Home LiteratureArticle Details
PMID: 22184215 Published · ppublish English Journal Article Research Support, Non-U.S. Gov't

Reconstruction of Arabidopsis metabolic network models accounting for subcellular compartmentalization and tissue-specificity.

Mintz-Oron S, Meir S, Malitsky S, Ruppin E, Aharoni A, Shlomi T

Abstract

Plant metabolic engineering is commonly used in the production of functional foods and quality trait improvement. However, to date, computational model-based approaches have only been scarcely used in this important endeavor, in marked contrast to their prominent success in microbial metabolic engineering. In this study we present a computational pipeline for the reconstruction of fully compartmentalized tissue-specific models of Arabidopsis thaliana on a genome scale. This reconstruction involves automatic extraction of known biochemical reactions in Arabidopsis for both primary and secondary metabolism, automatic gap-filling, and the implementation of methods for determining subcellular localization and tissue assignment of enzymes. The reconstructed tissue models are amenable for constraint-based modeling analysis, and significantly extend upon previous model reconstructions. A set of computational validations (i.e., cross-validation tests, simulations of known metabolic functionalities) and experimental validations (comparison with experimental metabolomics datasets under various compartments and tissues) strongly testify to the predictive ability of the models. The utility of the derived models was demonstrated in the prediction of measured fluxes in metabolically engineered seed strains and the design of genetic manipulations that are expected to increase vitamin E content, a significant nutrient for human health. Overall, the reconstructed tissue models are expected to lay down the foundations for computational-based rational design of plant metabolic engineering. The reconstructed compartmentalized Arabidopsis tissue models are MIRIAM-compliant and are available upon request.

MeSH Terms
Arabidopsis/genetics,metabolism Cell Compartmentation Genome, Plant/genetics Metabolic Networks and Pathways Models, Biological Organ Specificity Reproducibility of Results Subcellular Fractions Terpenes/metabolism
Chemicals
Terpenes
Authors & Affiliations
6 authors, click to expand affiliations / ORCID
Mintz-Oron Shira
Department of Plant Sciences, Weizmann Institute of Science, Rehovot 76100, Israel.
Meir Sagit
Malitsky Sergey
Ruppin Eytan
Aharoni Asaph
Shlomi Tomer
References (44)
44 references, click to expand
  1. 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
  2. Secondary metabolites influence Arabidopsis/Botrytis interactions: variation in host production and pathogen sensitivity.
    Plant J. 2005 Oct;44(1):25-36 PMID: 16167893
  3. Colors in the dark: a model for the regulation of carotenoid biosynthesis in etioplasts.
    Plant Signal Behav. 2009 Oct;4(10):965-7 PMID: 19826226
  4. AraPerox. A database of putative Arabidopsis proteins from plant peroxisomes.
    Plant Physiol. 2004 Sep;136(1):2587-608 PMID: 15333753
  5. SUBA: the Arabidopsis Subcellular Database.
    Nucleic Acids Res. 2007 Jan;35(Database issue):D213-8 PMID: 17071959
  6. Compartmentation in plant metabolism.
    J Exp Bot. 2007;58(1):35-47 PMID: 17030538
  7. Analysis of optimality in natural and perturbed metabolic networks.
    Proc Natl Acad Sci U S A. 2002 Nov 12;99(23):15112-7 PMID: 12415116
  8. Metabolic flux analysis in plants: from intelligent design to rational engineering.
    Annu Rev Plant Biol. 2008;59:625-50 PMID: 18257707
  9. KEGG: kyoto encyclopedia of genes and genomes.
    Nucleic Acids Res. 2000 Jan 1;28(1):27-30 PMID: 10592173
  10. Discovery of ubiquinone (coenzyme Q) and an overview of function.
    Mitochondrion. 2007 Jun;7 Suppl:S2-7 PMID: 17446142
  11. Analysis of metabolic flux phenotypes for two Arabidopsis mutants with severe impairment in seed storage lipid synthesis.
    Plant Physiol. 2009 Nov;151(3):1617-34 PMID: 19755540
  12. Lysine catabolism, an effective versatile regulator of lysine level in plants.
    Amino Acids. 2006 Mar;30(2):121-5 PMID: 16525756
  13. The plant ER-Golgi interface: a highly structured and dynamic membrane complex.
    J Exp Bot. 2007;58(1):49-64 PMID: 16990376
  14. A protocol for generating a high-quality genome-scale metabolic reconstruction.
    Nat Protoc. 2010 Jan;5(1):93-121 PMID: 20057383
  15. Phytoene synthase activity controls the biosynthesis of carotenoids and the supply of their metabolic precursors in dark-grown Arabidopsis seedlings.
    Plant J. 2009 Nov;60(3):424-35 PMID: 19594711
  16. Genome-scale proteomics reveals Arabidopsis thaliana gene models and proteome dynamics.
    Science. 2008 May 16;320(5878):938-41 PMID: 18436743
  17. A gene expression map of Arabidopsis thaliana development.
    Nat Genet. 2005 May;37(5):501-6 PMID: 15806101
  18. The biomass objective function.
    Curr Opin Microbiol. 2010 Jun;13(3):344-9 PMID: 20430689
  19. A topological map of the compartmentalized Arabidopsis thaliana leaf metabolome.
    PLoS One. 2011 Mar 15;6(3):e17806 PMID: 21423574
  20. The plastidial MEP pathway: unified nomenclature and resources.
    Trends Plant Sci. 2008 Dec;13(12):619-23 PMID: 18948055
  21. Minimum information requested in the annotation of biochemical models (MIRIAM).
    Nat Biotechnol. 2005 Dec;23(12):1509-15 PMID: 16333295
  22. The growing scope of applications of genome-scale metabolic reconstructions using Escherichia coli.
    Nat Biotechnol. 2008 Jun;26(6):659-67 PMID: 18536691
  23. Regulatory on/off minimization of metabolic flux changes after genetic perturbations.
    Proc Natl Acad Sci U S A. 2005 May 24;102(21):7695-700 PMID: 15897462
  24. Systematizing the generation of missing metabolic knowledge.
    Biotechnol Bioeng. 2010 Oct 15;107(3):403-12 PMID: 20589842
  25. Comparative analysis of the Arabidopsis and rice expressed sequence tag (EST) sets.
    In Silico Biol. 1999-2000;1(4):197-213 PMID: 11479934
  26. Dual labeling of metabolites for metabolome analysis (DLEMMA): A new approach for the identification and relative quantification of metabolites by means of dual isotope labeling and liquid chromatography-mass spectrometry.
    Anal Chem. 2009 Nov 15;81(22):9257-66 PMID: 19845344
  27. The plant biotin synthase reaction. Identification and characterization of essential mitochondrial accessory protein components.
    J Biol Chem. 2003 Jul 4;278(27):24966-75 PMID: 12714594
  28. Network-based prediction of metabolic enzymes' subcellular localization.
    Bioinformatics. 2009 Jun 15;25(12):i247-52 PMID: 19477995
  29. beta-Cyanoalanine synthase is a mitochondrial cysteine synthase-like protein in spinach and Arabidopsis.
    Plant Physiol. 2000 Jul;123(3):1163-71 PMID: 10889265
  30. AraCyc: a biochemical pathway database for Arabidopsis.
    Plant Physiol. 2003 Jun;132(2):453-60 PMID: 12805578
  31. Sites and regulation of auxin biosynthesis in Arabidopsis roots.
    Plant Cell. 2005 Apr;17(4):1090-104 PMID: 15772288
  32. High-throughput generation, optimization and analysis of genome-scale metabolic models.
    Nat Biotechnol. 2010 Sep;28(9):977-82 PMID: 20802497
  33. Organ-specific expression of brassinosteroid-biosynthetic genes and distribution of endogenous brassinosteroids in Arabidopsis.
    Plant Physiol. 2003 Jan;131(1):287-97 PMID: 12529536
  34. A genome-scale metabolic model of Arabidopsis and some of its properties.
    Plant Physiol. 2009 Nov;151(3):1570-81 PMID: 19755544
  35. Fruit-surface flavonoid accumulation in tomato is controlled by a SlMYB12-regulated transcriptional network.
    PLoS Genet. 2009 Dec;5(12):e1000777 PMID: 20019811
  36. Volatile science? Metabolic engineering of terpenoids in plants.
    Trends Plant Sci. 2005 Dec;10(12):594-602 PMID: 16290212
  37. Mutation analysis of violaxanthin de-epoxidase identifies substrate-binding sites and residues involved in catalysis.
    J Biol Chem. 2010 Jul 30;285(31):23763-70 PMID: 20507981
  38. Computational reconstruction of tissue-specific metabolic models: application to human liver metabolism.
    Mol Syst Biol. 2010 Sep 7;6:401 PMID: 20823844
  39. Group contribution method for thermodynamic analysis of complex metabolic networks.
    Biophys J. 2008 Aug;95(3):1487-99 PMID: 18645197
  40. Ureidoglycolate amidohydrolase from developing French bean fruits (Phaseolus vulgaris [L.].).
    Arch Biochem Biophys. 1991 May 15;287(1):151-9 PMID: 1910298
  41. AraGEM, a genome-scale reconstruction of the primary metabolic network in Arabidopsis.
    Plant Physiol. 2010 Feb;152(2):579-89 PMID: 20044452
  42. Optknock: a bilevel programming framework for identifying gene knockout strategies for microbial strain optimization.
    Biotechnol Bioeng. 2003 Dec 20;84(6):647-57 PMID: 14595777
  43. Elimination of thermodynamically infeasible loops in steady-state metabolic models.
    Biophys J. 2011 Feb 2;100(3):544-553 PMID: 21281568
  44. Reconstruction of metabolic networks from genome data and analysis of their global structure for various organisms.
    Bioinformatics. 2003 Jan 22;19(2):270-7 PMID: 12538249
Article Info
Journal
Proceedings of the National Academy of Sciences of the United States of America
Abbr.
Proc Natl Acad Sci U S A
ISSN
1091-6490
Published
2012-01-03
Epub
2011-00-19
Pages
339-44
Language
English
Region
United States
NLM ID
7505876
PMCID
PMC3252957
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]