Network analysis of the metabolome and transcriptome reveals novel regulation of potato pigmentation

被引:164
|
作者
Cho, Kyoungwon [1 ,4 ]
Cho, Kwang-Soo [2 ]
Sohn, Hwang-Bae [2 ]
Ha, In Jin [3 ,5 ]
Hong, Su-Young [2 ]
Lee, Hyerim [1 ]
Kim, Young-Mi [4 ]
Nam, Myung Hee [1 ]
机构
[1] KBSI, Environm Risk & Welf Res Team, Seoul 02855, South Korea
[2] Rural Dev Adm, Natl Inst Crop Sci, Highland Agr Res Inst, Pyeongchang 25342, South Korea
[3] KBSI, Om Syst Res Team, Seoul 03759, South Korea
[4] RDA, Natl Acad Agr Sci, Dept Agr Biotechnol, Jeonju 54874, South Korea
[5] Kyung Hee Univ, Korean Med Hosp, Korean Med Clin Trial Ctr K CTC, Seoul 02447, South Korea
关键词
Anthocayanin; metabolomics; colored potato; RNA-seq; ultrapressure liquid chromatography quadrupole time-of-flight mass spectrometry (UPLC-Q-TOF-MS); ANTHOCYANIN BIOSYNTHESIS; IDENTIFICATION; GENES; EXPRESSION; COMPLEXES; RESPONSES; PROTEINS;
D O I
10.1093/jxb/erv549
中图分类号
Q94 [植物学];
学科分类号
071001 ;
摘要
To gain insights into the regulatory networks related to anthocyanin biosynthesis and identify key regulatory genes, we performed an integrated analysis of the transcriptome and metabolome in sprouts germinated from three colored potato cultivars: light-red Hongyoung, dark-purple Jayoung, and white Atlantic. We investigated transcriptional and metabolic changes using statistical analyses and gene-metabolite correlation networks. Transcript and metabolite profiles were generated through high-throughput RNA-sequencing data analysis and ultraperformance liquid chromatography quadrupole time-of-flight tandem mass spectrometry, respectively. The identification and quantification of changes in anthocyanin were performed using molecular formula-based mass accuracy and specific features of their MS2 spectra. Correlation tests of anthocyanin contents and transcriptional changes showed 823 strong correlations (correlation coefficient, R-2 > 0.9) between 22 compounds and 119 transcripts categorized into flavonoid metabolism, hormones, transcriptional regulation, and signaling. The connection network of anthocyanins and genes showed a regulatory system involved in the pigmentation of light-red Hongyoung and dark-purple Jayoung potatoes, suggesting that this systemic approach is powerful for investigations into novel genes that are potential targets for the breeding of new valuable potato cultivars.
引用
收藏
页码:1519 / 1533
页数:15
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