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Assessment of Total Fat and Fatty Acids in Walnuts Using Near-Infrared Hyperspectral Imaging
“Persian” walnut (Juglans Regia L.) is one of the most consumed tree nuts in the world. It is rich in several bioactive compounds, with polyunsaturated and monounsaturated fatty acids (PUFA and MUFA) appearing at high concentrations. Walnut consumption protects against cardiovascular, carcinogenic,...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Frontiers Media S.A.
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8459018/ https://www.ncbi.nlm.nih.gov/pubmed/34567041 http://dx.doi.org/10.3389/fpls.2021.729880 |
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author | Nogales-Bueno, Julio Baca-Bocanegra, Berta Hernández-Hierro, José Miguel Garcia, Raquel Barroso, João Mota Heredia, Francisco José Rato, Ana Elisa |
author_facet | Nogales-Bueno, Julio Baca-Bocanegra, Berta Hernández-Hierro, José Miguel Garcia, Raquel Barroso, João Mota Heredia, Francisco José Rato, Ana Elisa |
author_sort | Nogales-Bueno, Julio |
collection | PubMed |
description | “Persian” walnut (Juglans Regia L.) is one of the most consumed tree nuts in the world. It is rich in several bioactive compounds, with polyunsaturated and monounsaturated fatty acids (PUFA and MUFA) appearing at high concentrations. Walnut consumption protects against cardiovascular, carcinogenic, and neurological disorders. The fatty acid profile has usually been determined by gas chromatography, a reliable and robust tool, but also complex, polluting, and time consuming. In this study, near infrared hyperspectral imaging has been used for the screening of total fat, MUFA, PUFA, saturated, and individual fatty acids in walnuts. Five different walnuts varieties have been considered and modified partial least square (MPLS) regressions have been performed. The SEs of prediction (SEP) in external validation (ranged from 2.12% for PUFA to 13.08% for MUFA) suggest that hyperspectral imaging can be a reliable tool for controlling these parameters in a simple, non-destructive and environmentally friendly way. |
format | Online Article Text |
id | pubmed-8459018 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-84590182021-09-24 Assessment of Total Fat and Fatty Acids in Walnuts Using Near-Infrared Hyperspectral Imaging Nogales-Bueno, Julio Baca-Bocanegra, Berta Hernández-Hierro, José Miguel Garcia, Raquel Barroso, João Mota Heredia, Francisco José Rato, Ana Elisa Front Plant Sci Plant Science “Persian” walnut (Juglans Regia L.) is one of the most consumed tree nuts in the world. It is rich in several bioactive compounds, with polyunsaturated and monounsaturated fatty acids (PUFA and MUFA) appearing at high concentrations. Walnut consumption protects against cardiovascular, carcinogenic, and neurological disorders. The fatty acid profile has usually been determined by gas chromatography, a reliable and robust tool, but also complex, polluting, and time consuming. In this study, near infrared hyperspectral imaging has been used for the screening of total fat, MUFA, PUFA, saturated, and individual fatty acids in walnuts. Five different walnuts varieties have been considered and modified partial least square (MPLS) regressions have been performed. The SEs of prediction (SEP) in external validation (ranged from 2.12% for PUFA to 13.08% for MUFA) suggest that hyperspectral imaging can be a reliable tool for controlling these parameters in a simple, non-destructive and environmentally friendly way. Frontiers Media S.A. 2021-09-09 /pmc/articles/PMC8459018/ /pubmed/34567041 http://dx.doi.org/10.3389/fpls.2021.729880 Text en Copyright © 2021 Nogales-Bueno, Baca-Bocanegra, Hernández-Hierro, Garcia, Barroso, Heredia and Rato. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Plant Science Nogales-Bueno, Julio Baca-Bocanegra, Berta Hernández-Hierro, José Miguel Garcia, Raquel Barroso, João Mota Heredia, Francisco José Rato, Ana Elisa Assessment of Total Fat and Fatty Acids in Walnuts Using Near-Infrared Hyperspectral Imaging |
title | Assessment of Total Fat and Fatty Acids in Walnuts Using Near-Infrared Hyperspectral Imaging |
title_full | Assessment of Total Fat and Fatty Acids in Walnuts Using Near-Infrared Hyperspectral Imaging |
title_fullStr | Assessment of Total Fat and Fatty Acids in Walnuts Using Near-Infrared Hyperspectral Imaging |
title_full_unstemmed | Assessment of Total Fat and Fatty Acids in Walnuts Using Near-Infrared Hyperspectral Imaging |
title_short | Assessment of Total Fat and Fatty Acids in Walnuts Using Near-Infrared Hyperspectral Imaging |
title_sort | assessment of total fat and fatty acids in walnuts using near-infrared hyperspectral imaging |
topic | Plant Science |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8459018/ https://www.ncbi.nlm.nih.gov/pubmed/34567041 http://dx.doi.org/10.3389/fpls.2021.729880 |
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