Using a Genome-Scale Metabolic Model of Enterococcus faecalis V583 To Assess Amino Acid Uptake and Its Impact on Central Metabolism

ABSTRACT Increasing antibiotic resistance in pathogenic bacteria necessitates the development of new medication strategies. Interfering with the metabolic network of the pathogen can provide novel drug targets but simultaneously requires a deeper and more detailed organism-specific understanding of the metabolism, which is often surprisingly sparse. In light of this, we reconstructed a genome-scale metabolic model of the pathogen Enterococcus faecalis V583. The manually curated metabolic network comprises 642 metabolites and 706 reactions. We experimentally determined metabolic profiles of E. faecalis grown in chemically defined medium in an anaerobic chemostat setup at different dilution rates and calculated the net uptake and product fluxes to constrain the model. We computed growth-associated energy and maintenance parameters and studied flux distributions through the metabolic network. Amino acid auxotrophies were identified experimentally for model validation and revealed seven essential amino acids. In addition, the important metabolic hub of glutamine/glutamate was altered by constructing a glutamine synthetase knockout mutant. The metabolic profile showed a slight shift in the fermentation pattern toward ethanol production and increased uptake rates of multiple amino acids, especially l-glutamine and l-glutamate. The model was used to understand the altered flux distributions in the mutant and provided an explanation for the experimentally observed redirection of the metabolic flux. We further highlighted the importance of gene-regulatory effects on the redirection of the metabolic fluxes upon perturbation. The genome-scale metabolic model presented here includes gene-protein-reaction associations, allowing a further use for biotechnological applications, for studying essential genes, proteins, or reactions, and the search for novel drug targets.

[1]  T. D. Read,et al.  Role of Mobile DNA in the Evolution of Vancomycin-Resistant Enterococcus faecalis , 2003, Science.

[2]  Ingolf F. Nes,et al.  Transcriptome, Proteome, and Metabolite Analyses of a Lactate Dehydrogenase-Negative Mutant of Enterococcus faecalis V583 , 2011, Applied and Environmental Microbiology.

[3]  D. Tempest,et al.  The status of YATP and maintenance energy as biologically interpretable phenomena. , 1984, Annual review of microbiology.

[4]  L. Snipen,et al.  Growth Rate-Dependent Control in Enterococcus faecalis: Effects on the Transcriptome and Proteome, and Strong Regulation of Lactate Dehydrogenase , 2011, Applied and Environmental Microbiology.

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

[6]  J. Deutscher,et al.  The hprK gene of Enterococcus faecalis encodes a novel bifunctional enzyme: the HPr kinase/phosphatase , 1999, Molecular microbiology.

[7]  J. Hugenholtz,et al.  Characterization of Three Lactic Acid Bacteria and Their Isogenic ldh Deletion Mutants Shows Optimization for Y ATP (Cell Mass Produced per Mole of ATP) at Their Physiological pHs , 2010, Applied and Environmental Microbiology.

[8]  O. Kuipers,et al.  GlnR-Mediated Regulation of Nitrogen Metabolism in Lactococcus lactis , 2006, Journal of bacteriology.

[9]  C. Francke,et al.  Computational Analysis of Cysteine and Methionine Metabolism and Its Regulation in Dairy Starter and Related Bacteria , 2012, Journal of bacteriology.

[10]  P. Mäntsälä,et al.  Purification and properties of glutamate synthase and glutamate dehydrogenase from Bacillus megaterium. , 1978, The Biochemical journal.

[11]  K. Hellingwerf,et al.  Effects of Limited Aeration and of the ArcAB System on Intermediary Pyruvate Catabolism in Escherichia coli , 2000, Journal of bacteriology.

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

[13]  C. Kristich,et al.  A Rex Family Transcriptional Repressor Influences H2O2 Accumulation by Enterococcus faecalis , 2013, Journal of bacteriology.

[14]  K. Reid,et al.  Multiple transport components for dicarboxylic amino acids in Streptococcus faecalis. , 1970, The Journal of biological chemistry.

[15]  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.

[16]  S. Fisher,et al.  Regulation of nitrogen metabolism in Bacillus subtilis: vive la différence! , 1999, Molecular microbiology.

[17]  Bas Teusink,et al.  Multi‐way analysis of flux distributions across multiple conditions , 2009 .

[18]  H. Westerhoff,et al.  Branched-Chain α-Keto Acid Catabolism via the Gene Products of the bkd Operon in Enterococcus faecalis: a New, Secreted Metabolite Serving as a Temporary Redox Sink , 2000, Journal of bacteriology.

[19]  R. Bernlohr,et al.  Purification and properties of glutamate synthase from Bacillus licheniformis , 1984, Journal of bacteriology.

[20]  H. Ghadimi,et al.  FREE AMINO ACIDS OF DIFFERENT KINDS OF MILK. , 1963, The American journal of clinical nutrition.

[21]  B. Palsson,et al.  Genome-scale Reconstruction of Metabolic Network in Bacillus subtilis Based on High-throughput Phenotyping and Gene Essentiality Data* , 2007, Journal of Biological Chemistry.

[22]  J. M. Bunch,et al.  Asparagine transport in Lactobacillus plantarum and Streptococcus faecalis. , 1973, Biochimica et Biophysica Acta.

[23]  Lolke Sijtsma,et al.  Genome-scale metabolic model for Lactococcus lactis MG1363 and its application to the analysis of flavor formation , 2013, Applied Microbiology and Biotechnology.

[24]  Jan-Hendrik S. Hofmeyr,et al.  Modelling cellular systems with PySCeS , 2005, Bioinform..

[25]  D. Fell,et al.  Is maximization of molar yield in metabolic networks favoured by evolution? , 2008, Journal of theoretical biology.

[26]  L. Hancock,et al.  Capsular Polysaccharide Production in Enterococcus faecalis and Contribution of CpsF to Capsule Serospecificity , 2009, Journal of bacteriology.

[27]  G. Venema,et al.  A general system for generating unlabelled gene replacements in bacterial chromosomes , 1996, Molecular and General Genetics MGG.

[28]  J. Snoep,et al.  Catabolism of Branched-Chain α-Keto Acids in Enterococcus faecalis: the bkd Gene Cluster, Enzymes, and Metabolic Route , 1999, Journal of bacteriology.

[29]  John Villadsen,et al.  Modelling of microbial kinetics , 1992 .

[30]  Nagasuma R. Chandra,et al.  Flux Balance Analysis of Mycolic Acid Pathway: Targets for Anti-Tubercular Drugs , 2005, PLoS Comput. Biol..

[31]  Jason A. Papin,et al.  A metabolic network approach for the identification and prioritization of antimicrobial drug targets. , 2012, Trends in microbiology.

[32]  Michael Darsow,et al.  ChEBI: a database and ontology for chemical entities of biological interest , 2007, Nucleic Acids Res..

[33]  J. Martinussen,et al.  The PurR regulon in Lactococcus lactis - transcriptional regulation of the purine nucleotide metabolism and translational machinery. , 2012, Microbiology.

[34]  B. Murray The life and times of the Enterococcus , 1990, Clinical Microbiology Reviews.

[35]  J. Stelling,et al.  Genome‐scale metabolic networks , 2009, Wiley interdisciplinary reviews. Systems biology and medicine.

[36]  Kalidas Yeturu,et al.  targetTB: A target identification pipeline for Mycobacterium tuberculosis through an interactome, reactome and genome-scale structural analysis , 2008, BMC Systems Biology.

[37]  Y. Ardö Flavour formation by amino acid catabolism. , 2006, Biotechnology advances.

[38]  F. Doyle,et al.  Dynamic flux balance analysis of diauxic growth in Escherichia coli. , 2002, Biophysical journal.

[39]  D. Porcellato,et al.  Metabolism of milk fat globule membrane components by nonstarter lactic acid bacteria isolated from cheese. , 2013, Journal of dairy science.

[40]  D. Calloway,et al.  Amino acids in human blood plasma after single meals of meat, oil, sucrose and whiskey. , 1979, The Journal of nutrition.

[41]  Bas Teusink,et al.  Analysis of Growth of Lactobacillus plantarum WCFS1 on a Complex Medium Using a Genome-scale Metabolic Model* , 2006, Journal of Biological Chemistry.

[42]  P. Loubière,et al.  Control of the shift from homolactic acid to mixed-acid fermentation in Lactococcus lactis: predominant role of the NADH/NAD+ ratio , 1997, Journal of bacteriology.

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

[44]  B. Palsson,et al.  Genome-scale models of microbial cells: evaluating the consequences of constraints , 2004, Nature Reviews Microbiology.

[45]  P. Murray,et al.  In vitro susceptibility studies of vancomycin-resistant Enterococcus faecalis , 1989, Antimicrobial Agents and Chemotherapy.

[46]  A. Trubuil,et al.  Proteomic Signature of Lactococcus lactis NCDO763 Cultivated in Milk , 2005, Applied and Environmental Microbiology.

[47]  G. Weinstock,et al.  Generation of restriction map of Enterococcus faecalis OG1 and investigation of growth requirements and regions encoding biosynthetic function , 1993, Journal of bacteriology.

[48]  E. Stadtman,et al.  Glutamate synthase from Escherichia coli. An iron-sulfide flavoprotein. , 1972, The Journal of biological chemistry.

[49]  Adam Powell,et al.  The Origins of Lactase Persistence in Europe , 2009, PLoS Comput. Biol..

[50]  Jason A. Papin,et al.  Genome-scale microbial in silico models: the constraints-based approach. , 2003, Trends in biotechnology.

[51]  I. Nes,et al.  Transformation of Lactococcus by electroporation. , 1995, Methods in molecular biology.

[52]  Malcolm McConville Open questions: microbes, metabolism and host-pathogen interactions , 2014, BMC Biology.

[53]  Bas Teusink,et al.  Accelerating the reconstruction of genome-scale metabolic networks , 2006, BMC Bioinformatics.

[54]  Peter J. Sterk,et al.  Volatile Metabolites of Pathogens: A Systematic Review , 2013, PLoS pathogens.

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

[56]  Bas Teusink,et al.  Understanding the Adaptive Growth Strategy of Lactobacillus plantarum by In Silico Optimisation , 2009, PLoS Comput. Biol..