Home LiteratureArticle Details
PMID: 20959003 Published · epublish English Journal Article Research Support, Non-U.S. Gov't

A detailed genome-wide reconstruction of mouse metabolism based on human Recon 1.

BMC systems biology ·Vol. 4 ·2010-10-19 ·Pages 140

Sigurdsson MI, Jamshidi N, Steingrimsson E, Thiele I, Palsson BØ

Abstract

Well-curated and validated network reconstructions are extremely valuable tools in systems biology. Detailed metabolic reconstructions of mammals have recently emerged, including human reconstructions. They raise the question if the various successful applications of microbial reconstructions can be replicated in complex organisms. We mapped the published, detailed reconstruction of human metabolism (Recon 1) to other mammals. By searching for genes homologous to Recon 1 genes within mammalian genomes, we were able to create draft metabolic reconstructions of five mammals, including the mouse. Each draft reconstruction was created in compartmentalized and non-compartmentalized version via two different approaches. Using gap-filling algorithms, we were able to produce all cellular components with three out of four versions of the mouse metabolic reconstruction. We finalized a functional model by iterative testing until it passed a predefined set of 260 validation tests. The reconstruction is the largest, most comprehensive mouse reconstruction to-date, accounting for 1,415 genes coding for 2,212 gene-associated reactions and 1,514 non-gene-associated reactions.We tested the mouse model for phenotype prediction capabilities. The majority of predicted essential genes were also essential in vivo. However, our non-tissue specific model was unable to predict gene essentiality for many of the metabolic genes shown to be essential in vivo. Our knockout simulation of the lipoprotein lipase gene correlated well with experimental results, suggesting that softer phenotypes can also be simulated. We have created a high-quality mouse genome-scale metabolic reconstruction, iMM1415 (Mus Musculus, 1415 genes). We demonstrate that the mouse model can be used to perform phenotype simulations, similar to models of microbe metabolism. Since the mouse is an important experimental organism, this model should become an essential tool for studying metabolic phenotypes in mice, including outcomes from drug screening.

MeSH Terms
Algorithms Animals Cattle Genome, Human/genetics Humans Lipoprotein Lipase/deficiency Metabolic Networks and Pathways/genetics Metabolomics/methods Mice/genetics,metabolism Models, Biological Phenotype Rats Reproducibility of Results Sequence Homology, Nucleic Acid
Chemicals
Lipoprotein Lipase
Authors & Affiliations
5 authors, click to expand affiliations / ORCID
Sigurdsson Martin I
Department of Biochemistry and Molecular Biology, Faculty of Medicine, University of Iceland, Reykjavik, Iceland.
Jamshidi Neema
Steingrimsson Eirikur
Thiele Ines
Palsson Bernhard Ø
References (66)
66 references, click to expand
  1. Distribution of orphan metabolic activities.
    Trends Biotechnol. 2007 Aug;25(8):343-8 PMID: 17580095
  2. Predicting metabolic biomarkers of human inborn errors of metabolism.
    Mol Syst Biol. 2009;5:263 PMID: 19401675
  3. A genome-scale metabolic reconstruction of Pseudomonas putida KT2440: iJN746 as a cell factory.
    BMC Syst Biol. 2008 Sep 16;2:79 PMID: 18793442
  4. Increased expression of aquaporin-3 in the epidermis of DHCR24 knockout mice.
    Br J Dermatol. 2008 Apr;158(4):679-84 PMID: 18241265
  5. Comparative Pathway Analyzer--a web server for comparative analysis, clustering and visualization of metabolic networks in multiple organisms.
    Nucleic Acids Res. 2008 Jul 1;36(Web Server issue):W433-7 PMID: 18539612
  6. The growing scope of applications of genome-scale metabolic reconstructions using Escherichia coli.
    Nat Biotechnol. 2008 Jun;26(6):659-67 PMID: 18536691
  7. Expression of tyrosinase gene in transgenic albino mice: the heritable patterned coat colors.
    Pigment Cell Res. 1992 Nov;5(5 Pt 2):300-3 PMID: 1292013
  8. Severe hypertriglyceridemia, reduced high density lipoprotein, and neonatal death in lipoprotein lipase knockout mice. Mild hypertriglyceridemia with impaired very low density lipoprotein clearance in heterozygotes.
    J Clin Invest. 1995 Dec;96(6):2555-68 PMID: 8675619
  9. Assignment of homology to genome sequences using a library of hidden Markov models that represent all proteins of known structure.
    J Mol Biol. 2001 Nov 2;313(4):903-19 PMID: 11697912
  10. Transgenic rescue of the tattered phenotype by using a BAC encoding Ebp.
    Mamm Genome. 2001 Apr;12(4):323-5 PMID: 11309666
  11. Disruption of the phosphatidylserine decarboxylase gene in mice causes embryonic lethality and mitochondrial defects.
    J Biol Chem. 2005 Dec 2;280(48):40032-40 PMID: 16192276
  12. Lathosterolosis: an inborn error of human and murine cholesterol synthesis due to lathosterol 5-desaturase deficiency.
    Hum Mol Genet. 2003 Jul 1;12(13):1631-41 PMID: 12812989
  13. MouseCyc: a curated biochemical pathways database for the laboratory mouse.
    Genome Biol. 2009;10(8):R84 PMID: 19682380
  14. Surprising roles of electrostatic interactions in DNA-ligand complexes.
    Biopolymers. 2003 May;69(1):87-99 PMID: 12717724
  15. The implications of human metabolic network topology for disease comorbidity.
    Proc Natl Acad Sci U S A. 2008 Jul 22;105(29):9880-5 PMID: 18599447
  16. Serine palmitoyl-CoA transferase (SPT) deficiency and sphingolipid levels in mice.
    Biochim Biophys Acta. 2005 Oct 15;1737(1):44-51 PMID: 16216550
  17. Genome-scale models of microbial cells: evaluating the consequences of constraints.
    Nat Rev Microbiol. 2004 Nov;2(11):886-97 PMID: 15494745
  18. A protocol for generating a high-quality genome-scale metabolic reconstruction.
    Nat Protoc. 2010 Jan;5(1):93-121 PMID: 20057383
  19. Computational prediction of human metabolic pathways from the complete human genome.
    Genome Biol. 2005;6(1):R2 PMID: 15642094
  20. Developmental expression pattern of the cholesterogenic enzyme NSDHL and negative selection of NSDHL-deficient cells in the heterozygous Bpa(1H)/+ mouse.
    Mol Genet Metab. 2009 Dec;98(4):356-66 PMID: 19631568
  21. Global reconstruction of the human metabolic network based on genomic and bibliomic data.
    Proc Natl Acad Sci U S A. 2007 Feb 6;104(6):1777-82 PMID: 17267599
  22. The Mouse Genome Database genotypes::phenotypes.
    Nucleic Acids Res. 2009 Jan;37(Database issue):D712-9 PMID: 18981050
  23. Mutations in the lipoprotein lipase gene associated with ischemic heart disease in men. The Copenhagen city heart study.
    Arterioscler Thromb Vasc Biol. 1999 Jun;19(6):1535-40 PMID: 10364086
  24. Comparison of cytochrome P450 (CYP) genes from the mouse and human genomes, including nomenclature recommendations for genes, pseudogenes and alternative-splice variants.
    Pharmacogenetics. 2004 Jan;14(1):1-18 PMID: 15128046
  25. The chemical genomic portrait of yeast: uncovering a phenotype for all genes.
    Science. 2008 Apr 18;320(5874):362-5 PMID: 18420932
  26. Mice deficient in cystathionine beta-synthase: animal models for mild and severe homocyst(e)inemia.
    Proc Natl Acad Sci U S A. 1995 Feb 28;92(5):1585-9 PMID: 7878023
  27. Reconstruction of metabolic pathways for the cattle genome.
    BMC Syst Biol. 2009 Mar 12;3:33 PMID: 19284618
  28. Candidate metabolic network states in human mitochondria. Impact of diabetes, ischemia, and diet.
    J Biol Chem. 2005 Mar 25;280(12):11683-95 PMID: 15572364
  29. Metabolic engineering of Escherichia coli for the production of L-valine based on transcriptome analysis and in silico gene knockout simulation.
    Proc Natl Acad Sci U S A. 2007 May 8;104(19):7797-802 PMID: 17463081
  30. A consensus yeast metabolic network reconstruction obtained from a community approach to systems biology.
    Nat Biotechnol. 2008 Oct;26(10):1155-60 PMID: 18846089
  31. Metabolic systems biology.
    FEBS Lett. 2009 Dec 17;583(24):3900-4 PMID: 19769971
  32. Quantitative prediction of cellular metabolism with constraint-based models: the COBRA Toolbox.
    Nat Protoc. 2007;2(3):727-38 PMID: 17406635
  33. Systems approach to refining genome annotation.
    Proc Natl Acad Sci U S A. 2006 Nov 14;103(46):17480-4 PMID: 17088549
  34. Database resources of the National Center for Biotechnology Information.
    Nucleic Acids Res. 2009 Jan;37(Database issue):D5-15 PMID: 18940862
  35. The Edinburgh human metabolic network reconstruction and its functional analysis.
    Mol Syst Biol. 2007;3:135 PMID: 17882155
  36. Missense mutation (Gly----Glu188) of human lipoprotein lipase imparting functional deficiency.
    J Biol Chem. 1990 Apr 5;265(10):5910-6 PMID: 1969408
  37. Examination of sequence homology between human chromosome 20 and the mouse genome: intense conservation of many genomic elements.
    Hum Genet. 2003 Jul;113(1):60-70 PMID: 12644935
  38. Three-dimensional structural view of the central metabolic network of Thermotoga maritima.
    Science. 2009 Sep 18;325(5947):1544-9 PMID: 19762644
  39. Chance and necessity in the evolution of minimal metabolic networks.
    Nature. 2006 Mar 30;440(7084):667-70 PMID: 16572170
  40. Orphan enzymes could be an unexplored reservoir of new drug targets.
    Drug Discov Today. 2006 Apr;11(7-8):300-5 PMID: 16580971
  41. Systems properties of the Haemophilus influenzae Rd metabolic genotype.
    J Biol Chem. 1999 Jun 18;274(25):17410-6 PMID: 10364169
  42. Genetic dissection of complex and quantitative traits: from fantasy to reality via a community effort.
    Mamm Genome. 2002 Apr;13(4):175-8 PMID: 11956758
  43. Partial rescue of neonatal lethality of Dhcr7 null mice by a nestin promoter-driven DHCR7 transgene expression.
    Brain Res Dev Brain Res. 2005 Apr 21;156(1):46-60 PMID: 15862627
  44. Comparison of fine-scale recombination rates in humans and chimpanzees.
    Science. 2005 Apr 1;308(5718):107-11 PMID: 15705809
  45. Striking homology between mouse and human transcription enhancer factor-1 (TEF-1).
    Nucleic Acids Res. 1993 Feb 11;21(3):747-8 PMID: 8441689
  46. DHCR24 gene knockout mice demonstrate lethal dermopathy with differentiation and maturation defects in the epidermis.
    J Invest Dermatol. 2006 Mar;126(3):638-47 PMID: 16410790
  47. Genome-scale modeling and in silico analysis of mouse cell metabolic network.
    Mol Biosyst. 2010 Jan;6(1):152-61 PMID: 20024077
  48. Mitochondrial NAD-dependent methylenetetrahydrofolate dehydrogenase-methenyltetrahydrofolate cyclohydrolase is essential for embryonic development.
    Mol Cell Biol. 2002 Jun;22(12):4158-66 PMID: 12024029
  49. Genome-scale network analysis of imprinted human metabolic genes.
    Epigenetics. 2009 Jan;4(1):43-6 PMID: 19218833
  50. Network-based prediction of human tissue-specific metabolism.
    Nat Biotechnol. 2008 Sep;26(9):1003-10 PMID: 18711341
  51. Modeling hybridoma cell metabolism using a generic genome-scale metabolic model of Mus musculus.
    Biotechnol Prog. 2005 Jan-Feb;21(1):112-21 PMID: 15903248
  52. Entrez Gene: gene-centered information at NCBI.
    Nucleic Acids Res. 2007 Jan;35(Database issue):D26-31 PMID: 17148475
  53. Targeted disruption of the mouse 3-phosphoglycerate dehydrogenase gene causes severe neurodevelopmental defects and results in embryonic lethality.
    J Biol Chem. 2004 Jan 30;279(5):3573-7 PMID: 14645240
  54. Initial sequencing and analysis of the human genome.
    Nature. 2001 Feb 15;409(6822):860-921 PMID: 11237011
  55. Systems biology of SNPs.
    Mol Syst Biol. 2006;2:38 PMID: 16820779
  56. Use of randomized sampling for analysis of metabolic networks.
    J Biol Chem. 2009 Feb 27;284(9):5457-61 PMID: 18940807
  57. GrowMatch: an automated method for reconciling in silico/in vivo growth predictions.
    PLoS Comput Biol. 2009 Mar;5(3):e1000308 PMID: 19282964
  58. Network analysis of intermediary metabolism using linear optimization. II. Interpretation of hybridoma cell metabolism.
    J Theor Biol. 1992 Feb 21;154(4):455-73 PMID: 1593897
  59. The effects of alternate optimal solutions in constraint-based genome-scale metabolic models.
    Metab Eng. 2003 Oct;5(4):264-76 PMID: 14642354
  60. What is flux balance analysis?
    Nat Biotechnol. 2010 Mar;28(3):245-8 PMID: 20212490
  61. Compartmentalization of the Edinburgh Human Metabolic Network.
    BMC Bioinformatics. 2010 Jul 22;11:393 PMID: 20649990
  62. Applications of genome-scale metabolic reconstructions.
    Mol Syst Biol. 2009;5:320 PMID: 19888215
  63. KEGG: kyoto encyclopedia of genes and genomes.
    Nucleic Acids Res. 2000 Jan 1;28(1):27-30 PMID: 10592173
  64. Peroxisomal multifunctional protein-2: the enzyme, the patients and the knockout mouse model.
    Biochim Biophys Acta. 2006 Sep;1761(9):973-94 PMID: 16766224
  65. On the reconstruction of the Mus musculus genome-scale metabolic network model.
    Genome Inform. 2008;21:89-100 PMID: 19425150
  66. Embryonic lethality and defective neural tube closure in mice lacking squalene synthase.
    J Biol Chem. 1999 Oct 22;274(43):30843-8 PMID: 10521476
Article Info
Journal
BMC systems biology
Abbr.
BMC Syst Biol
ISSN
1752-0509
Published
2010-10-19
Epub
2010-00-19
Pages
140
Language
English
Region
England
NLM ID
101301827
PMCID
PMC2978158
Subset
IM
Grants
NHLBI NIH HHS · T32 HL007089 · United States
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]