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Network analysis of the metabolome and transcriptome reveals novel regulation of potato pigmentation
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...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4762390/ https://www.ncbi.nlm.nih.gov/pubmed/26733692 http://dx.doi.org/10.1093/jxb/erv549 |
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author | Cho, Kyoungwon Cho, Kwang-Soo Sohn, Hwang-Bae Ha, In Jin Hong, Su-Young Lee, Hyerim Kim, Young-Mi Nam, Myung Hee |
author_facet | Cho, Kyoungwon Cho, Kwang-Soo Sohn, Hwang-Bae Ha, In Jin Hong, Su-Young Lee, Hyerim Kim, Young-Mi Nam, Myung Hee |
author_sort | Cho, Kyoungwon |
collection | PubMed |
description | 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 MS(2) 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. |
format | Online Article Text |
id | pubmed-4762390 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-47623902016-02-24 Network analysis of the metabolome and transcriptome reveals novel regulation of potato pigmentation Cho, Kyoungwon Cho, Kwang-Soo Sohn, Hwang-Bae Ha, In Jin Hong, Su-Young Lee, Hyerim Kim, Young-Mi Nam, Myung Hee J Exp Bot Research Paper 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 MS(2) 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. Oxford University Press 2016-03 2016-01-04 /pmc/articles/PMC4762390/ /pubmed/26733692 http://dx.doi.org/10.1093/jxb/erv549 Text en © The Author 2016. Published by Oxford University Press on behalf of the Society for Experimental Biology. http://creativecommons.org/licenses/by/3.0 This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/3.0/), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Paper Cho, Kyoungwon Cho, Kwang-Soo Sohn, Hwang-Bae Ha, In Jin Hong, Su-Young Lee, Hyerim Kim, Young-Mi Nam, Myung Hee Network analysis of the metabolome and transcriptome reveals novel regulation of potato pigmentation |
title | Network analysis of the metabolome and transcriptome reveals novel regulation of potato pigmentation |
title_full | Network analysis of the metabolome and transcriptome reveals novel regulation of potato pigmentation |
title_fullStr | Network analysis of the metabolome and transcriptome reveals novel regulation of potato pigmentation |
title_full_unstemmed | Network analysis of the metabolome and transcriptome reveals novel regulation of potato pigmentation |
title_short | Network analysis of the metabolome and transcriptome reveals novel regulation of potato pigmentation |
title_sort | network analysis of the metabolome and transcriptome reveals novel regulation of potato pigmentation |
topic | Research Paper |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4762390/ https://www.ncbi.nlm.nih.gov/pubmed/26733692 http://dx.doi.org/10.1093/jxb/erv549 |
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