Transcriptional regulation is insufficient to explain substrate-induced flux changes in Bacillus subtilis

One of the key ways in which microbes are thought to regulate their metabolism is by modulating the availability of enzymes through transcriptional regulation. However, the limited success of efforts to manipulate metabolic fluxes by rewiring the transcriptional network has cast doubt on the idea that transcript abundance controls metabolic fluxes. In this study, we investigate control of metabolic flux in the model bacterium Bacillus subtilis by quantifying fluxes, transcripts, and metabolites in eight metabolic states enforced by different environmental conditions. We find that most enzymes whose flux switches between on and off states, such as those involved in substrate uptake, exhibit large corresponding transcriptional changes. However, for the majority of enzymes in central metabolism, enzyme concentrations were insufficient to explain the observed fluxes—only for a number of reactions in the tricarboxylic acid cycle were enzyme changes approximately proportional to flux changes. Surprisingly, substrate changes revealed by metabolomics were also insufficient to explain observed fluxes, leaving a large role for allosteric regulation and enzyme modification in the control of metabolic fluxes.

[1]  Louis A. Jaeckel Estimating Regression Coefficients by Minimizing the Dispersion of the Residuals , 1972 .

[2]  E. Freese,et al.  Purification and properties of fructose-1,6-bisphosphatase of Bacillus subtilis. , 1979, The Journal of biological chemistry.

[3]  E. Voit,et al.  Recasting nonlinear differential equations as S-systems: a canonical nonlinear form , 1987 .

[4]  J. Monod,et al.  Genetic regulatory mechanisms in the synthesis of proteins. , 1961, Journal of Molecular Biology.

[5]  H. Kacser,et al.  A universal method for achieving increases in metabolite production. , 1993, European journal of biochemistry.

[6]  B. Palsson,et al.  Metabolic capabilities of Escherichia coli: I. synthesis of biosynthetic precursors and cofactors. , 1993, Journal of theoretical biology.

[7]  David Birkes,et al.  Alternative Methods of Regression: Birkes/Alternative , 1993 .

[8]  A. Sonenshein,et al.  Identification of two distinct Bacillus subtilis citrate synthase genes , 1994, Journal of bacteriology.

[9]  D A Fell,et al.  Physiological control of metabolic flux: the requirement for multisite modulation. , 1995, The Biochemical journal.

[10]  Joyce Snell,et al.  6. Alternative Methods of Regression , 1996 .

[11]  Y. Fujita,et al.  Identification and Expression of the Bacillus subtilis Fructose-1,6-Bisphosphatase Gene (fbp) , 1998, Journal of bacteriology.

[12]  W. Wiechert,et al.  Bidirectional reaction steps in metabolic networks: III. Explicit solution and analysis of isotopomer labeling systems. , 1999, Biotechnology and bioengineering.

[13]  J. Hauf,et al.  Simultaneous genomic overexpression of seven glycolytic enzymes in the yeast Saccharomyces cerevisiae. , 2000, Enzyme and microbial technology.

[14]  H. Westerhoff,et al.  Transcriptome meets metabolome: hierarchical and metabolic regulation of the glycolytic pathway , 2001, FEBS letters.

[15]  Uwe Sauer,et al.  Bacillus subtilis Metabolism and Energetics in Carbon-Limited and Excess-Carbon Chemostat Culture , 2001, Journal of bacteriology.

[16]  M. Hecker,et al.  Bacillus subtilis functional genomics: global characterization of the stringent response by proteome and transcriptome analysis , 2002, Journal of bacteriology.

[17]  Stéphane Aymerich,et al.  Regulation of the central glycolytic genes in Bacillus subtilis: binding of the repressor CggR to its single DNA target sequence is modulated by fructose‐1,6‐bisphosphate , 2003, Molecular microbiology.

[18]  U. Sauer,et al.  Metabolic flux profiling of Escherichia coli mutants in central carbon metabolism using GC-MS. , 2003, European journal of biochemistry.

[19]  Transcriptional, translational and metabolic regulation of glycolysis in Lactococcus lactis subsp. cremoris MG 1363 grown in continuous acidic cultures. , 2003, Microbiology.

[20]  U. Alon,et al.  Just-in-time transcription program in metabolic pathways , 2004, Nature Genetics.

[21]  M. Wall,et al.  Design of gene circuits: lessons from bacteria , 2004, Nature Reviews Genetics.

[22]  Barbara M. Bakker,et al.  Hierarchical and metabolic regulation of glucose influx in starved Saccharomyces cerevisiae. , 2005, FEMS yeast research.

[23]  S. Aymerich,et al.  CcpN (YqzB), a novel regulator for CcpA‐independent catabolite repression of Bacillus subtilis gluconeogenic genes , 2005, Molecular microbiology.

[24]  J. Heijnen,et al.  Metabolic-flux analysis of Saccharomyces cerevisiae CEN.PK113-7D based on mass isotopomer measurements of (13)C-labeled primary metabolites. , 2005, FEMS yeast research.

[25]  Barbara M. Bakker,et al.  Unraveling the complexity of flux regulation: A new method demonstrated for nutrient starvation in Saccharomyces cerevisiae , 2006, Proceedings of the National Academy of Sciences of the United States of America.

[26]  Christoph Wittmann,et al.  Transcriptional and Metabolic Responses of Bacillus subtilis to the Availability of Organic Acids: Transcription Regulation Is Important but Not Sufficient To Account for Metabolic Adaptation , 2006, Applied and Environmental Microbiology.

[27]  Stéphane Aymerich,et al.  Inducer-modulated cooperative binding of the tetrameric CggR repressor to operator DNA. , 2007, Biophysical journal.

[28]  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.

[29]  Ivan Mijakovic,et al.  The Serine/Threonine/Tyrosine Phosphoproteome of the Model Bacterium Bacillus subtilis*S , 2007, Molecular & Cellular Proteomics.

[30]  Barbara M. Bakker,et al.  The fluxes through glycolytic enzymes in Saccharomyces cerevisiae are predominantly regulated at posttranscriptional levels , 2007, Proceedings of the National Academy of Sciences.

[31]  H. Rabitz,et al.  Dissecting enzyme regulation by multiple allosteric effectors: nucleotide regulation of aspartate transcarbamoylase. , 2008, Biochemistry.

[32]  U. Sauer,et al.  CcpN Controls Central Carbon Fluxes in Bacillus subtilis , 2008, Journal of bacteriology.

[33]  Johannes H. de Winde,et al.  Dynamics of Glycolytic Regulation during Adaptation of Saccharomyces cerevisiae to Fermentative Metabolism , 2008, Applied and Environmental Microbiology.

[34]  A. Oudenaarden,et al.  Nature, Nurture, or Chance: Stochastic Gene Expression and Its Consequences , 2008, Cell.

[35]  Barbara M. Bakker,et al.  Quantitative Analysis of the High Temperature-induced Glycolytic Flux Increase in Saccharomyces cerevisiae Reveals Dominant Metabolic Regulation* , 2008, Journal of Biological Chemistry.

[36]  Barbara M. Bakker,et al.  Mixed and diverse metabolic and gene-expression regulation of the glycolytic and fermentative pathways in response to a HXK2 deletion in Saccharomyces cerevisiae. , 2008, FEMS yeast research.

[37]  U. Sauer,et al.  Maintenance metabolism and carbon fluxes in Bacillus species , 2008, Microbial cell factories.

[38]  T. Hwa,et al.  Growth Rate-Dependent Global Effects on Gene Expression in Bacteria , 2009, Cell.

[39]  Hans Lehrach,et al.  Metabolic reconfiguration precedes transcriptional regulation in the antioxidant response , 2009, Nature Biotechnology.

[40]  N. Luscombe,et al.  Principles of transcriptional regulation and evolution of the metabolic system in E. coli. , 2009, Genome research.

[41]  Donna K. Slonim,et al.  Getting Started in Gene Expression Microarray Analysis , 2009, PLoS Comput. Biol..

[42]  M. Gerstein,et al.  RNA-Seq: a revolutionary tool for transcriptomics , 2009, Nature Reviews Genetics.

[43]  B. Teusink,et al.  Shifts in growth strategies reflect tradeoffs in cellular economics , 2009, Molecular systems biology.

[44]  Barbara M. Bakker,et al.  Time‐dependent regulation analysis dissects shifts between metabolic and gene‐expression regulation during nitrogen starvation in baker’s yeast , 2009, The FEBS journal.

[45]  Joerg M. Buescher,et al.  Metabolic Fluxes during Strong Carbon Catabolite Repression by Malate in Bacillus subtilis* , 2009, The Journal of Biological Chemistry.

[46]  Acetylation of Metabolic Enzymes Coordinates Carbon Source Utilization and Metabolic Flux , 2010, Science.

[47]  Jie Yuan,et al.  Achieving Optimal Growth through Product Feedback Inhibition in Metabolism , 2010, PLoS Comput. Biol..

[48]  P. Bork,et al.  A systematic screen for protein–lipid interactions in Saccharomyces cerevisiae , 2010, Molecular systems biology.

[49]  Kevin Y. Yip,et al.  Extensive In Vivo Metabolite-Protein Interactions Revealed by Large-Scale Systematic Analyses , 2010, Cell.

[50]  U. Sauer,et al.  Unraveling condition-dependent networks of transcription factors that control metabolic pathway activity in yeast , 2010, Molecular systems biology.

[51]  Patrick G. A. Pedrioli,et al.  Phosphoproteomic Analysis Reveals Interconnected System-Wide Responses to Perturbations of Kinases and Phosphatases in Yeast , 2010, Science Signaling.

[52]  T. Hwa,et al.  Interdependence of Cell Growth and Gene Expression: Origins and Consequences , 2010, Science.

[53]  Joerg M. Buescher,et al.  Ultrahigh performance liquid chromatography-tandem mass spectrometry method for fast and robust quantification of anionic and aromatic metabolites. , 2010, Analytical chemistry.

[54]  S. Noack,et al.  13C Metabolic Flux Analysis Identifies an Unusual Route for Pyruvate Dissimilation in Mycobacteria which Requires Isocitrate Lyase and Carbon Dioxide Fixation , 2011, PLoS pathogens.

[55]  Eberhard O Voit,et al.  Complex coordination of multi-scale cellular responses to environmental stress. , 2011, Molecular bioSystems.

[56]  U. Sauer,et al.  Regulation and control of metabolic fluxes in microbes. , 2011, Current opinion in biotechnology.

[57]  U. Sauer,et al.  Large-scale 13C-flux analysis reveals distinct transcriptional control of respiratory and fermentative metabolism in Escherichia coli , 2011, Molecular systems biology.

[58]  METHODS IN ENZYMOLOGY, VOL 500 , 2011 .

[59]  Nicola Zamboni,et al.  High-throughput, accurate mass metabolome profiling of cellular extracts by flow injection-time-of-flight mass spectrometry. , 2011, Analytical chemistry.

[60]  Barbara M. Bakker,et al.  Quantitative analysis of flux regulation through hierarchical regulation analysis. , 2011, Methods in enzymology.

[61]  Matthias Heinemann,et al.  Functioning of a metabolic flux sensor in Escherichia coli , 2012, Proceedings of the National Academy of Sciences.

[62]  B. Schwikowski,et al.  Condition-Dependent Transcriptome Reveals High-Level Regulatory Architecture in Bacillus subtilis , 2012, Science.

[63]  Victor Chubukov,et al.  Regulatory architecture determines optimal regulation of gene expression in metabolic pathways , 2012, Proceedings of the National Academy of Sciences.

[64]  Joerg M. Buescher,et al.  Global Network Reorganization During Dynamic Adaptations of Bacillus subtilis Metabolism , 2012, Science.

[65]  Miguel Rocha,et al.  13C-based metabolic flux analysis , 2012 .

[66]  J. Rabinowitz,et al.  Ultrasensitive regulation of anapleurosis via allosteric activation of PEP carboxylase , 2012, Nature chemical biology.

[67]  R. Milo,et al.  Rethinking glycolysis: on the biochemical logic of metabolic pathways. , 2012, Nature chemical biology.

[68]  A. Arkin,et al.  Metabolic footprinting of mutant libraries to map metabolite utilization to genotype. , 2013, ACS chemical biology.

[69]  Kelly M. Wetmore,et al.  Indirect and suboptimal control of gene expression is widespread in bacteria , 2013, Molecular systems biology.

[70]  U. Sauer,et al.  Somewhat in control--the role of transcription in regulating microbial metabolic fluxes. , 2013, Current opinion in biotechnology.

[71]  R. Milo,et al.  Glycolytic strategy as a tradeoff between energy yield and protein cost , 2013, Proceedings of the National Academy of Sciences.