Literature DB >> 15199185

Integration of transcriptomics and metabolomics for understanding of global responses to nutritional stresses in Arabidopsis thaliana.

Masami Yokota Hirai1, Mitsuru Yano, Dayan B Goodenowe, Shigehiko Kanaya, Tomoko Kimura, Motoko Awazuhara, Masanori Arita, Toru Fujiwara, Kazuki Saito.   

Abstract

Plant metabolism is a complex set of processes that produce a wide diversity of foods, woods, and medicines. With the genome sequences of Arabidopsis and rice in hands, postgenomics studies integrating all "omics" sciences can depict precise pictures of a whole-cellular process. Here, we present, to our knowledge, the first report of investigation for gene-to-metabolite networks regulating sulfur and nitrogen nutrition and secondary metabolism in Arabidopsis, with integration of metabolomics and transcriptomics. Transcriptome and metabolome analyses were carried out, respectively, with DNA macroarray and several chemical analytical methods, including ultra high-resolution Fourier transform-ion cyclotron MS. Mathematical analyses, including principal component analysis and batch-learning self-organizing map analysis of transcriptome and metabolome data suggested the presence of general responses to sulfur and nitrogen deficiencies. In addition, specific responses to either sulfur or nitrogen deficiency were observed in several metabolic pathways: in particular, the genes and metabolites involved in glucosinolate metabolism were shown to be coordinately modulated. Understanding such gene-to-metabolite networks in primary and secondary metabolism through integration of transcriptomics and metabolomics can lead to identification of gene function and subsequent improvement of production of useful compounds in plants.

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Year:  2004        PMID: 15199185      PMCID: PMC454188          DOI: 10.1073/pnas.0403218101

Source DB:  PubMed          Journal:  Proc Natl Acad Sci U S A        ISSN: 0027-8424            Impact factor:   11.205


  26 in total

1.  Metabolic profiling allows comprehensive phenotyping of genetically or environmentally modified plant systems.

Authors:  U Roessner; A Luedemann; D Brust; O Fiehn; T Linke; L Willmitzer; A Fernie
Journal:  Plant Cell       Date:  2001-01       Impact factor: 11.277

Review 2.  Regulation of sulfate transport and synthesis of sulfur-containing amino acids.

Authors:  K Saito
Journal:  Curr Opin Plant Biol       Date:  2000-06       Impact factor: 7.834

3.  Analysis of codon usage diversity of bacterial genes with a self-organizing map (SOM): characterization of horizontally transferred genes with emphasis on the E. coli O157 genome.

Authors:  S Kanaya; M Kinouchi; T Abe; Y Kudo; Y Yamada; T Nishi; H Mori; T Ikemura
Journal:  Gene       Date:  2001-10-03       Impact factor: 3.688

4.  MACRONUTRIENT UTILIZATION BY PHOTOSYNTHETIC EUKARYOTES AND THE FABRIC OF INTERACTIONS.

Authors:  Arthur Grossman; Hideki Takahashi
Journal:  Annu Rev Plant Physiol Plant Mol Biol       Date:  2001-06

5.  Metabolic profiling: a Rosetta Stone for genomics?

Authors:  R N Trethewey; A J Krotzky; L Willmitzer
Journal:  Curr Opin Plant Biol       Date:  1999-04       Impact factor: 7.834

6.  Plant responses to sulphur deficiency and the genetic manipulation of sulphate transporters to improve S-utilization efficiency.

Authors:  M J Hawkesford
Journal:  J Exp Bot       Date:  2000-01       Impact factor: 6.992

7.  The ROOT MERISTEMLESS1/CADMIUM SENSITIVE2 gene defines a glutathione-dependent pathway involved in initiation and maintenance of cell division during postembryonic root development.

Authors:  T Vernoux; R C Wilson; K A Seeley; J P Reichheld; S Muroy; S Brown; S C Maughan; C S Cobbett; M Van Montagu; D Inzé; M J May; Z R Sung
Journal:  Plant Cell       Date:  2000-01       Impact factor: 11.277

8.  Metabolite profiling for plant functional genomics.

Authors:  O Fiehn; J Kopka; P Dörmann; T Altmann; R N Trethewey; L Willmitzer
Journal:  Nat Biotechnol       Date:  2000-11       Impact factor: 54.908

9.  A draft sequence of the rice genome (Oryza sativa L. ssp. japonica).

Authors:  Stephen A Goff; Darrell Ricke; Tien-Hung Lan; Gernot Presting; Ronglin Wang; Molly Dunn; Jane Glazebrook; Allen Sessions; Paul Oeller; Hemant Varma; David Hadley; Don Hutchison; Chris Martin; Fumiaki Katagiri; B Markus Lange; Todd Moughamer; Yu Xia; Paul Budworth; Jingping Zhong; Trini Miguel; Uta Paszkowski; Shiping Zhang; Michelle Colbert; Wei-lin Sun; Lili Chen; Bret Cooper; Sylvia Park; Todd Charles Wood; Long Mao; Peter Quail; Rod Wing; Ralph Dean; Yeisoo Yu; Andrey Zharkikh; Richard Shen; Sudhir Sahasrabudhe; Alun Thomas; Rob Cannings; Alexander Gutin; Dmitry Pruss; Julia Reid; Sean Tavtigian; Jeff Mitchell; Glenn Eldredge; Terri Scholl; Rose Mary Miller; Satish Bhatnagar; Nils Adey; Todd Rubano; Nadeem Tusneem; Rosann Robinson; Jane Feldhaus; Teresita Macalma; Arnold Oliphant; Steven Briggs
Journal:  Science       Date:  2002-04-05       Impact factor: 47.728

Review 10.  Biosynthesis and metabolic engineering of glucosinolates.

Authors:  M D Mikkelsen; B L Petersen; C E Olsen; B A Halkier
Journal:  Amino Acids       Date:  2002       Impact factor: 3.520

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  201 in total

1.  Connecting genes to metabolites by a systems biology approach.

Authors:  Kirsi-Marja Oksman-Caldentey; Dirk Inzé; Matej Oresic
Journal:  Proc Natl Acad Sci U S A       Date:  2004-06-29       Impact factor: 11.205

Review 2.  Sulfur assimilatory metabolism. The long and smelling road.

Authors:  Kazuki Saito
Journal:  Plant Physiol       Date:  2004-09       Impact factor: 8.340

3.  On the discordance of metabolomics with proteomics and transcriptomics: coping with increasing complexity in logic, chemistry, and network interactions scientific correspondence.

Authors:  Alisdair R Fernie; Mark Stitt
Journal:  Plant Physiol       Date:  2012-01-17       Impact factor: 8.340

Review 4.  Integration of metabolic reactions and gene regulation.

Authors:  Chen-Hsiang Yeang
Journal:  Mol Biotechnol       Date:  2011-01       Impact factor: 2.695

5.  Toward genome-wide metabolotyping and elucidation of metabolic system: metabolic profiling of large-scale bioresources.

Authors:  Masami Yokota Hirai; Yuji Sawada; Shigehiko Kanaya; Takashi Kuromori; Masatomo Kobayashi; Romy Klausnitzer; Kosuke Hanada; Kenji Akiyama; Tetsuya Sakurai; Kazuki Saito; Kazuo Shinozaki
Journal:  J Plant Res       Date:  2010-04-06       Impact factor: 2.629

6.  Combining genetic diversity, informatics and metabolomics to facilitate annotation of plant gene function.

Authors:  Takayuki Tohge; Alisdair R Fernie
Journal:  Nat Protoc       Date:  2010-06-10       Impact factor: 13.491

7.  Molecular Biology, Biochemistry and Cellular Physiology of Cysteine Metabolism in Arabidopsis thaliana.

Authors:  Rüdiger Hell; Markus Wirtz
Journal:  Arabidopsis Book       Date:  2011-12-16

8.  Inter-individual differences in response to dietary intervention: integrating omics platforms towards personalised dietary recommendations.

Authors:  Johanna W Lampe; Sandi L Navarro; Meredith A J Hullar; Ali Shojaie
Journal:  Proc Nutr Soc       Date:  2013-02-06       Impact factor: 6.297

9.  Evidence for proteomic and metabolic adaptations associated with alterations of seed yield and quality in sulfur-limited Brassica napus L.

Authors:  Philippe D'Hooghe; Lucie Dubousset; Karine Gallardo; Stanislav Kopriva; Jean-Christophe Avice; Jacques Trouverie
Journal:  Mol Cell Proteomics       Date:  2014-02-19       Impact factor: 5.911

10.  Gene transcript and metabolite profiling of elicitor-induced opium poppy cell cultures reveals the coordinate regulation of primary and secondary metabolism.

Authors:  Katherine G Zulak; Anthony Cornish; Timothy E Daskalchuk; Michael K Deyholos; Dayan B Goodenowe; Paul M K Gordon; Darren Klassen; Lawrence E Pelcher; Christoph W Sensen; Peter J Facchini
Journal:  Planta       Date:  2006-11-01       Impact factor: 4.116

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