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

被引:518
作者
Hirai, MY
Yano, M
Goodenowe, DB
Kanaya, S
Kimura, T
Awazuhara, M
Arita, M
Fujiwara, T
Saito, K [1 ]
机构
[1] Chiba Univ, Grad Sch Pharmaceut Sci, Dept Mol Biol & Biotechnol, Inage Ku, Chiba 2638522, Japan
[2] Phenomenome Discoveries Inc, Saskatoon, SK S7N 4LB, Canada
[3] Nara Inst Sci & Technol, Grad Sch Informat Sci, Dept Bioinformat & Genom, Nara 6300101, Japan
[4] Univ Tokyo, Grad Sch Agr & Life Sci, Dept Appl Biol Chem, Bunkyo Ku, Tokyo 1138657, Japan
[5] Univ Tokyo, Biotechnol Res Ctr, Bunkyo Ku, Tokyo 1138657, Japan
[6] Univ Tokyo, Grad Sch Frontier Sci, Dept Computat Biol, Kashiwa, Chiba 2778561, Japan
[7] Natl Inst Adv Ind Sci & Technol, Computat Biol Res Ctr, Koto Ku, Tokyo 1350064, Japan
[8] Japan Sci & Technol Agcy, CREST, Tokyo, Japan
关键词
D O I
10.1073/pnas.0403218101
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
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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收藏
页码:10205 / 10210
页数:6
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