Home LiteratureArticle Details
PMID: 22885821 Published · ppublish English Journal Article Review

The use of metabolomics to dissect plant responses to abiotic stresses.

Cellular and molecular life sciences : CMLS ·Vol. 69 ·No. 19 ·2012-10-00 ·Pages 3225-43

Obata T, Fernie AR

Abstract

Plant metabolism is perturbed by various abiotic stresses. As such the metabolic network of plants must be reconfigured under stress conditions in order to allow both the maintenance of metabolic homeostasis and the production of compounds that ameliorate the stress. The recent development and adoption of metabolomics and systems biology approaches enable us not only to gain a comprehensive overview, but also a detailed analysis of crucial components of the plant metabolic response to abiotic stresses. In this review we introduce the analytical methods used for plant metabolomics and describe their use in studies related to the metabolic response to water, temperature, light, nutrient limitation, ion and oxidative stresses. Both similarity and specificity of the metabolic responses against diverse abiotic stress are evaluated using data available in the literature. Classically discussed stress compounds such as proline, γ-amino butyrate and polyamines are reviewed, and the widespread importance of branched chain amino acid metabolism under stress condition is discussed. Finally, where possible, mechanistic insights into metabolic regulatory processes are discussed.

MeSH Terms
Amino Acids, Branched-Chain/metabolism Chromatography, Liquid Electrophoresis, Capillary Gas Chromatography-Mass Spectrometry Iron/metabolism Light Magnetic Resonance Spectroscopy Metabolomics/methods Oxidative Stress Plants/metabolism Stress, Physiological Temperature Water
Chemicals
Amino Acids, Branched-Chain Water Iron
Authors & Affiliations
2 authors, click to expand affiliations / ORCID
Obata Toshihiro
Max Planck Institute of Molecular Plant Physiology, Potsdam-Golm, Germany.
Fernie Alisdair R
References (163)
163 references, click to expand
  1. Comparative functional genomics of salt stress in related model and cultivated plants identifies and overcomes limitations to translational genomics.
    PLoS One. 2011 Feb 14;6(2):e17094 PMID: 21347266
  2. On the discordance of metabolomics with proteomics and transcriptomics: coping with increasing complexity in logic, chemistry, and network interactions scientific correspondence.
    Plant Physiol. 2012 Mar;158(3):1139-45 PMID: 22253257
  3. Chemical chaperones regulate molecular chaperones in vitro and in cells under combined salt and heat stresses.
    J Biol Chem. 2001 Oct 26;276(43):39586-91 PMID: 11517217
  4. Protein degradation - an alternative respiratory substrate for stressed plants.
    Trends Plant Sci. 2011 Sep;16(9):489-98 PMID: 21684795
  5. Alteration of mitochondrial protein complexes in relation to metabolic regulation under short-term oxidative stress in Arabidopsis seedlings.
    Phytochemistry. 2011 Jul;72(10):1081-91 PMID: 21146842
  6. Trehalose and plant stress responses: friend or foe?
    Trends Plant Sci. 2010 Jul;15(7):409-17 PMID: 20494608
  7. Identification of the 2-hydroxyglutarate and isovaleryl-CoA dehydrogenases as alternative electron donors linking lysine catabolism to the electron transport chain of Arabidopsis mitochondria.
    Plant Cell. 2010 May;22(5):1549-63 PMID: 20501910
  8. Cell type-specific transcriptional profiling: implications for metabolite profiling.
    Plant J. 2012 Apr;70(1):5-17 PMID: 22449039
  9. Metabolomics for functional genomics, systems biology, and biotechnology.
    Annu Rev Plant Biol. 2010;61:463-89 PMID: 19152489
  10. Ascorbate peroxidase 1 plays a key role in the response of Arabidopsis thaliana to stress combination.
    J Biol Chem. 2008 Dec 5;283(49):34197-203 PMID: 18852264
  11. The secondary metabolism of Arabidopsis thaliana: growing like a weed.
    Curr Opin Plant Biol. 2005 Jun;8(3):308-16 PMID: 15860428
  12. Salinity stress adaptation competence in the extremophile Thellungiella halophila in comparison with its relative Arabidopsis thaliana.
    Plant J. 2005 Dec;44(5):826-39 PMID: 16297073
  13. CE-MS in metabolomics.
    Electrophoresis. 2009 Jan;30(1):276-91 PMID: 19107702
  14. Metabolic pathways involved in cold acclimation identified by integrated analysis of metabolites and transcripts regulated by DREB1A and DREB2A.
    Plant Physiol. 2009 Aug;150(4):1972-80 PMID: 19502356
  15. Mass spectrometry strategies in metabolomics.
    J Biol Chem. 2011 Jul 22;286(29):25435-42 PMID: 21632543
  16. Discrete event, multi-level simulation of metabolite channeling.
    Biosystems. 2004 Jul;75(1-3):29-41 PMID: 15245802
  17. Phosphorus stress in common bean: root transcript and metabolic responses.
    Plant Physiol. 2007 Jun;144(2):752-67 PMID: 17449651
  18. Plant metabolomics reveals conserved and divergent metabolic responses to salinity.
    Physiol Plant. 2008 Feb;132(2):209-19 PMID: 18251862
  19. Metabolic profiling reveals altered nitrogen nutrient regimes have diverse effects on the metabolism of hydroponically-grown tomato (Solanum lycopersicum) plants.
    J Exp Bot. 2005 Jan;56(410):309-21 PMID: 15596475
  20. The responses of Arabidopsis thaliana to cadmium exposure explored via metabolite profiling.
    Chemosphere. 2010 Feb;78(7):840-5 PMID: 20044121
  21. FiehnLib: mass spectral and retention index libraries for metabolomics based on quadrupole and time-of-flight gas chromatography/mass spectrometry.
    Anal Chem. 2009 Dec 15;81(24):10038-48 PMID: 19928838
  22. More from less: plant growth under limited water.
    Curr Opin Biotechnol. 2010 Apr;21(2):197-203 PMID: 20363612
  23. Effects of abiotic stress on plants: a systems biology perspective.
    BMC Plant Biol. 2011 Nov 17;11:163 PMID: 22094046
  24. Drought responses of leaf tissues from wheat cultivars of differing drought tolerance at the metabolite level.
    Mol Plant. 2012 Mar;5(2):418-29 PMID: 22207720
  25. Integration of transcriptomics and metabolomics for understanding of global responses to nutritional stresses in Arabidopsis thaliana.
    Proc Natl Acad Sci U S A. 2004 Jul 6;101(27):10205-10 PMID: 15199185
  26. Transcriptomic and metabolomic shifts in rice roots in response to Cr (VI) stress.
    BMC Genomics. 2010 Nov 20;11:648 PMID: 21092124
  27. Enhancement of tolerance of abiotic stress by metabolic engineering of betaines and other compatible solutes.
    Curr Opin Plant Biol. 2002 Jun;5(3):250-7 PMID: 11960744
  28. Decrease in manganese superoxide dismutase leads to reduced root growth and affects tricarboxylic acid cycle flux and mitochondrial redox homeostasis.
    Plant Physiol. 2008 May;147(1):101-14 PMID: 18337490
  29. Proline accumulation in plants: a review.
    Amino Acids. 2008 Nov;35(4):753-9 PMID: 18379856
  30. Complexes of sequential metabolic enzymes.
    Annu Rev Biochem. 1987;56:89-124 PMID: 2441660
  31. Photosynthesis and metabolism interact during acclimation of Arabidopsis thaliana to high irradiance and sulphur depletion.
    Plant Cell Environ. 2010 Nov;33(11):1974-88 PMID: 20573050
  32. Metabolomics integrated with transcriptomics: assessing systems response to sulfur-deficiency stress.
    Physiol Plant. 2008 Feb;132(2):190-8 PMID: 18251860
  33. ASD: a comprehensive database of allosteric proteins and modulators.
    Nucleic Acids Res. 2011 Jan;39(Database issue):D663-9 PMID: 21051350
  34. Metabolic and phenotypic responses of greenhouse-grown maize hybrids to experimentally controlled drought stress.
    Mol Plant. 2012 Mar;5(2):401-17 PMID: 22180467
  35. Glycolysis and the tricarboxylic acid cycle are linked by alanine aminotransferase during hypoxia induced by waterlogging of Lotus japonicus.
    Plant Physiol. 2010 Mar;152(3):1501-13 PMID: 20089769
  36. When defense pathways collide. The response of Arabidopsis to a combination of drought and heat stress.
    Plant Physiol. 2004 Apr;134(4):1683-96 PMID: 15047901
  37. Metabolite profiling: from diagnostics to systems biology.
    Nat Rev Mol Cell Biol. 2004 Sep;5(9):763-9 PMID: 15340383
  38. The metabolic response of heterotrophic Arabidopsis cells to oxidative stress.
    Plant Physiol. 2007 Jan;143(1):312-25 PMID: 17122072
  39. The relationship between metal toxicity and cellular redox imbalance.
    Trends Plant Sci. 2009 Jan;14(1):43-50 PMID: 19070530
  40. The future of metabolic phytochemistry: larger numbers of metabolites, higher resolution, greater understanding.
    Phytochemistry. 2007 Nov-Dec;68(22-24):2861-80 PMID: 17804028
  41. Cell identity mediates the response of Arabidopsis roots to abiotic stress.
    Science. 2008 May 16;320(5878):942-5 PMID: 18436742
  42. Coordination of carbon supply and plant growth.
    Plant Cell Environ. 2007 Sep;30(9):1126-49 PMID: 17661751
  43. The function of trehalose biosynthesis in plants.
    Phytochemistry. 2002 Jul;60(5):437-40 PMID: 12052507
  44. S-glutathionylation in protein redox regulation.
    Free Radic Biol Med. 2007 Sep 15;43(6):883-98 PMID: 17697933
  45. Integrative functional genomics of salt acclimatization in the model legume Lotus japonicus.
    Plant J. 2008 Mar;53(6):973-87 PMID: 18047558
  46. Multilevel analysis of primary metabolism provides new insights into the role of potassium nutrition for glycolysis and nitrogen assimilation in Arabidopsis roots.
    Plant Physiol. 2009 Jun;150(2):772-85 PMID: 19346439
  47. The cell and developmental biology of alkaloid biosynthesis.
    Trends Plant Sci. 2000 Apr;5(4):168-73 PMID: 10740298
  48. Recommendations for reporting metabolite data.
    Plant Cell. 2011 Jul;23(7):2477-82 PMID: 21771932
  49. Temporal responses of transcripts, enzyme activities and metabolites after adding sucrose to carbon-deprived Arabidopsis seedlings.
    Plant J. 2007 Feb;49(3):463-91 PMID: 17217462
  50. Metabolite fingerprinting and profiling in plants using NMR.
    J Exp Bot. 2005 Jan;56(410):255-65 PMID: 15520026
  51. Exploring the temperature-stress metabolome of Arabidopsis.
    Plant Physiol. 2004 Dec;136(4):4159-68 PMID: 15557093
  52. Developmental stage specificity and the role of mitochondrial metabolism in the response of Arabidopsis leaves to prolonged mild osmotic stress.
    Plant Physiol. 2010 Jan;152(1):226-44 PMID: 19906889
  53. Survival and growth of Arabidopsis plants given limited water are not equal.
    Nat Biotechnol. 2011 Mar;29(3):212-4 PMID: 21390020
  54. Use of reverse-phase liquid chromatography, linked to tandem mass spectrometry, to profile the Calvin cycle and other metabolic intermediates in Arabidopsis rosettes at different carbon dioxide concentrations.
    Plant J. 2009 Sep;59(5):826-39 PMID: 19453453
  55. Web-based resources for mass-spectrometry-based metabolomics: a user's guide.
    Phytochemistry. 2009 Mar;70(4):450-6 PMID: 19285697
  56. Sugar signals and molecular networks controlling plant growth.
    Curr Opin Plant Biol. 2010 Jun;13(3):274-9 PMID: 20056477
  57. Elucidation of gene-to-gene and metabolite-to-gene networks in arabidopsis by integration of metabolomics and transcriptomics.
    J Biol Chem. 2005 Jul 8;280(27):25590-5 PMID: 15866872
  58. Reconstitution of the entry point of plant phenylpropanoid metabolism in yeast (Saccharomyces cerevisiae): implications for control of metabolic flux into the phenylpropanoid pathway.
    J Biol Chem. 2004 Jan 23;279(4):2600-7 PMID: 14607837
  59. The integrated analysis of metabolic and protein interaction networks reveals novel molecular organizing principles.
    BMC Syst Biol. 2008 Nov 25;2:100 PMID: 19032748
  60. Integrative gene-metabolite network with implemented causality deciphers informational fluxes of sulphur stress response.
    J Exp Bot. 2005 Jul;56(417):1887-96 PMID: 15911562
  61. Combining genomics, metabolome analysis, and biochemical modelling to understand metabolic networks.
    Comp Funct Genomics. 2001;2(3):155-68 PMID: 18628911
  62. Metabolic recovery of Arabidopsis thaliana roots following cessation of oxidative stress.
    Metabolomics. 2012 Feb;8(1):143-153 PMID: 22279429
  63. Photosynthetic acclimation: state transitions and adjustment of photosystem stoichiometry--functional relationships between short-term and long-term light quality acclimation in plants.
    FEBS J. 2008 Mar;275(6):1080-8 PMID: 18318835
  64. Transcriptional repression by AtMYB4 controls production of UV-protecting sunscreens in Arabidopsis.
    EMBO J. 2000 Nov 15;19(22):6150-61 PMID: 11080161
  65. Na+ tolerance and Na+ transport in higher plants.
    Ann Bot. 2003 Apr;91(5):503-27 PMID: 12646496
  66. Cold-induced freezing tolerance in Arabidopsis.
    Plant Physiol. 1999 Jun;120(2):391-400 PMID: 10364390
  67. Comprehensive hormone profiling in developing Arabidopsis seeds: examination of the site of ABA biosynthesis, ABA transport and hormone interactions.
    Plant Cell Physiol. 2010 Dec;51(12):1988-2001 PMID: 20959378
  68. Overdominant quantitative trait loci for yield and fitness in tomato.
    Proc Natl Acad Sci U S A. 2006 Aug 29;103(35):12981-6 PMID: 16938842
  69. Integration of metabolomic and proteomic phenotypes: analysis of data covariance dissects starch and RFO metabolism from low and high temperature compensation response in Arabidopsis thaliana.
    Mol Cell Proteomics. 2008 Sep;7(9):1725-36 PMID: 18445580
  70. Adjustment of growth and central metabolism to a mild but sustained nitrogen-limitation in Arabidopsis.
    Plant Cell Environ. 2009 Mar;32(3):300-18 PMID: 19054347
  71. Revealing metabolic phenotypes in plants: inputs from NMR analysis.
    Biol Rev Camb Philos Soc. 2005 Feb;80(1):27-43 PMID: 15727037
  72. Transcript and metabolite profiling during cold acclimation of Arabidopsis reveals an intricate relationship of cold-regulated gene expression with modifications in metabolite content.
    Plant J. 2007 Jun;50(6):967-81 PMID: 17461790
  73. Interaction with diurnal and circadian regulation results in dynamic metabolic and transcriptional changes during cold acclimation in Arabidopsis.
    PLoS One. 2010 Nov 23;5(11):e14101 PMID: 21124901
  74. Cyclic, pseudocyclic and noncyclic photophosphorylation: new links in the chain.
    Trends Plant Sci. 2003 Jan;8(1):15-9 PMID: 12523995
  75. Elevated UV-B radiation reduces genome stability in plants.
    Nature. 2000 Jul 6;406(6791):98-101 PMID: 10894550
  76. Chemical derivatization and mass spectral libraries in metabolic profiling by GC/MS and LC/MS/MS.
    J Exp Bot. 2005 Jan;56(410):219-43 PMID: 15618298
  77. Flux an important, but neglected, component of functional genomics.
    Curr Opin Plant Biol. 2005 Apr;8(2):174-82 PMID: 15752998
  78. Application of NMR in plant metabolomics: techniques, problems and prospects.
    Phytochem Anal. 2010 Jan-Feb;21(1):14-21 PMID: 19904731
  79. Galactinol and raffinose constitute a novel function to protect plants from oxidative damage.
    Plant Physiol. 2008 Jul;147(3):1251-63 PMID: 18502973
  80. Transcript and metabolite profiling of the adaptive response to mild decreases in oxygen concentration in the roots of arabidopsis plants.
    Ann Bot. 2009 Jan;103(2):269-80 PMID: 18660497
  81. Proteomic and selected metabolite analysis of grape berry tissues under well-watered and water-deficit stress conditions.
    Proteomics. 2009 May;9(9):2503-28 PMID: 19343710
  82. UPLC-MS-based metabolite analysis in tomato.
    Methods Mol Biol. 2012;860:129-44 PMID: 22351175
  83. Metabolome analysis by capillary electrophoresis-mass spectrometry.
    J Chromatogr A. 2007 Oct 19;1168(1-2):237-46; discussion 236 PMID: 17376458
  84. Water: the invisible problem. Access to fresh water is considered to be a universal and free human right, but dwindling resources and a burgeoning population are increasing its economic value.
    EMBO Rep. 2009 Jul;10(7):671-6 PMID: 19543229
  85. Metabolic fingerprinting of salt-stressed tomatoes.
    Phytochemistry. 2003 Mar;62(6):919-28 PMID: 12590119
  86. Comparative ionomics and metabolomics in extremophile and glycophytic Lotus species under salt stress challenge the metabolic pre-adaptation hypothesis.
    Plant Cell Environ. 2011 Apr;34(4):605-17 PMID: 21251019
  87. Genome-wide reprogramming of metabolism and regulatory networks of Arabidopsis in response to phosphorus.
    Plant Cell Environ. 2007 Jan;30(1):85-112 PMID: 17177879
  88. Phytochromes and light signal perception by plants--an emerging synthesis.
    Nature. 2000 Oct 5;407(6804):585-91 PMID: 11034200
  89. Capillary electrophoresis method for the analysis of inorganic anions, organic acids, amino acids, nucleotides, carbohydrates and other anionic compounds.
    Electrophoresis. 2001 Oct;22(16):3418-25 PMID: 11669520
  90. Glycinebetaine protects plants against abiotic stress: mechanisms and biotechnological applications.
    Plant Cell Environ. 2011 Jan;34(1):1-20 PMID: 20946588
  91. Dynamic plastid redox signals integrate gene expression and metabolism to induce distinct metabolic states in photosynthetic acclimation in Arabidopsis.
    Plant Cell. 2009 Sep;21(9):2715-32 PMID: 19737978
  92. Metabolome analysis of response to oxidative stress in rice suspension cells overexpressing cell death suppressor Bax inhibitor-1.
    Plant Cell Physiol. 2010 Jan;51(1):9-20 PMID: 19919949
  93. KNApSAcK family databases: integrated metabolite-plant species databases for multifaceted plant research.
    Plant Cell Physiol. 2012 Feb;53(2):e1 PMID: 22123792
  94. GMD@CSB.DB: the Golm Metabolome Database.
    Bioinformatics. 2005 Apr 15;21(8):1635-8 PMID: 15613389
  95. Integrative analysis of transcriptomic and proteomic data: challenges, solutions and applications.
    Crit Rev Biotechnol. 2007 Apr-Jun;27(2):63-75 PMID: 17578703
  96. Allosteric regulation and catalysis emerge via a common route.
    Nat Chem Biol. 2008 Aug;4(8):474-82 PMID: 18641628
  97. Enzymes, metabolites and fluxes.
    J Exp Bot. 2005 Jan;56(410):267-72 PMID: 15545297
  98. Characterization of the ABA-regulated global responses to dehydration in Arabidopsis by metabolomics.
    Plant J. 2009 Mar;57(6):1065-78 PMID: 19036030
  99. Molecular basis of plant cold acclimation: insights gained from studying the CBF cold response pathway.
    Plant Physiol. 2010 Oct;154(2):571-7 PMID: 20921187
  100. Analysis of a range of catabolic mutants provides evidence that phytanoyl-coenzyme A does not act as a substrate of the electron-transfer flavoprotein/electron-transfer flavoprotein:ubiquinone oxidoreductase complex in Arabidopsis during dark-induced senescence.
    Plant Physiol. 2011 Sep;157(1):55-69 PMID: 21788362
  101. A prominent role for the CBF cold response pathway in configuring the low-temperature metabolome of Arabidopsis.
    Proc Natl Acad Sci U S A. 2004 Oct 19;101(42):15243-8 PMID: 15383661
  102. Sugar sensing and signaling in plants: conserved and novel mechanisms.
    Annu Rev Plant Biol. 2006;57:675-709 PMID: 16669778
  103. The mitochondrial electron transfer flavoprotein complex is essential for survival of Arabidopsis in extended darkness.
    Plant J. 2006 Sep;47(5):751-60 PMID: 16923016
  104. Metal ion-inducing metabolite accumulation in Brassica rapa.
    J Plant Physiol. 2008 Sep 29;165(14):1429-37 PMID: 18541336
  105. Metabolomics for plant stress response.
    Physiol Plant. 2008 Feb;132(2):199-208 PMID: 18251861
  106. Genes and salt tolerance: bringing them together.
    New Phytol. 2005 Sep;167(3):645-63 PMID: 16101905
  107. Mechanisms underlying plant resilience to water deficits: prospects for water-saving agriculture.
    J Exp Bot. 2004 Nov;55(407):2365-84 PMID: 15475377
  108. In vivo 13C NMR metabolite profiling: potential for understanding and assessing conifer seed quality.
    J Exp Bot. 2005 Aug;56(418):2253-65 PMID: 15996983
  109. The critical role of Arabidopsis electron-transfer flavoprotein:ubiquinone oxidoreductase during dark-induced starvation.
    Plant Cell. 2005 Sep;17(9):2587-600 PMID: 16055629
  110. Advances of high-resolution NMR techniques in the structural and metabolic analysis of plant biochemistry.
    Phytochemistry. 2007 Nov-Dec;68(22-24):2799-815 PMID: 18023829
  111. Drought, metabolites, and Arabidopsis natural variation: a promising combination for understanding adaptation to water-limited environments.
    Curr Opin Plant Biol. 2011 Jun;14(3):240-5 PMID: 21561798
  112. Gene expression and metabolite profiling of Populus euphratica growing in the Negev desert.
    Genome Biol. 2005;6(12):R101 PMID: 16356264
  113. Prediction of metabolite identity from accurate mass, migration time prediction and isotopic pattern information in CE-TOFMS data.
    Electrophoresis. 2010 Jul;31(14):2311-8 PMID: 20568260
  114. Multilevel genomics analysis of carbon signalling during low carbon availability: coordinating the supply and utilisation of carbon in a fluctuating environment.
    Funct Plant Biol. 2007 Jun;34(6):526-549 PMID: 32689382
  115. Interdependence of threonine, methionine and isoleucine metabolism in plants: accumulation and transcriptional regulation under abiotic stress.
    Amino Acids. 2010 Oct;39(4):933-47 PMID: 20186554
  116. GABA in plants: just a metabolite?
    Trends Plant Sci. 2004 Mar;9(3):110-5 PMID: 15003233
  117. Proteomics approaches to understand protein phosphorylation in pathway modulation.
    Curr Opin Plant Biol. 2010 Jun;13(3):280-87 PMID: 20097120
  118. Construction and maintenance of the optimal photosynthetic systems of the leaf, herbaceous plant and tree: an eco-developmental treatise.
    Ann Bot. 2005 Feb;95(3):507-19 PMID: 15598701
  119. Additional role of O-acetylserine as a sulfur status-independent regulator during plant growth.
    Plant J. 2012 May;70(4):666-77 PMID: 22243437
  120. The metabolic response of Arabidopsis roots to oxidative stress is distinct from that of heterotrophic cells in culture and highlights a complex relationship between the levels of transcripts, metabolites, and flux.
    Mol Plant. 2009 May;2(3):390-406 PMID: 19825624
  121. 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
  122. Two transcription factors, DREB1 and DREB2, with an EREBP/AP2 DNA binding domain separate two cellular signal transduction pathways in drought- and low-temperature-responsive gene expression, respectively, in Arabidopsis.
    Plant Cell. 1998 Aug;10(8):1391-406 PMID: 9707537
  123. Oxidative modifications to cellular components in plants.
    Annu Rev Plant Biol. 2007;58:459-81 PMID: 17288534
  124. Applying in-silico retention index and mass spectra matching for identification of unknown metabolites in accurate mass GC-TOF mass spectrometry.
    Anal Chem. 2011 Aug 1;83(15):5895-902 PMID: 21678983
  125. High-density kinetic analysis of the metabolomic and transcriptomic response of Arabidopsis to eight environmental conditions.
    Plant J. 2011 Sep;67(5):869-84 PMID: 21575090
  126. A liquid chromatography-mass spectrometry-based metabolome database for tomato.
    Plant Physiol. 2006 Aug;141(4):1205-18 PMID: 16896233
  127. Metabolome and water status phenotyping of Arabidopsis under abiotic stress cues reveals new insight into ESK1 function.
    Plant Cell Environ. 2009 Feb;32(2):95-108 PMID: 19054354
  128. Metabolic channeling in plants.
    Annu Rev Plant Biol. 2004;55:85-107 PMID: 15725058
  129. Gradual soil water depletion results in reversible changes of gene expression, protein profiles, ecophysiology, and growth performance in Populus euphratica, a poplar growing in arid regions.
    Plant Physiol. 2007 Feb;143(2):876-92 PMID: 17158588
  130. CE-MS for metabolomics: Developments and applications in the period 2008-2010.
    Electrophoresis. 2011 Jan;32(1):52-65 PMID: 21171113
  131. Transcriptional and metabolic programs following exposure of plants to UV-B irradiation.
    Plant Signal Behav. 2011 Dec;6(12):1987-92 PMID: 22112450
  132. Glycolytic enzymes associate dynamically with mitochondria in response to respiratory demand and support substrate channeling.
    Plant Cell. 2007 Nov;19(11):3723-38 PMID: 17981998
  133. Tools for high-spatial and temporal-resolution analysis of environmental responses in plants.
    Biotechnol Lett. 2010 Oct;32(10):1361-71 PMID: 20502944
  134. Gas chromatography mass spectrometry-based metabolite profiling in plants.
    Nat Protoc. 2006;1(1):387-96 PMID: 17406261
  135. Applications of metabolomics in agriculture.
    J Agric Food Chem. 2006 Nov 29;54(24):8984-94 PMID: 17117782
  136. Water and salinity stress in grapevines: early and late changes in transcript and metabolite profiles.
    Funct Integr Genomics. 2007 Apr;7(2):111-34 PMID: 17136344
  137. Amino acid profiling in plant cell cultures: an inter-laboratory comparison of CE-MS and GC-MS.
    Electrophoresis. 2007 May;28(9):1371-9 PMID: 17377946
  138. GC-MS libraries for the rapid identification of metabolites in complex biological samples.
    FEBS Lett. 2005 Feb 28;579(6):1332-7 PMID: 15733837
  139. Metabolome and water homeostasis analysis of Thellungiella salsuginea suggests that dehydration tolerance is a key response to osmotic stress in this halophyte.
    Plant J. 2010 Oct;64(2):215-29 PMID: 21070405
  140. Macromolecular interactions: tracing the roots.
    Trends Biochem Sci. 2000 Mar;25(3):150-3 PMID: 10694888
  141. A reassessment of the function of the so-called compatible solutes in the halophytic plumbaginaceae Limonium latifolium.
    Plant Physiol. 2007 Jul;144(3):1598-611 PMID: 17468212
  142. Systems rebalancing of metabolism in response to sulfur deprivation, as revealed by metabolome analysis of Arabidopsis plants.
    Plant Physiol. 2005 May;138(1):304-18 PMID: 15834012
  143. Integrative profiling of metabolites and proteins: improving pattern recognition and biomarker selection for systems level approaches.
    Methods Mol Biol. 2007;358:57-75 PMID: 17035680
  144. Quantitative transcriptomic analysis of abscisic acid-induced and reactive oxygen species-dependent expression changes and proteomic profiling in Arabidopsis suspension cells.
    Plant J. 2011 Jul;67(1):105-18 PMID: 21426425
  145. A top-down systems biology view of microbiome-mammalian metabolic interactions in a mouse model.
    Mol Syst Biol. 2007;3:112 PMID: 17515922
  146. Metabolomic and transcriptomic stress response of Escherichia coli.
    Mol Syst Biol. 2010 May 11;6:364 PMID: 20461071
  147. Abiotic stress, the field environment and stress combination.
    Trends Plant Sci. 2006 Jan;11(1):15-9 PMID: 16359910
  148. Metabolism and functions of gamma-aminobutyric acid.
    Trends Plant Sci. 1999 Nov;4(11):446-452 PMID: 10529826
  149. Metabolome variability in crop plant species--when, where, how much and so what?
    Regul Toxicol Pharmacol. 2010 Dec;58(3 Suppl):S54-61 PMID: 20627114
  150. Natural genetic variation of freezing tolerance in Arabidopsis.
    Plant Physiol. 2006 Sep;142(1):98-112 PMID: 16844837
  151. The CBFs: three arabidopsis transcription factors to cold acclimate.
    Plant Sci. 2011 Jan;180(1):3-11 PMID: 21421341
  152. Time-course metabolic profiling in Arabidopsis thaliana cell cultures after salt stress treatment.
    J Exp Bot. 2007;58(3):415-24 PMID: 17118972
  153. S-Nitrosylation in plants: pattern and function.
    J Proteomics. 2009 Nov 2;73(1):1-9 PMID: 19619680
  154. From measurements of metabolites to metabolomics: an 'on the fly' perspective illustrated by recent studies of carbon-nitrogen interactions.
    Curr Opin Biotechnol. 2003 Apr;14(2):136-44 PMID: 12732314
  155. An introduction to liquid chromatography-mass spectrometry instrumentation applied in plant metabolomic analyses.
    Phytochem Anal. 2010 Jan-Feb;21(1):33-47 PMID: 19927296
  156. Substrate channeling.
    Methods. 1999 Oct;19(2):306-21 PMID: 10527733
  157. 13C isotope-labeled metabolomes allowing for improved compound annotation and relative quantification in liquid chromatography-mass spectrometry-based metabolomic research.
    Anal Chem. 2009 Aug 1;81(15):6546-51 PMID: 19588932
  158. Metabolomics reveals comprehensive reprogramming involving two independent metabolic responses of Arabidopsis to UV-B light.
    Plant J. 2011 Jul;67(2):354-69 PMID: 21466600
  159. Global changes in the transcript and metabolic profiles during symbiotic nitrogen fixation in phosphorus-stressed common bean plants.
    Plant Physiol. 2009 Nov;151(3):1221-38 PMID: 19755543
  160. Metabolon formation and metabolic channeling in the biosynthesis of plant natural products.
    Curr Opin Plant Biol. 2005 Jun;8(3):280-91 PMID: 15860425
  161. Metabolite profiling reveals distinct changes in carbon and nitrogen metabolism in phosphate-deficient barley plants (Hordeum vulgare L.).
    Plant Cell Physiol. 2008 May;49(5):691-703 PMID: 18344526
  162. Global transcript levels respond to small changes of the carbon status during progressive exhaustion of carbohydrates in Arabidopsis rosettes.
    Plant Physiol. 2008 Apr;146(4):1834-61 PMID: 18305208
  163. Metabolic profiling of Arabidopsis thaliana epidermal cells.
    J Exp Bot. 2010 Mar;61(5):1321-35 PMID: 20150518
Article Info
Journal
Cellular and molecular life sciences : CMLS
Abbr.
Cell Mol Life Sci
ISSN
1420-9071
Published
2012-10-00
Epub
2012-00-12
Pages
3225-43
Language
English
Region
Switzerland
NLM ID
9705402
PMCID
PMC3437017
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: product@genelibs.com