genetic screen in Mycobacterium tuberculosis identifies carbon-source-dependent growth inhibitors devoid of in vivo efficacy , 2010, Nature Communications.

[31]  Tom M. Conrad,et al.  Omic data from evolved E. coli are consistent with computed optimal growth from genome-scale models , 2010, Molecular systems biology.

[32]  T. Dandekar,et al.  Carbon metabolism of intracellular bacterial pathogens and possible links to virulence , 2010, Nature Reviews Microbiology.

[33]  Z. Bhutta,et al.  Conjugate vaccines for enteric fever: proceedings of a meeting organized in New Delhi, India in 2009. , 2010, Journal of infection in developing countries.

[34]  Sabine Ehrt,et al.  Gluconeogenic carbon flow of tricarboxylic acid cycle intermediates is critical for Mycobacterium tuberculosis to establish and maintain infection , 2010, Proceedings of the National Academy of Sciences.

[35]  Daphne H. E. W. Huberts,et al.  Moonlighting proteins: an intriguing mode of multitasking. , 2010, Biochimica et Biophysica Acta.

[36]  D. Garsin Ethanolamine utilization in bacterial pathogens: roles and regulation , 2010, Nature Reviews Microbiology.

[37]  Jeffrey D Orth,et al.  What is flux balance analysis? , 2010, Nature Biotechnology.

[38]  Jessica A. Thompson,et al.  Dynamics of intracellular bacterial replication at the single cell level , 2010, Proceedings of the National Academy of Sciences.

[39]  J. Mckinney,et al.  Contrasting persistence strategies in Salmonella and Mycobacterium. , 2010, Current opinion in microbiology.

[40]  B. Murray,et al.  Antibiotic-resistant bugs in the 21st century--a clinical super-challenge. , 2009, New England Journal of Medicine.

[41]  Manal AbuOun,et al.  Genome Scale Reconstruction of a Salmonella Metabolic Model , 2009, The Journal of Biological Chemistry.

[42]  S. Porwollik,et al.  Analysis of Pools of Targeted Salmonella Deletion Mutants Identifies Novel Genes Affecting Fitness during Competitive Infection in Mice , 2009, PLoS pathogens.

[43]  Dov J. Stekel,et al.  Comprehensive Identification of Salmonella enterica Serovar Typhimurium Genes Required for Infection of BALB/c Mice , 2009, PLoS pathogens.

[44]  Richard D. Smith,et al.  Proteomic Investigation of the Time Course Responses of RAW 264.7 Macrophages to Infection with Salmonella enterica , 2009, Infection and Immunity.

[45]  C. Alteri,et al.  Fitness of Escherichia coli during Urinary Tract Infection Requires Gluconeogenesis and the TCA Cycle , 2009, PLoS pathogens.

[46]  A. Thompson,et al.  Glucose and Glycolysis Are Required for the Successful Infection of Macrophages and Mice by Salmonella enterica Serovar Typhimurium , 2009, Infection and Immunity.

[47]  B. Staels,et al.  Type II fatty acid synthesis is not a suitable antibiotic target for Gram-positive pathogens , 2009, Nature.

[48]  Kellen L. Olszewski,et al.  Host-parasite interactions revealed by Plasmodium falciparum metabolomics. , 2009, Cell host & microbe.

[49]  Adam M. Feist,et al.  Reconstruction of biochemical networks in microorganisms , 2009, Nature Reviews Microbiology.

[50]  T. Fuchs,et al.  Characterization of the myo-Inositol Utilization Island of Salmonella enterica serovar Typhimurium † , 2008 .

[51]  J. Deutscher,et al.  Correlations between carbon metabolism and virulence in bacteria. , 2009, Contributions to microbiology.

[52]  A. Thierauf,et al.  Generalized transduction. , 2009, Methods in molecular biology.

[53]  Courtney J. Robinson,et al.  Evolution of Intracellular Pathogens , 2009 .

[54]  Bernhard O. Palsson,et al.  Constraint-based analysis of metabolic capacity of Salmonella typhimurium during host-pathogen interaction , 2009, BMC Systems Biology.

[55]  Adilson E. Motter,et al.  Spontaneous Reaction Silencing in Metabolic Optimization , 2008, PLoS Comput. Biol..

[56]  V. Novik,et al.  Metabolic diversity in Campylobacter jejuni enhances specific tissue colonization. , 2008, Cell host & microbe.

[57]  R. Schindler,et al.  Hyperosmotic stress enhances cytokine production and decreases phagocytosis in vitro , 2008, Critical care.

[58]  Organización Mundial de la Salud Typhoid vaccines: WHO position paper. , 2008, Releve epidemiologique hebdomadaire.

[59]  Samuel I. Miller,et al.  Salmonellae interplay with host cells , 2008, Nature Reviews Microbiology.

[60]  Adam M. Feist,et al.  A genome-scale metabolic reconstruction for Escherichia coli K-12 MG1655 that accounts for 1260 ORFs and thermodynamic information , 2007, Molecular systems biology.

[61]  Spencer J. Williams,et al.  Vaccine efficacy of an attenuated but persistent Mycobacterium tuberculosis cysH mutant. , 2007, Journal of medical microbiology.

[62]  M. Wiedmann,et al.  Antimicrobial resistance in nontyphoidal Salmonella. , 2007, Journal of food protection.

[63]  L. Knodler,et al.  Salmonella Trafficking is Defined by Continuous Dynamic Interactions with the Endolysosomal System , 2007, Traffic.

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

[65]  M. Hensel,et al.  Regulation of Salmonella pathogenicity island 2 genes by independent environmental signals. , 2006, International journal of medical microbiology : IJMM.

[66]  G. Nair,et al.  Multidrug-Resistant Salmonella enterica Serovar Typhi Isolates with High-Level Resistance to Ciprofloxacin in Dhaka, Bangladesh , 2006, Antimicrobial Agents and Chemotherapy.

[67]  Jun Liu,et al.  Plasmodium falciparum ensures its amino acid supply with multiple acquisition pathways and redundant proteolytic enzyme systems. , 2006, Proceedings of the National Academy of Sciences of the United States of America.

[68]  Alan D. Lopez,et al.  Global and regional burden of disease and risk factors, 2001: systematic analysis of population health data , 2006, The Lancet.

[69]  M. Mann,et al.  Robust Salmonella metabolism limits possibilities for new antimicrobials , 2006, Nature.

[70]  E. Muñoz-Elías,et al.  Carbon metabolism of intracellular bacteria , 2006, Cellular microbiology.

[71]  J. Cronan,et al.  Two-Carbon Compounds and Fatty Acids as Carbon Sources , 2005, EcoSal Plus.

[72]  Steven P Gygi,et al.  The absolute quantification strategy: a general procedure for the quantification of proteins and post-translational modifications. , 2005, Methods.

[73]  Marcus Taupp,et al.  Growth, Virulence, and Immunogenicity of Listeria monocytogenes aro Mutants , 2004, Infection and Immunity.

[74]  Claudia Rollenhagen,et al.  Antigen selection based on expression levels during infection facilitates vaccine development for an intracellular pathogen. , 2004, Proceedings of the National Academy of Sciences of the United States of America.

[75]  Joe E Grissom,et al.  Carbon nutrition of Escherichia coli in the mouse intestine. , 2004, Proceedings of the National Academy of Sciences of the United States of America.

[76]  A. Barabasi,et al.  Global organization of metabolic fluxes in the bacterium Escherichia coli , 2004, Nature.

[77]  G. Livesey Health potential of polyols as sugar replacers, with emphasis on low glycaemic properties , 2003, Nutrition Research Reviews.

[78]  R. Mahadevan,et al.  The effects of alternate optimal solutions in constraint-based genome-scale metabolic models. , 2003, Metabolic engineering.

[79]  Bing Chen,et al.  Vaccine Efficacy of a Lysine Auxotroph of Mycobacterium tuberculosis , 2003, Infection and Immunity.

[80]  Y. Benjamini,et al.  Controlling the false discovery rate in behavior genetics research , 2001, Behavioural Brain Research.

[81]  G. Bancroft,et al.  Characterization of Auxotrophic Mutants ofMycobacterium tuberculosis and Their Potential as Vaccine Candidates , 2001, Infection and Immunity.

[82]  B. Wanner,et al.  One-step inactivation of chromosomal genes in Escherichia coli K-12 using PCR products. , 2000, Proceedings of the National Academy of Sciences of the United States of America.

[83]  W. Jacobs,et al.  Attenuation of and Protection Induced by a Leucine Auxotroph of Mycobacterium tuberculosis , 2000, Infection and Immunity.

[84]  R. Bellamy The natural resistance-associated macrophage protein and susceptibility to intracellular pathogens. , 1999, Microbes and infection.

[85]  S J Remington,et al.  Glycerol kinase from Escherichia coli and an Ala65-->Thr mutant: the crystal structures reveal conformational changes with implications for allosteric regulation. , 1998, Structure.

[86]  J. Keasling,et al.  Stoichiometric model of Escherichia coli metabolism: incorporation of growth-rate dependent biomass composition and mechanistic energy requirements. , 1997, Biotechnology and bioengineering.

[87]  S. Libby,et al.  Dynamics of growth and death within a Salmonella typhimurium population during infection of macrophages. , 1997, Canadian journal of microbiology.

[88]  F. Heffron,et al.  Salmonella typhimurium loci involved in survival within macrophages , 1994, Infection and immunity.

[89]  B. Finlay,et al.  Intracellular replication is essential for the virulence of Salmonella typhimurium. , 1991, Proceedings of the National Academy of Sciences of the United States of America.

[90]  S. Attridge,et al.  Mutations at rfc or pmi attenuate Salmonella typhimurium virulence for mice , 1991, Infection and immunity.

[91]  G. Dougan,et al.  Characterization of aromatic- and purine-dependent Salmonella typhimurium: attention, persistence, and ability to induce protective immunity in BALB/c mice , 1988, Infection and immunity.

[92]  S. Attridge,et al.  Construction of defined galE mutants of Salmonella for use as vaccines. , 1987, The Journal of infectious diseases.

[93]  R. Virgilio,et al.  Naturally occurring prototrophic strains of Salmonella typhi. , 1981, Canadian journal of microbiology.

[94]  B. Stocker,et al.  Aromatic-dependent Salmonella typhimurium are non-virulent and effective as live vaccines , 1981, Nature.

[95]  E. C. Lin,et al.  Glycerol dissimilation and its regulation in bacteria. , 1976, Annual review of microbiology.

[96]  H. Kornberg,et al.  The utilization of fructose by Escherichia coli. Properties of a mutant defective in fructose 1-phosphate kinase activity. , 1973, The Biochemical journal.

[97]  Bruce N. Ames,et al.  Compounds Which Serve as the Sole Source of Carbon or Nitrogen for Salmonella typhimurium LT-2 , 1969, Journal of bacteriology.

[98]  M. Yarmolinsky,et al.  HEREDITARY DEFECTS IN GALACTOSE METABOLISM IN ESCHERICHIA COLI MUTANTS, II. GALACTOSE-INDUCED SENSITIVITY. , 1959, Proceedings of the National Academy of Sciences of the United States of America.

[99]  O. Maaløe,et al.  Dependency on medium and temperature of cell size and chemical composition during balanced grown of Salmonella typhimurium. , 1958, Journal of general microbiology.