Determination of fatty acid groups in intramuscular fat of various local pig breeds by FT-NIRS
Autor(a) principal: | |
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Data de Publicação: | 2018 |
Outros Autores: | , , , , , , , , , , , , , , , , |
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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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 nd nd nd nd nd nd nd jmartins@uevora.pt nd nd nd nd nd nd nd nd nd nd 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 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 |
repository.mail.fl_str_mv |
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1799136629183479808 |