Group contribution method for thermodynamic analysis of complex metabolic networks.

A new, to our knowledge, group contribution method based on the group contribution method of Mavrovouniotis is introduced for estimating the standard Gibbs free energy of formation (Delta(f)G'(o)) and reaction (Delta(r)G'(o)) in biochemical systems. Gibbs free energy contribution values were estimated for 74 distinct molecular substructures and 11 interaction factors using multiple linear regression against a training set of 645 reactions and 224 compounds. The standard error for the fitted values was 1.90 kcal/mol. Cross-validation analysis was utilized to determine the accuracy of the methodology in estimating Delta(r)G'(o) and Delta(f)G'(o) for reactions and compounds not included in the training set, and based on the results of the cross-validation, the standard error involved in these estimations is 2.22 kcal/mol. This group contribution method is demonstrated to be capable of estimating Delta(r)G'(o) and Delta(f)G'(o) for the majority of the biochemical compounds and reactions found in the iJR904 and iAF1260 genome-scale metabolic models of Escherichia coli and in the Kyoto Encyclopedia of Genes and Genomes and University of Minnesota Biocatalysis and Biodegradation Database. A web-based implementation of this new group contribution method is available free at http://sparta.chem-eng.northwestern.edu/cgi-bin/GCM/WebGCM.cgi.

[1]  J. Neter,et al.  Applied linear statistical models : regression, analysis of variance, and experimental designs , 1974 .

[2]  S. Benson,et al.  Thermochemical Kinetics: Methods for the Estimation of Thermochemical Data and Rate Parameters , 1976 .

[3]  R. Thauer,et al.  Energy conservation in chemotrophic anaerobic bacteria , 1977, Bacteriological reviews.

[4]  R. Thauer,et al.  Energy Conservation in Chemotrophic Anaerobic Bacteria , 1977, Bacteriological reviews.

[5]  D. D. Wagman,et al.  The NBS tables of chemical thermodynamic properties : selected values for inorganic and C1 and C2 organic substances in SI units , 1982 .

[6]  M. Mavrovouniotis Group contributions for estimating standard gibbs energies of formation of biochemical compounds in aqueous solution , 1990, Biotechnology and bioengineering.

[7]  M. Mavrovouniotis Estimation of standard Gibbs energy changes of biotransformations. , 1991, The Journal of biological chemistry.

[8]  B. K. Harrison,et al.  GIBBS FREE-ENERGY OF FORMATION OF HALOGENATED AROMATIC-COMPOUNDS AND THEIR POTENTIAL ROLE AS ELECTRON-ACCEPTORS IN ANAEROBIC ENVIRONMENTS , 1992 .

[9]  Peter D. Karp,et al.  Estimation of equilibrium constants using automated group contribution methods , 1997, Comput. Appl. Biosci..

[10]  R. Alberty,et al.  Calculation of standard transformed formation properties of biochemical reactants and standard apparent reduction potentials of half reactions. , 1998, Archives of biochemistry and biophysics.

[11]  R. Thauer Biochemistry of methanogenesis: a tribute to Marjory Stephenson. 1998 Marjory Stephenson Prize Lecture. , 1998, Microbiology.

[12]  R. Alberty Calculation of standard transformed Gibbs energies and standard transformed enthalpies of biochemical reactants. , 1998, Archives of biochemistry and biophysics.

[13]  Susumu Goto,et al.  KEGG: Kyoto Encyclopedia of Genes and Genomes , 2000, Nucleic Acids Res..

[14]  中尾 光輝,et al.  KEGG(Kyoto Encyclopedia of Genes and Genomes)〔和文〕 (特集 ゲノム医学の現在と未来--基礎と臨床) -- (データベース) , 2000 .

[15]  D. Schomburg,et al.  BRENDA: a resource for enzyme data and metabolic information. , 2002, Trends in biochemical sciences.

[16]  Susumu Goto,et al.  The KEGG databases at GenomeNet , 2002, Nucleic Acids Res..

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

[18]  Shunsuke Uemura,et al.  Extraction of a Thermodynamic Property for Biochemical Reactions in the Metabolic Pathway , 2003 .

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

[20]  R. Alberty Thermodynamics of Biochemical Reactions , 2003 .

[21]  Growth of sulfate-reducing bacteria and methanogenic archaea with methylated sulfur compounds: a commentary on the thermodynamic aspects , 2003, Archives of Microbiology.

[22]  A. Weber Chemical Constraints Governing the Origin of Metabolism: The Thermodynamic Landscape of Carbon Group Transformations under Mild Aqueous Conditions , 2001, Origins of life and evolution of the biosphere.

[23]  Peter D. Karp,et al.  MetaCyc: a multiorganism database of metabolic pathways and enzymes , 2005, Nucleic Acids Res..

[24]  Linda J. Broadbelt,et al.  Computational discovery of biochemical routes to specialty chemicals , 2004 .

[25]  J. Vanbriesen Evaluation of methods to predict bacterialyield using thermodynamics , 2004, Biodegradation.

[26]  Robert N. Goldberg,et al.  Thermodynamics of enzyme-catalyzed reactions - a database for quantitative biochemistry , 2004, Bioinform..

[27]  J. Dolfing,et al.  Estimates of Gibbs free energies of formation of chlorinated aliphatic compounds , 1994, Biodegradation.

[28]  U. von Stockar,et al.  How reliable are thermodynamic feasibility statements of biochemical pathways? , 2005, Biotechnology and bioengineering.

[29]  Chunhui Li,et al.  Exploring the diversity of complex metabolic networks , 2005, Bioinform..

[30]  H. Qian,et al.  Thermodynamic-based computational profiling of cellular regulatory control in hepatocyte metabolism. , 2005, American journal of physiology. Endocrinology and metabolism.

[31]  Lynda B. M. Ellis,et al.  The University of Minnesota Biocatalysis/Biodegradation Database: the first decade , 2005, Nucleic Acids Res..

[32]  Tin Wee Tan,et al.  Large-scale analysis of antigenic diversity of T-cell epitopes in dengue virus , 2006, BMC Bioinformatics.

[33]  Ralf Takors,et al.  Monitoring and Modeling of the Reaction Dynamics in the Valine/Leucine Synthesis Pathway in Corynebacterium glutamicum , 2006, Biotechnology progress.

[34]  Ivo Leito,et al.  Uncertainty sources in UV-Vis spectrophotometric measurement , 2006 .

[35]  Matthias Heinemann,et al.  Systematic assignment of thermodynamic constraints in metabolic network models , 2006, BMC Bioinformatics.

[36]  S. Panke,et al.  Putative regulatory sites unraveled by network-embedded thermodynamic analysis of metabolome data , 2006, Molecular systems biology.

[37]  Matthew D. Jankowski,et al.  Genome-scale thermodynamic analysis of Escherichia coli metabolism. , 2006, Biophysical journal.

[38]  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.

[39]  V. Hatzimanikatis,et al.  Thermodynamics-based metabolic flux analysis. , 2007, Biophysical journal.