Determination of fatty acid groups in intramuscular fat of various local pig breeds by FT-NIRS

Detalhes bibliográficos
Autor(a) principal: Bozzi, R.
Data de Publicação: 2018
Outros Autores: Parrini, S., Crovetti, A., Pugliese, C., Bonelli, A., Gasparini, S., Karolyi, D., Martins, J.M., Garcia-Casco, J.M., Panella-Riera, N., Nieto, R., Petig, M., Izquierdo, M., Razmaite, V., Kusec, I.D., Araújo, J.P., Candek-Potokar, M., Lebret, B.
Tipo de documento: Artigo
Idioma: por
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/10174/24045
https://doi.org/10.5281/zenodo.1468516
Resumo: The objective of the present study is to evaluate the potential use of FT-NIRS for predicting intramuscular fat (IMF) and fatty acid groups (MUFA; PUFA; PUFA n-3, PUFA n-6; SFA) on pig grounded muscles. The research considered 160 fresh samples of Longissimus collected from 12 European local pig breeds (TREASURE* project). For every sample, lipids were extracted from IMF and fatty acid profile was determinate by gas chromatography. Two aliquots of each sample were scanned using FT-NIRS Antaris II model. Mathematical pre-treatments (multiplicative scatter correction, 1st and 2nd derivate) were applied and outliers’ spectra were identified and removed when necessary. Partial least square regression was used on the average spectrum and the models validated using an external data set. Results are evaluated in terms of coefficient of regression and root mean square errors in calibration (R2-RMSE) and validation (Rp2-RMSEP). As expected, the best results were obtained for IMF with R2 higher than 0.99 and RMSE lower than 0.2. Unsaturated fatty acids, probably due to the absorption of the cis double bond in a specific region of near infrared spectra, obtain acceptable R2 (0.89 for MUFA and 0.75 for PUFA n-3 and PUFA n-6). SFA achieved a R2 of 0.81 that is lower than values reported in other studies probably because of the large variability of genotypes used. The validation models achieved both lower coefficients of determination and higher RMSEP than the calibration models; however, R2 differences between calibration and validation were smaller than 5%, except for SFA. Hence, the FT-NIRS seems promising to estimate the principal parameters of fatty acid groups on muscle samples from different European autochthonous pig breeds. Inclusion of other samples can improve the accuracy and the robustness of the models, especially considering the high variability of the samples. *Funded by European Union’s H2020 program (grant agreement No 634476).
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spelling Determination of fatty acid groups in intramuscular fat of various local pig breeds by FT-NIRSLocal pig breedsFT-NIRSfatty acidsintramuscular fatThe objective of the present study is to evaluate the potential use of FT-NIRS for predicting intramuscular fat (IMF) and fatty acid groups (MUFA; PUFA; PUFA n-3, PUFA n-6; SFA) on pig grounded muscles. The research considered 160 fresh samples of Longissimus collected from 12 European local pig breeds (TREASURE* project). For every sample, lipids were extracted from IMF and fatty acid profile was determinate by gas chromatography. Two aliquots of each sample were scanned using FT-NIRS Antaris II model. Mathematical pre-treatments (multiplicative scatter correction, 1st and 2nd derivate) were applied and outliers’ spectra were identified and removed when necessary. Partial least square regression was used on the average spectrum and the models validated using an external data set. Results are evaluated in terms of coefficient of regression and root mean square errors in calibration (R2-RMSE) and validation (Rp2-RMSEP). As expected, the best results were obtained for IMF with R2 higher than 0.99 and RMSE lower than 0.2. Unsaturated fatty acids, probably due to the absorption of the cis double bond in a specific region of near infrared spectra, obtain acceptable R2 (0.89 for MUFA and 0.75 for PUFA n-3 and PUFA n-6). SFA achieved a R2 of 0.81 that is lower than values reported in other studies probably because of the large variability of genotypes used. The validation models achieved both lower coefficients of determination and higher RMSEP than the calibration models; however, R2 differences between calibration and validation were smaller than 5%, except for SFA. Hence, the FT-NIRS seems promising to estimate the principal parameters of fatty acid groups on muscle samples from different European autochthonous pig breeds. Inclusion of other samples can improve the accuracy and the robustness of the models, especially considering the high variability of the samples. *Funded by European Union’s H2020 program (grant agreement No 634476).Wageningen Academic Publishers2019-01-15T16:57:43Z2019-01-152018-01-01T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articlehttp://hdl.handle.net/10174/24045http://hdl.handle.net/10174/24045https://doi.org/10.5281/zenodo.1468516porBozzi, R.; S. Parrini; A. Crovetti; C. Pugliese; A. Bonelli; S. Gasparini; D. Karolyi; J.M. Martins; J.M. Garcia-Casco; N. Panella-Riera; R. Nieto; M. Petig; M. Izquierdo; V. Razmaite; I.D. Kušec; J.P. Araújo; M. Čandek-Potokar; B. Lebret (2018). Determination of fatty acid groups in intramuscular fat of various local pig breeds by FT-NIRS. In: Book of Abstracts of the 69th Annual Meeting of the European Federation of Animal Science, Wageningen Academic Publishers, Dubrovnik, Croatia, p. 492. (doi: 10.5281/zenodo.1468516)Departamento de Zootecniandndndndndndndjmartins@uevora.ptndndndndndndndndndnd388Bozzi, R.Parrini, S.Crovetti, A.Pugliese, C.Bonelli, A.Gasparini, S.Karolyi, D.Martins, J.M.Garcia-Casco, J.M.Panella-Riera, N.Nieto, R.Petig, M.Izquierdo, M.Razmaite, V.Kusec, I.D.Araújo, J.P.Candek-Potokar, M.Lebret, B.info: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:RCAAP2024-01-03T19:16:38Zoai:dspace.uevora.pt:10174/24045Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-20T01:14:44.658254Repositório 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 Determination of fatty acid groups in intramuscular fat of various local pig breeds by FT-NIRS
title Determination of fatty acid groups in intramuscular fat of various local pig breeds by FT-NIRS
spellingShingle Determination of fatty acid groups in intramuscular fat of various local pig breeds by FT-NIRS
Bozzi, R.
Local pig breeds
FT-NIRS
fatty acids
intramuscular fat
title_short Determination of fatty acid groups in intramuscular fat of various local pig breeds by FT-NIRS
title_full Determination of fatty acid groups in intramuscular fat of various local pig breeds by FT-NIRS
title_fullStr Determination of fatty acid groups in intramuscular fat of various local pig breeds by FT-NIRS
title_full_unstemmed Determination of fatty acid groups in intramuscular fat of various local pig breeds by FT-NIRS
title_sort Determination of fatty acid groups in intramuscular fat of various local pig breeds by FT-NIRS
author Bozzi, R.
author_facet Bozzi, R.
Parrini, S.
Crovetti, A.
Pugliese, C.
Bonelli, A.
Gasparini, S.
Karolyi, D.
Martins, J.M.
Garcia-Casco, J.M.
Panella-Riera, N.
Nieto, R.
Petig, M.
Izquierdo, M.
Razmaite, V.
Kusec, I.D.
Araújo, J.P.
Candek-Potokar, M.
Lebret, B.
author_role author
author2 Parrini, S.
Crovetti, A.
Pugliese, C.
Bonelli, A.
Gasparini, S.
Karolyi, D.
Martins, J.M.
Garcia-Casco, J.M.
Panella-Riera, N.
Nieto, R.
Petig, M.
Izquierdo, M.
Razmaite, V.
Kusec, I.D.
Araújo, J.P.
Candek-Potokar, M.
Lebret, B.
author2_role author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
author
dc.contributor.author.fl_str_mv Bozzi, R.
Parrini, S.
Crovetti, A.
Pugliese, C.
Bonelli, A.
Gasparini, S.
Karolyi, D.
Martins, J.M.
Garcia-Casco, J.M.
Panella-Riera, N.
Nieto, R.
Petig, M.
Izquierdo, M.
Razmaite, V.
Kusec, I.D.
Araújo, J.P.
Candek-Potokar, M.
Lebret, B.
dc.subject.por.fl_str_mv Local pig breeds
FT-NIRS
fatty acids
intramuscular fat
topic Local pig breeds
FT-NIRS
fatty acids
intramuscular fat
description The objective of the present study is to evaluate the potential use of FT-NIRS for predicting intramuscular fat (IMF) and fatty acid groups (MUFA; PUFA; PUFA n-3, PUFA n-6; SFA) on pig grounded muscles. The research considered 160 fresh samples of Longissimus collected from 12 European local pig breeds (TREASURE* project). For every sample, lipids were extracted from IMF and fatty acid profile was determinate by gas chromatography. Two aliquots of each sample were scanned using FT-NIRS Antaris II model. Mathematical pre-treatments (multiplicative scatter correction, 1st and 2nd derivate) were applied and outliers’ spectra were identified and removed when necessary. Partial least square regression was used on the average spectrum and the models validated using an external data set. Results are evaluated in terms of coefficient of regression and root mean square errors in calibration (R2-RMSE) and validation (Rp2-RMSEP). As expected, the best results were obtained for IMF with R2 higher than 0.99 and RMSE lower than 0.2. Unsaturated fatty acids, probably due to the absorption of the cis double bond in a specific region of near infrared spectra, obtain acceptable R2 (0.89 for MUFA and 0.75 for PUFA n-3 and PUFA n-6). SFA achieved a R2 of 0.81 that is lower than values reported in other studies probably because of the large variability of genotypes used. The validation models achieved both lower coefficients of determination and higher RMSEP than the calibration models; however, R2 differences between calibration and validation were smaller than 5%, except for SFA. Hence, the FT-NIRS seems promising to estimate the principal parameters of fatty acid groups on muscle samples from different European autochthonous pig breeds. Inclusion of other samples can improve the accuracy and the robustness of the models, especially considering the high variability of the samples. *Funded by European Union’s H2020 program (grant agreement No 634476).
publishDate 2018
dc.date.none.fl_str_mv 2018-01-01T00:00:00Z
2019-01-15T16:57:43Z
2019-01-15
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/10174/24045
http://hdl.handle.net/10174/24045
https://doi.org/10.5281/zenodo.1468516
url http://hdl.handle.net/10174/24045
https://doi.org/10.5281/zenodo.1468516
dc.language.iso.fl_str_mv por
language por
dc.relation.none.fl_str_mv Bozzi, R.; S. Parrini; A. Crovetti; C. Pugliese; A. Bonelli; S. Gasparini; D. Karolyi; J.M. Martins; J.M. Garcia-Casco; N. Panella-Riera; R. Nieto; M. Petig; M. Izquierdo; V. Razmaite; I.D. Kušec; J.P. Araújo; M. Čandek-Potokar; B. Lebret (2018). Determination of fatty acid groups in intramuscular fat of various local pig breeds by FT-NIRS. In: Book of Abstracts of the 69th Annual Meeting of the European Federation of Animal Science, Wageningen Academic Publishers, Dubrovnik, Croatia, p. 492. (doi: 10.5281/zenodo.1468516)
Departamento de Zootecnia
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nd
nd
nd
nd
nd
nd
jmartins@uevora.pt
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nd
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388
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.publisher.none.fl_str_mv Wageningen Academic Publishers
publisher.none.fl_str_mv Wageningen Academic Publishers
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
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instname_str Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
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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
repository.mail.fl_str_mv
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