Elucidation of gene-to-gene and metabolite-to-gene networks in Arabidopsis by integration of metabolomics and transcriptomics

被引:344
作者
Hirai, MY
Klein, M
Fujikawa, Y
Yano, M
Goodenowe, DB
Yamazaki, Y
Kanaya, S
Nakamura, Y
Kitayama, M
Suzuki, H
Sakurai, N
Shibata, D
Tokuhisa, J
Reichelt, M
Gershenzon, J
Papenbrock, J
Saito, K [1 ]
机构
[1] Chiba Univ, Grad Sch Pharmaceut Sci, Dept Mol Biol & Biotechnol, Chiba 2638522, Japan
[2] RIKEN, Plant Sci Ctr, Kanagawa 2300045, Japan
[3] Leibniz Univ Hannover, Inst Bot, D-30419 Hannover, Germany
[4] Phenomenome Discoveries Inc, Saskatoon, SK S7N 4L8, Canada
[5] Nara Inst Sci & Technol, Dept Bioinformat & Genom, Grad Sch Informat Sci, Nara 6300101, Japan
[6] Kazusa DNA Res Inst, Chiba 2920818, Japan
[7] Max Planck Inst Chem Ecol, D-07745 Jena, Germany
关键词
D O I
10.1074/jbc.M502332200
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Since the completion of genome sequences of model organisms, functional identification of unknown genes has become a principal challenge in biology. Postgenomics sciences such as transcriptomics, proteomics, and metabolomics are expected to discover gene functions. This report outlines the elucidation of gene-to-gene and metabolite-to-gene networks via integration of metabolomics with transcriptomics and presents a strategy for the identification of novel gene functions. Metabolomics and transcriptomics data of Arabidopsis grown under sulfur deficiency were combined and analyzed by batch-learning self-organizing mapping. A group of metabolites/genes regulated by the same mechanism clustered together. The metabolism of glucosinolates was shown to be coordinately regulated. Three uncharacterized putative sulfotransferase genes clustering together with known glucosinolate biosynthesis genes were candidates for involvement in biosynthesis. In vitro enzymatic assays of the recombinant gene products confirmed their functions as desulfoglucosinolate sulfotransferases. Several genes involved in sulfur assimilation clustered with O-acetylserine, which is considered a positive regulator of these genes. The genes involved in anthocyanin biosynthesis clustered with the gene encoding a transcriptional factor that up-regulates specifically anthocyanin biosynthesis genes. These results suggested that regulatory metabolites and transcriptional factor genes can be identified by this approach, based on the assumption that they cluster with the downstream genes they regulate. This strategy is applicable not only to plant but also to other organisms for functional elucidation of unknown genes.
引用
收藏
页码:25590 / 25595
页数:6
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