Assessment of Total Fat and Fatty Acids in Walnuts Using Near-Infrared Hyperspectral Imaging

Detalhes bibliográficos
Autor(a) principal: Nogales-Bueno, Julio
Data de Publicação: 2021
Outros Autores: Baca-Bocanegra, Berta, Hernández-Hierro, José Miguel, Garcia, Raquel, Mota Barroso, João, Heredia, Francisco José, Rato, Ana Elisa
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/10174/33728
https://doi.org/10.3389/fpls.2021.729880
Resumo: “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.
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spelling Assessment of Total Fat and Fatty Acids in Walnuts Using Near-Infrared Hyperspectral Imagingwalnuttotal fatfatty acidshyperspectral imagingnear infraredchemometrics“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.FCT – Foundation for Science and Technology- ref:UIDB/05183/2020; FEDER and National Funds through the Programa Operacional Regional ALENTEJO 2020 (ALT20-03-0246- FEDER-000064) – QualFastNut – Utilização da espectroscopia NIR para a análise rápida da qualidade em frutos secos.Frontiers in Plant Protection2023-01-30T16:31:44Z2023-01-302021-09-09T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articlehttp://hdl.handle.net/10174/33728https://doi.org/10.3389/fpls.2021.729880http://hdl.handle.net/10174/33728https://doi.org/10.3389/fpls.2021.729880engNogales-Bueno J, Baca-Bocanegra B, Hernández-Hierro JM, Garcia R, Barroso JM, Heredia FJ and Rato AE (2021) Assessment of Total Fat and Fatty Acids in Walnuts Using Near-Infrared Hyperspectral Imaging. Front. Plant Sci. 12:729880. doi: 10.3389/fpls.2021.729880ndndndraquelg@uevora.ptjmmb@uevora.ptndaerato@uevora.pt210Nogales-Bueno, JulioBaca-Bocanegra, BertaHernández-Hierro, José MiguelGarcia, RaquelMota Barroso, JoãoHeredia, Francisco JoséRato, Ana Elisainfo:eu-repo/semantics/openAccessreponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAP2024-01-03T19:35:44Zoai:dspace.uevora.pt:10174/33728Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-20T01:22:29.830179Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãofalse
dc.title.none.fl_str_mv 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
spellingShingle Assessment of Total Fat and Fatty Acids in Walnuts Using Near-Infrared Hyperspectral Imaging
Nogales-Bueno, Julio
walnut
total fat
fatty acids
hyperspectral imaging
near infrared
chemometrics
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
author Nogales-Bueno, Julio
author_facet Nogales-Bueno, Julio
Baca-Bocanegra, Berta
Hernández-Hierro, José Miguel
Garcia, Raquel
Mota Barroso, João
Heredia, Francisco José
Rato, Ana Elisa
author_role author
author2 Baca-Bocanegra, Berta
Hernández-Hierro, José Miguel
Garcia, Raquel
Mota Barroso, João
Heredia, Francisco José
Rato, Ana Elisa
author2_role author
author
author
author
author
author
dc.contributor.author.fl_str_mv Nogales-Bueno, Julio
Baca-Bocanegra, Berta
Hernández-Hierro, José Miguel
Garcia, Raquel
Mota Barroso, João
Heredia, Francisco José
Rato, Ana Elisa
dc.subject.por.fl_str_mv walnut
total fat
fatty acids
hyperspectral imaging
near infrared
chemometrics
topic walnut
total fat
fatty acids
hyperspectral imaging
near infrared
chemometrics
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.
publishDate 2021
dc.date.none.fl_str_mv 2021-09-09T00:00:00Z
2023-01-30T16:31:44Z
2023-01-30
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv http://hdl.handle.net/10174/33728
https://doi.org/10.3389/fpls.2021.729880
http://hdl.handle.net/10174/33728
https://doi.org/10.3389/fpls.2021.729880
url http://hdl.handle.net/10174/33728
https://doi.org/10.3389/fpls.2021.729880
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv Nogales-Bueno J, Baca-Bocanegra B, Hernández-Hierro JM, Garcia R, Barroso JM, Heredia FJ and Rato AE (2021) Assessment of Total Fat and Fatty Acids in Walnuts Using Near-Infrared Hyperspectral Imaging. Front. Plant Sci. 12:729880. doi: 10.3389/fpls.2021.729880
nd
nd
nd
raquelg@uevora.pt
jmmb@uevora.pt
nd
aerato@uevora.pt
210
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.publisher.none.fl_str_mv Frontiers in Plant Protection
publisher.none.fl_str_mv Frontiers in Plant Protection
dc.source.none.fl_str_mv reponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
instacron:RCAAP
instname_str Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
instacron_str RCAAP
institution RCAAP
reponame_str Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
collection Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
repository.name.fl_str_mv Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
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