Assessment of Total Fat and Fatty Acids in Walnuts Using Near-Infrared Hyperspectral Imaging
Autor(a) principal: | |
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Data de Publicação: | 2021 |
Outros Autores: | , , , , , |
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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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 |
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Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação |
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RCAAP |
institution |
RCAAP |
reponame_str |
Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) |
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Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) |
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Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação |
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1799136706442559488 |