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Metabolomic Characterization of Pigmented and Non-Pigmented Potato Cultivars Using a Joint and Individual Variation Explained (JIVE)

Potatoes (Solanum tuberosum L.) are one of the most valuable agricultural crops, and the flesh of these tubers provides various classes of healthy compounds important for human nutrition. This work presents the results of a joint analysis of different chemical classes of compounds which provided ins...

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Autores principales: Ceci, Adriana Teresa, Franceschi, Pietro, Serni, Enrico, Perenzoni, Daniele, Oberhuber, Michael, Robatscher, Peter, Mattivi, Fulvio
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9223171/
https://www.ncbi.nlm.nih.gov/pubmed/35741905
http://dx.doi.org/10.3390/foods11121708
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author Ceci, Adriana Teresa
Franceschi, Pietro
Serni, Enrico
Perenzoni, Daniele
Oberhuber, Michael
Robatscher, Peter
Mattivi, Fulvio
author_facet Ceci, Adriana Teresa
Franceschi, Pietro
Serni, Enrico
Perenzoni, Daniele
Oberhuber, Michael
Robatscher, Peter
Mattivi, Fulvio
author_sort Ceci, Adriana Teresa
collection PubMed
description Potatoes (Solanum tuberosum L.) are one of the most valuable agricultural crops, and the flesh of these tubers provides various classes of healthy compounds important for human nutrition. This work presents the results of a joint analysis of different chemical classes of compounds which provided insights on the metabolic characterization of pigmented and non-pigmented potato varieties collected from Italy. The identification of common or individual metabolic characteristics across the omic datasets (antioxidants, total polyphenolic content, polyphenols, and sugars) is conducted by Joint and Individual Variation Explained (JIVE), a data fusion multivariate approach. The common part of the multivariate model allowed the separation between non-pigmented and pigmented samples. Polyphenolic compounds were mainly responsible for the separation between purple-fleshed and red-skinned potatoes. An additional detailed analysis of the anthocyanin composition, including the acylated anthocyanins, allowed to pinpoint the diversities between the pigmented potato groups. Furthermore, the presence of an appreciable amount of hydroxycinnamic acids and anthocyanins in the purple-fleshed varieties, which are also characterized by a lower content of sugars, is found. Our results provide scientific evidence for the promotion of promising potato cultivars, which are characterized by a remarkable amount of various health benefit compounds.
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spelling pubmed-92231712022-06-24 Metabolomic Characterization of Pigmented and Non-Pigmented Potato Cultivars Using a Joint and Individual Variation Explained (JIVE) Ceci, Adriana Teresa Franceschi, Pietro Serni, Enrico Perenzoni, Daniele Oberhuber, Michael Robatscher, Peter Mattivi, Fulvio Foods Article Potatoes (Solanum tuberosum L.) are one of the most valuable agricultural crops, and the flesh of these tubers provides various classes of healthy compounds important for human nutrition. This work presents the results of a joint analysis of different chemical classes of compounds which provided insights on the metabolic characterization of pigmented and non-pigmented potato varieties collected from Italy. The identification of common or individual metabolic characteristics across the omic datasets (antioxidants, total polyphenolic content, polyphenols, and sugars) is conducted by Joint and Individual Variation Explained (JIVE), a data fusion multivariate approach. The common part of the multivariate model allowed the separation between non-pigmented and pigmented samples. Polyphenolic compounds were mainly responsible for the separation between purple-fleshed and red-skinned potatoes. An additional detailed analysis of the anthocyanin composition, including the acylated anthocyanins, allowed to pinpoint the diversities between the pigmented potato groups. Furthermore, the presence of an appreciable amount of hydroxycinnamic acids and anthocyanins in the purple-fleshed varieties, which are also characterized by a lower content of sugars, is found. Our results provide scientific evidence for the promotion of promising potato cultivars, which are characterized by a remarkable amount of various health benefit compounds. MDPI 2022-06-10 /pmc/articles/PMC9223171/ /pubmed/35741905 http://dx.doi.org/10.3390/foods11121708 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Ceci, Adriana Teresa
Franceschi, Pietro
Serni, Enrico
Perenzoni, Daniele
Oberhuber, Michael
Robatscher, Peter
Mattivi, Fulvio
Metabolomic Characterization of Pigmented and Non-Pigmented Potato Cultivars Using a Joint and Individual Variation Explained (JIVE)
title Metabolomic Characterization of Pigmented and Non-Pigmented Potato Cultivars Using a Joint and Individual Variation Explained (JIVE)
title_full Metabolomic Characterization of Pigmented and Non-Pigmented Potato Cultivars Using a Joint and Individual Variation Explained (JIVE)
title_fullStr Metabolomic Characterization of Pigmented and Non-Pigmented Potato Cultivars Using a Joint and Individual Variation Explained (JIVE)
title_full_unstemmed Metabolomic Characterization of Pigmented and Non-Pigmented Potato Cultivars Using a Joint and Individual Variation Explained (JIVE)
title_short Metabolomic Characterization of Pigmented and Non-Pigmented Potato Cultivars Using a Joint and Individual Variation Explained (JIVE)
title_sort metabolomic characterization of pigmented and non-pigmented potato cultivars using a joint and individual variation explained (jive)
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9223171/
https://www.ncbi.nlm.nih.gov/pubmed/35741905
http://dx.doi.org/10.3390/foods11121708
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