Home LiteratureArticle Details
PMID: 17172310 Published · ppublish English Journal Article Research Support, U.S. Gov't, Non-P.H.S.

Thermodynamics-based metabolic flux analysis.

Biophysical journal ·Vol. 92 ·No. 5 ·2007-03-01 ·Pages 1792-805

Henry CS, Broadbelt LJ, Hatzimanikatis V

Abstract

A new form of metabolic flux analysis (MFA) called thermodynamics-based metabolic flux analysis (TMFA) is introduced with the capability of generating thermodynamically feasible flux and metabolite activity profiles on a genome scale. TMFA involves the use of a set of linear thermodynamic constraints in addition to the mass balance constraints typically used in MFA. TMFA produces flux distributions that do not contain any thermodynamically infeasible reactions or pathways, and it provides information about the free energy change of reactions and the range of metabolite activities in addition to reaction fluxes. TMFA is applied to study the thermodynamically feasible ranges for the fluxes and the Gibbs free energy change, Delta(r)G', of the reactions and the activities of the metabolites in the genome-scale metabolic model of Escherichia coli developed by Palsson and co-workers. In the TMFA of the genome scale model, the metabolite activities and reaction Delta(r)G' are able to achieve a wide range of values at optimal growth. The reaction dihydroorotase is identified as a possible thermodynamic bottleneck in E. coli metabolism with a Delta(r)G' constrained close to zero while numerous reactions are identified throughout metabolism for which Delta(r)G' is always highly negative regardless of metabolite concentrations. As it has been proposed previously, these reactions with exclusively negative Delta(r)G' might be candidates for cell regulation, and we find that a significant number of these reactions appear to be the first steps in the linear portion of numerous biosynthesis pathways. The thermodynamically feasible ranges for the concentration ratios ATP/ADP, NAD(P)/NAD(P)H, and H(extracellular)(+)/H(intracellular)(+) are also determined and found to encompass the values observed experimentally in every case. Further, we find that the NAD/NADH and NADP/NADPH ratios maintained in the cell are close to the minimum feasible ratio and maximum feasible ratio, respectively.

MeSH Terms
Escherichia coli/metabolism Genome, Bacterial/physiology Glucose/metabolism Ion Transport/physiology Metabolic Networks and Pathways Models, Biological Osmolar Concentration Thermodynamics
Chemicals
Glucose
Authors & Affiliations
3 authors, click to expand affiliations / ORCID
Henry Christopher S
Department of Chemical and Biological Engineering, McCormick School of Engineering and Applied Sciences, Northwestern University, Evanston, Illinois, USA.
Broadbelt Linda J
Hatzimanikatis Vassily
References (44)
44 references, click to expand
  1. Cellular concentrations of enzymes and their substrates.
    J Theor Biol. 1990 Mar 22;143(2):163-95 PMID: 2200929
  2. A linear steady-state treatment of enzymatic chains. General properties, control and effector strength.
    Eur J Biochem. 1974 Feb 15;42(1):89-95 PMID: 4830198
  3. Energy balance for analysis of complex metabolic networks.
    Biophys J. 2002 Jul;83(1):79-86 PMID: 12080101
  4. Robustness analysis of the Escherichia coli metabolic network.
    Biotechnol Prog. 2000 Nov-Dec;16(6):927-39 PMID: 11101318
  5. In silico predictions of Escherichia coli metabolic capabilities are consistent with experimental data.
    Nat Biotechnol. 2001 Feb;19(2):125-30 PMID: 11175725
  6. An expanded genome-scale model of Escherichia coli K-12 (iJR904 GSM/GPR).
    Genome Biol. 2003;4(9):R54 PMID: 12952533
  7. Metabolic control and its analysis. Additional relationships between elasticities and control coefficients.
    Eur J Biochem. 1985 May 2;148(3):555-61 PMID: 3996393
  8. Stoichiometric flux balance models quantitatively predict growth and metabolic by-product secretion in wild-type Escherichia coli W3110.
    Appl Environ Microbiol. 1994 Oct;60(10):3724-31 PMID: 7986045
  9. Stoichiometric network constraints on xylose metabolism by recombinant Saccharomyces cerevisiae.
    Metab Eng. 2004 Jul;6(3):229-38 PMID: 15256213
  10. Charges of nicotinamide adenine nucleotides and adenylate energy charge as regulatory parameters of the metabolism in Escherichia coli.
    J Biol Chem. 1977 Jun 25;252(12):4151-6 PMID: 16925
  11. Estimation of standard Gibbs energy changes of biotransformations.
    J Biol Chem. 1991 Aug 5;266(22):14440-5 PMID: 1860851
  12. Analysis of Escherichia coli anaplerotic metabolism and its regulation mechanisms from the metabolic responses to altered dilution rates and phosphoenolpyruvate carboxykinase knockout.
    Biotechnol Bioeng. 2003 Oct 20;84(2):129-44 PMID: 12966569
  13. Thermodynamic-based computational profiling of cellular regulatory control in hepatocyte metabolism.
    Am J Physiol Endocrinol Metab. 2005 Mar;288(3):E633-44 PMID: 15507536
  14. Metabolic control analysis of biochemical pathways based on a thermokinetic description of reaction rates.
    Biochem J. 1997 Jan 1;321 ( Pt 1):133-8 PMID: 9003411
  15. Multi-enzyme complex of glutamine-dependent carbamoyl-phosphate synthetase with aspartate carbamoyltransferase and dihydroorotase from rat ascites-hepatoma cells. Purification, molecular properties and limited proteolysis.
    Eur J Biochem. 1978 May 16;86(2):381-8 PMID: 26565
  16. Thermodynamic constraints for biochemical networks.
    J Theor Biol. 2004 Jun 7;228(3):327-33 PMID: 15135031
  17. Metabolic flux analysis for a ppc mutant Escherichia coli based on 13C-labelling experiments together with enzyme activity assays and intracellular metabolite measurements.
    FEMS Microbiol Lett. 2004 Jun 1;235(1):17-23 PMID: 15158257
  18. Group contributions for estimating standard gibbs energies of formation of biochemical compounds in aqueous solution.
    Biotechnol Bioeng. 1990 Dec 5;36(10):1070-82 PMID: 18595046
  19. Calculation of standard transformed formation properties of biochemical reactants and standard apparent reduction potentials of half reactions.
    Arch Biochem Biophys. 1998 Oct 1;358(1):25-39 PMID: 9750161
  20. Thermodynamics of enzyme-catalyzed reactions--a database for quantitative biochemistry.
    Bioinformatics. 2004 Nov 1;20(16):2874-7 PMID: 15145806
  21. The effects of alternate optimal solutions in constraint-based genome-scale metabolic models.
    Metab Eng. 2003 Oct;5(4):264-76 PMID: 14642354
  22. Genome-scale metabolic model of Helicobacter pylori 26695.
    J Bacteriol. 2002 Aug;184(16):4582-93 PMID: 12142428
  23. Equations and calculations for fermentations of butyric acid bacteria.
    Biotechnol Bioeng. 1984 Feb;26(2):174-87 PMID: 18551704
  24. Energy conservation in chemotrophic anaerobic bacteria.
    Bacteriol Rev. 1977 Mar;41(1):100-80 PMID: 860983
  25. Stoichiometric network theory for nonequilibrium biochemical systems.
    Eur J Biochem. 2003 Feb;270(3):415-21 PMID: 12542691
  26. Thermodynamics of the disproportionation of adenosine 5'-diphosphate to adenosine 5'-triphosphate and adenosine 5'-monophosphate. I. Equilibrium model.
    Biophys Chem. 1991 Jul;40(3):241-61 PMID: 17014781
  27. Metabolic capabilities of Escherichia coli: I. synthesis of biosynthetic precursors and cofactors.
    J Theor Biol. 1993 Dec 21;165(4):477-502 PMID: 21322280
  28. Calculation of standard transformed Gibbs energies and standard transformed enthalpies of biochemical reactants.
    Arch Biochem Biophys. 1998 May 1;353(1):116-30 PMID: 9578607
  29. MCA has more to say.
    J Theor Biol. 1996 Oct 7;182(3):233-42 PMID: 8944154
  30. The control of flux.
    Symp Soc Exp Biol. 1973;27:65-104 PMID: 4148886
  31. Amino acid biosynthesis and its regulation.
    Annu Rev Biochem. 1978;47:532-606 PMID: 354503
  32. Probing the performance limits of the Escherichia coli metabolic network subject to gene additions or deletions.
    Biotechnol Bioeng. 2001 Sep 5;74(5):364-75 PMID: 11427938
  33. Dihydroorotase from Escherichia coli. Purification and characterization.
    J Biol Chem. 1984 Mar 10;259(5):3293-8 PMID: 6142052
  34. 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
  35. Metabolic modelling of microbes: the flux-balance approach.
    Environ Microbiol. 2002 Mar;4(3):133-40 PMID: 12000313
  36. Genome-scale models of microbial cells: evaluating the consequences of constraints.
    Nat Rev Microbiol. 2004 Nov;2(11):886-97 PMID: 15494745
  37. Genome-scale thermodynamic analysis of Escherichia coli metabolism.
    Biophys J. 2006 Feb 15;90(4):1453-61 PMID: 16299075
  38. Metabolic control analysis under uncertainty: framework development and case studies.
    Biophys J. 2004 Dec;87(6):3750-63 PMID: 15465856
  39. Genome-scale in silico models of E. coli have multiple equivalent phenotypic states: assessment of correlated reaction subsets that comprise network states.
    Genome Res. 2004 Sep;14(9):1797-805 PMID: 15342562
  40. How reliable are thermodynamic feasibility statements of biochemical pathways?
    Biotechnol Bioeng. 2005 Oct 20;92(2):223-30 PMID: 15962336
  41. Equations and calculations of product yields and preferred pathways for butanediol and mixed-acid fermentations.
    Biotechnol Bioeng. 1985 Jan;27(1):50-66 PMID: 18553576
  42. k-Cone analysis: determining all candidate values for kinetic parameters on a network scale.
    Biophys J. 2005 Mar;88(3):1616-25 PMID: 15626710
  43. Identification of localized and distributed bottlenecks in metabolic pathways.
    Proc Int Conf Intell Syst Mol Biol. 1993;1:275-83 PMID: 7584346
  44. Putative regulatory sites unraveled by network-embedded thermodynamic analysis of metabolome data.
    Mol Syst Biol. 2006;2:2006.0034 PMID: 16788595
Article Info
Journal
Biophysical journal
Abbr.
Biophys J
ISSN
1542-0086
Published
2007-03-01
Epub
2006-00-15
Pages
1792-805
Language
English
Region
United States
NLM ID
0370626
PMCID
PMC1796839
Subset
IM
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]