A metabolic model of the mitochondrion and its use in modelling diseases of the tricarboxylic acid cycle

BackgroundMitochondria are a vital component of eukaryotic cells and their dysfunction is implicated in a large number of metabolic, degenerative and age-related human diseases. The mechanism or these disorders can be difficult to elucidate due to the inherent complexity of mitochondrial metabolism. To understand how mitochondrial metabolic dysfunction contributes to these diseases, a metabolic model of a human heart mitochondrion was created.ResultsA new model of mitochondrial metabolism was built on the principle of metabolite availability using MitoMiner, a mitochondrial proteomics database, to evaluate the subcellular localisation of reactions that have evidence for mitochondrial localisation. Extensive curation and manual refinement was used to create a model called i AS253, containing 253 reactions, 245 metabolites and 89 transport steps across the inner mitochondrial membrane. To demonstrate the predictive abilities of the model, flux balance analysis was used to calculate metabolite fluxes under normal conditions and to simulate three metabolic disorders that affect the TCA cycle: fumarase deficiency, succinate dehydrogenase deficiency and α-ketoglutarate dehydrogenase deficiency.ConclusionThe results of simulations using the new model corresponded closely with phenotypic data under normal conditions and provided insight into the complicated and unintuitive phenotypes of the three disorders, including the effect of interventions that may be of therapeutic benefit, such as low glucose diets or amino acid supplements. The model offers the ability to investigate other mitochondrial disorders and can provide the framework for the integration of experimental data in future studies.

[1]  A Vassault,et al.  Alpha-ketoglutarate dehydrogenase deficiency presenting as congenital lactic acidosis. , 1992, The Journal of pediatrics.

[2]  U Ruotsalainen,et al.  Glucose-free fatty acid cycle operates in human heart and skeletal muscle in vivo. , 1992, The Journal of clinical investigation.

[3]  D T Whelan,et al.  Fumaric aciduria: a new organic aciduria, associated with mental retardation and speech impairment. , 1983, Clinica chimica acta; international journal of clinical chemistry.

[4]  A. Munnich,et al.  Biochemical investigations and immunoblot analyses of two unrelated patients with an isolated deficiency in complex II of the mitochondrial respiratory chain. , 1996, Biochemical and biophysical research communications.

[5]  Tullio Pozzan,et al.  Mitochondrial pH Monitored by a New Engineered Green Fluorescent Protein Mutant* , 2004, Journal of Biological Chemistry.

[6]  Arnold Munnich,et al.  A novel mutation in the dihydrolipoamide dehydrogenase E3 subunit gene (DLD) resulting in an atypical form of α‐ketoglutarate dehydrogenase deficiency , 2005, Human mutation.

[7]  D. Severson,et al.  Altered metabolism causes cardiac dysfunction in perfused hearts from diabetic (db/db) mice. , 2000, American journal of physiology. Endocrinology and metabolism.

[8]  Hugh D. Spence,et al.  Minimum information requested in the annotation of biochemical models (MIRIAM) , 2005, Nature Biotechnology.

[9]  H. M. Cochemé,et al.  Complex I Is the Major Site of Mitochondrial Superoxide Production by Paraquat* , 2008, Journal of Biological Chemistry.

[10]  Susumu Goto,et al.  KEGG for representation and analysis of molecular networks involving diseases and drugs , 2009, Nucleic Acids Res..

[11]  C R Bird,et al.  Fumaric aciduria: Clinical and imaging features , 2000, Annals of neurology.

[12]  H. Kacser,et al.  The molecular basis of dominance. , 1981, Genetics.

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

[14]  Hiroaki Kitano,et al.  The systems biology markup language (SBML): a medium for representation and exchange of biochemical network models , 2003, Bioinform..

[15]  J. Vance,et al.  Import of lipids into mitochondria. , 1997, Progress in lipid research.

[16]  Matthew D. Jankowski,et al.  Group contribution method for thermodynamic analysis of complex metabolic networks. , 2008, Biophysical journal.

[17]  Jens Frahm,et al.  Succinate in dystrophic white matter: A proton magnetic resonance spectroscopy finding characteristic for complex II deficiency , 2002, Annals of neurology.

[18]  R. M. Mills,et al.  Alterations of myocardial amino acid metabolism in chronic ischemic heart disease. , 1976, The Journal of clinical investigation.

[19]  T. Nielsen,et al.  Myocardial exchanges of glutamate, alanine and citrate in controls and patients with coronary artery disease. , 1983, Clinical science.

[20]  Thomas Bourgeron,et al.  Mutation of a nuclear succinate dehydrogenase gene results in mitochondrial respiratory chain deficiency , 1995, Nature Genetics.

[21]  P. Shannon,et al.  Cytoscape: a software environment for integrated models of biomolecular interaction networks. , 2003, Genome research.

[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]  Antje Chang,et al.  BRENDA, AMENDA and FRENDA the enzyme information system: new content and tools in 2009 , 2008, Nucleic Acids Res..

[24]  U. Langenbeck,et al.  A familial progressive neurodegenerative disease with 2-oxoglutaric aciduria , 1982, European Journal of Pediatrics.

[25]  A. Sherry,et al.  Effects of aminooxyacetate on glutamate compartmentation and TCA cycle kinetics in rat hearts. , 1998, American journal of physiology. Heart and circulatory physiology.

[26]  Harvey J. Greenberg,et al.  Reconstruction and Functional Characterization of the Human Mitochondrial Metabolic Network Based on Proteomic and Biochemical Data* , 2004, Journal of Biological Chemistry.

[27]  An-Ping Zeng,et al.  Reconstruction of metabolic networks from genome data and analysis of their global structure for various organisms , 2003, Bioinform..

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

[29]  Daniel A Beard,et al.  Extreme pathways and Kirchhoff's second law. , 2002, Biophysical journal.

[30]  William C Stanley,et al.  Myocardial substrate metabolism in the normal and failing heart. , 2005, Physiological reviews.

[31]  G. Paradies,et al.  Role of cardiolipin peroxidation and Ca2+ in mitochondrial dysfunction and disease. , 2009, Cell calcium.

[32]  Ferdinando Palmieri,et al.  The mitochondrial transporter family (SLC25): physiological and pathological implications , 2004, Pflügers Archiv.

[33]  Baris E. Suzek,et al.  The Universal Protein Resource (UniProt) in 2010 , 2009, Nucleic Acids Res..

[34]  Edmund R S Kunji,et al.  The role and structure of mitochondrial carriers , 2004, FEBS letters.

[35]  B. Palsson,et al.  Metabolic Flux Balancing: Basic Concepts, Scientific and Practical Use , 1994, Bio/Technology.

[36]  B. Palsson,et al.  Candidate Metabolic Network States in Human Mitochondria , 2005, Journal of Biological Chemistry.

[37]  Michael P. Murphy,et al.  How mitochondria produce reactive oxygen species , 2008, The Biochemical journal.

[38]  A. Munnich,et al.  Mutation of the fumarase gene in two siblings with progressive encephalopathy and fumarase deficiency. , 1994, The Journal of clinical investigation.

[39]  T. Bourgeron,et al.  Inborn errors of the Krebs cycle: a group of unusual mitochondrial diseases in human. , 1997, Biochimica et biophysica acta.

[40]  C. Des Rosiers,et al.  Profiling substrate fluxes in the isolated working mouse heart using 13C-labeled substrates: focusing on the origin and fate of pyruvate and citrate carbons. , 2004, American journal of physiology. Heart and circulatory physiology.

[41]  P. Divry,et al.  2-Ketoglutarate dehydrogenase deficiency, a rare cause of primary hyperlactataemia: Report of a new case , 1993, Journal of Inherited Metabolic Disease.

[42]  Anthony C. Smith,et al.  MitoMiner, an Integrated Database for the Storage and Analysis of Mitochondrial Proteomics Data , 2009, Molecular & Cellular Proteomics.

[43]  P. Bénit,et al.  Succinate dehydrogenase deficiency in human , 2005, Cellular and Molecular Life Sciences CMLS.

[44]  Kieran Clarke,et al.  The effect of hyperpolarized tracer concentration on myocardial uptake and metabolism , 2009, Magnetic resonance in medicine.

[45]  B O Palsson,et al.  Flux-balance analysis of mitochondrial energy metabolism: consequences of systemic stoichiometric constraints. , 2001, American journal of physiology. Regulatory, integrative and comparative physiology.

[46]  M H Rivner,et al.  Kearns‐Sayre syndrome and complex II deficiency , 1989, Neurology.

[47]  M. Rennie,et al.  Glutamine metabolism and transport in skeletal muscle and heart and their clinical relevance. , 1996, The Journal of nutrition.

[48]  H. Reichmann,et al.  Single muscle fibre analyses in 2 brothers with succinate dehydrogenase deficiency. , 1994, European neurology.

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

[50]  Masaru Tomita,et al.  A general computational model of mitochondrial metabolism in a whole organelle scale , 2004, Bioinform..

[51]  L. Medina-Kauwe,et al.  gamma-Aminobutyric acid (GABA) metabolism in mammalian neural and nonneural tissues. , 1995, Comparative biochemistry and physiology. Part A, Physiology.

[52]  H Rantala,et al.  Fumarase deficiency: two siblings with enlarged cerebral ventricles and polyhydramnios in utero. , 1992, Pediatrics.

[53]  Basil Künnecke,et al.  Non‐invasive measurements of myocardial carbon metabolism using in vivo 13C NMR spectroscopy , 2002, NMR in biomedicine.

[54]  M. Zeviani,et al.  Fumarase deficiency is an autosomal recessive encephalopathy affecting both the mitochondrial and the cytosolic enzymes , 1990, Neurology.

[55]  D. Severson,et al.  Glucose and fatty acid metabolism in the isolated working mouse heart. , 1999, American journal of physiology. Regulatory, integrative and comparative physiology.

[56]  Isabella Moroni,et al.  Effects of riboflavin in children with complex II deficiency , 2006, Brain and Development.

[57]  P. Karp,et al.  Computational prediction of human metabolic pathways from the complete human genome , 2004, Genome Biology.

[58]  María Martín,et al.  The Universal Protein Resource (UniProt) in 2010 , 2010 .

[59]  Emily Dimmer,et al.  The Gene Ontology Annotation (GOA) Database - An integrated resource of GO annotations to the UniProt Knowledgebase , 2003, Silico Biol..

[60]  A. Leslie,et al.  Bioenergetic cost of making an adenosine triphosphate molecule in animal mitochondria , 2010, Proceedings of the National Academy of Sciences.

[61]  Tonya M Phillips,et al.  Fumarate hydratase deficiency in monozygotic twins. , 2006, Pediatric neurology.

[62]  B. Robinson,et al.  Deficient fumarase activity in an infant with fumaricacidemia and its distribution between the different forms of the enzyme seen on isoelectric focusing. , 1987, American journal of human genetics.