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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...

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Autores principales: Cho, Kyoungwon, Cho, Kwang-Soo, Sohn, Hwang-Bae, Ha, In Jin, Hong, Su-Young, Lee, Hyerim, Kim, Young-Mi, Nam, Myung Hee
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2016
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.
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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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