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Network analysis of the metabolome and transcriptome reveals novel regulation of potato pigmentation
- Source :
- Journal of Experimental Botany
- Publication Year :
- 2016
- Publisher :
- Oxford University Press (OUP), 2016.
-
Abstract
- Highlight An integrated approach of metabolomics and transcriptomics was applied to understand regulatory networks associated with biosynthesis of anthocyanins that are differentially regulated in light-red- and dark-purple-colored potato cultivars.<br />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.
- Subjects :
- 0106 biological sciences
0301 basic medicine
genetic structures
Physiology
RNA-Seq
Plant Science
Biology
Genes, Plant
01 natural sciences
Anthocyanins
Transcriptome
03 medical and health sciences
chemistry.chemical_compound
Metabolomics
Gene Expression Regulation, Plant
Botany
Transcriptional regulation
Metabolome
Gene Regulatory Networks
RNA, Messenger
Gene
ultrapressure liquid chromatography quadrupole time-of-flight mass spectrometry (UPLC-Q-TOF-MS)
Solanum tuberosum
Regulator gene
Principal Component Analysis
Pigmentation
fungi
Anthocayanin
food and beverages
colored potato
metabolomics
Biosynthetic Pathways
030104 developmental biology
Biochemistry
chemistry
Anthocyanin
RNA-seq
Research Paper
010606 plant biology & botany
Subjects
Details
- ISSN :
- 14602431 and 00220957
- Volume :
- 67
- Database :
- OpenAIRE
- Journal :
- Journal of Experimental Botany
- Accession number :
- edsair.doi.dedup.....9b2aa2115876771eca53c734d093d7d4
- Full Text :
- https://doi.org/10.1093/jxb/erv549