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,...

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Main Authors: Julio Nogales-Bueno, Berta Baca-Bocanegra, José Miguel Hernández-Hierro, Raquel Garcia, João Mota Barroso, Francisco José Heredia, Ana Elisa Rato
Format: Article
Language:English
Published: Frontiers Media S.A. 2021-09-01
Series:Frontiers in Plant Science
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fpls.2021.729880/full
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spelling doaj-05cc13bc1f9540968d01857af4273e062021-09-09T11:40:41ZengFrontiers Media S.A.Frontiers in Plant Science1664-462X2021-09-011210.3389/fpls.2021.729880729880Assessment of Total Fat and Fatty Acids in Walnuts Using Near-Infrared Hyperspectral ImagingJulio Nogales-Bueno0Julio Nogales-Bueno1Berta Baca-Bocanegra2José Miguel Hernández-Hierro3Raquel Garcia4João Mota Barroso5Francisco José Heredia6Ana Elisa Rato7MED – Mediterranean Institute for Agriculture, Environment and Development & Departamento de Fitotecnia, Escola de Ciências e Tecnologia, Universidade de Évora, Pólo da Mitra, Évora, PortugalFood Colour and Quality Laboratory, Facultad de Farmacia, Universidad de Sevilla, Sevilla, SpainDepartamento de Química Analítica, Facultad de Farmacia, Universidad de Sevilla, Sevilla, SpainFood Colour and Quality Laboratory, Facultad de Farmacia, Universidad de Sevilla, Sevilla, SpainMED – Mediterranean Institute for Agriculture, Environment and Development & Departamento de Fitotecnia, Escola de Ciências e Tecnologia, Universidade de Évora, Pólo da Mitra, Évora, PortugalMED – Mediterranean Institute for Agriculture, Environment and Development & Departamento de Fitotecnia, Escola de Ciências e Tecnologia, Universidade de Évora, Pólo da Mitra, Évora, PortugalFood Colour and Quality Laboratory, Facultad de Farmacia, Universidad de Sevilla, Sevilla, SpainMED – Mediterranean Institute for Agriculture, Environment and Development & Departamento de Fitotecnia, Escola de Ciências e Tecnologia, Universidade de Évora, Pólo da Mitra, Évora, Portugal“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.https://www.frontiersin.org/articles/10.3389/fpls.2021.729880/fullwalnuttotal fatfatty acidshyperspectral imagingnear infraredchemometrics
collection DOAJ
language English
format Article
sources DOAJ
author Julio Nogales-Bueno
Julio Nogales-Bueno
Berta Baca-Bocanegra
José Miguel Hernández-Hierro
Raquel Garcia
João Mota Barroso
Francisco José Heredia
Ana Elisa Rato
spellingShingle Julio Nogales-Bueno
Julio Nogales-Bueno
Berta Baca-Bocanegra
José Miguel Hernández-Hierro
Raquel Garcia
João Mota Barroso
Francisco José Heredia
Ana Elisa Rato
Assessment of Total Fat and Fatty Acids in Walnuts Using Near-Infrared Hyperspectral Imaging
Frontiers in Plant Science
walnut
total fat
fatty acids
hyperspectral imaging
near infrared
chemometrics
author_facet Julio Nogales-Bueno
Julio Nogales-Bueno
Berta Baca-Bocanegra
José Miguel Hernández-Hierro
Raquel Garcia
João Mota Barroso
Francisco José Heredia
Ana Elisa Rato
author_sort Julio Nogales-Bueno
title 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_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_sort assessment of total fat and fatty acids in walnuts using near-infrared hyperspectral imaging
publisher Frontiers Media S.A.
series Frontiers in Plant Science
issn 1664-462X
publishDate 2021-09-01
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.
topic walnut
total fat
fatty acids
hyperspectral imaging
near infrared
chemometrics
url https://www.frontiersin.org/articles/10.3389/fpls.2021.729880/full
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