Omega-3 and Omega-6 Determination in Nile Tilapia’s Fillet Based on MicroNIR Spectroscopy and Multivariate Calibration

Tilapia (Oreochromis niloticus) is the most cultivated fish species in Brazil. Studies have shown that fish consumption is related to the prevention of cardiovascular diseases due to its high contents of polyunsaturated fatty acids, as omega-3 (n-3) and omega-6 (n-6). In this sense, a new method to determine omega-3 and omega-6 by near-infrared (NIR) spectroscopy and multivariate calibration based on partial least squares (PLS) was proposed. Spectra of fillets of Nile tilapias packed under vacuum were obtained and compared to the reference method (gas chromatography) used for quantification of fatty acids. The outliers were evaluated in the models that were validated by calculation of the parameters for model performance estimation, showing promising results. The appropriate values achieved for accuracy, limits of detection and quantification, indicate that the NIR/PLS models can be an alternative to chromatography in the determination of omega-3 and omega-6 in fillets of Nile tilapia. Furthermore, the spectra acquisition on the vacuum-packed fillet contributes to the NIR/PLS method in terms of cost and quickness.

Guardado en:
Detalles Bibliográficos
Autores principales: Santos,Dayane A. dos, Coqueiro,Aline, Gonçalves,Thays R., Carvalho,Jonathan C., Bezerra Jr.,Jailton S., Matsushita,Makoto, Oliveira,Carlos A. L. de, Março,Paulo H., Valderrama,Patrícia, Ribeiro,Ricardo P.
Formato: Digital revista
Idioma:English
Publicado: Sociedade Brasileira de Química 2020
Acceso en línea:http://old.scielo.br/scielo.php?script=sci_arttext&pid=S0103-50532020000901883
Etiquetas: Agregar Etiqueta
Sin Etiquetas, Sea el primero en etiquetar este registro!
id oai:scielo:S0103-50532020000901883
record_format ojs
spelling oai:scielo:S0103-505320200009018832020-08-17Omega-3 and Omega-6 Determination in Nile Tilapia’s Fillet Based on MicroNIR Spectroscopy and Multivariate CalibrationSantos,Dayane A. dosCoqueiro,AlineGonçalves,Thays R.Carvalho,Jonathan C.Bezerra Jr.,Jailton S.Matsushita,MakotoOliveira,Carlos A. L. deMarço,Paulo H.Valderrama,PatríciaRibeiro,Ricardo P. Nile tilapia lipids NIR PLS validation Tilapia (Oreochromis niloticus) is the most cultivated fish species in Brazil. Studies have shown that fish consumption is related to the prevention of cardiovascular diseases due to its high contents of polyunsaturated fatty acids, as omega-3 (n-3) and omega-6 (n-6). In this sense, a new method to determine omega-3 and omega-6 by near-infrared (NIR) spectroscopy and multivariate calibration based on partial least squares (PLS) was proposed. Spectra of fillets of Nile tilapias packed under vacuum were obtained and compared to the reference method (gas chromatography) used for quantification of fatty acids. The outliers were evaluated in the models that were validated by calculation of the parameters for model performance estimation, showing promising results. The appropriate values achieved for accuracy, limits of detection and quantification, indicate that the NIR/PLS models can be an alternative to chromatography in the determination of omega-3 and omega-6 in fillets of Nile tilapia. Furthermore, the spectra acquisition on the vacuum-packed fillet contributes to the NIR/PLS method in terms of cost and quickness.info:eu-repo/semantics/openAccessSociedade Brasileira de QuímicaJournal of the Brazilian Chemical Society v.31 n.9 20202020-09-01info:eu-repo/semantics/articletext/htmlhttp://old.scielo.br/scielo.php?script=sci_arttext&pid=S0103-50532020000901883en10.21577/0103-5053.20200082
institution SCIELO
collection OJS
country Brasil
countrycode BR
component Revista
access En linea
databasecode rev-scielo-br
tag revista
region America del Sur
libraryname SciELO
language English
format Digital
author Santos,Dayane A. dos
Coqueiro,Aline
Gonçalves,Thays R.
Carvalho,Jonathan C.
Bezerra Jr.,Jailton S.
Matsushita,Makoto
Oliveira,Carlos A. L. de
Março,Paulo H.
Valderrama,Patrícia
Ribeiro,Ricardo P.
spellingShingle Santos,Dayane A. dos
Coqueiro,Aline
Gonçalves,Thays R.
Carvalho,Jonathan C.
Bezerra Jr.,Jailton S.
Matsushita,Makoto
Oliveira,Carlos A. L. de
Março,Paulo H.
Valderrama,Patrícia
Ribeiro,Ricardo P.
Omega-3 and Omega-6 Determination in Nile Tilapia’s Fillet Based on MicroNIR Spectroscopy and Multivariate Calibration
author_facet Santos,Dayane A. dos
Coqueiro,Aline
Gonçalves,Thays R.
Carvalho,Jonathan C.
Bezerra Jr.,Jailton S.
Matsushita,Makoto
Oliveira,Carlos A. L. de
Março,Paulo H.
Valderrama,Patrícia
Ribeiro,Ricardo P.
author_sort Santos,Dayane A. dos
title Omega-3 and Omega-6 Determination in Nile Tilapia’s Fillet Based on MicroNIR Spectroscopy and Multivariate Calibration
title_short Omega-3 and Omega-6 Determination in Nile Tilapia’s Fillet Based on MicroNIR Spectroscopy and Multivariate Calibration
title_full Omega-3 and Omega-6 Determination in Nile Tilapia’s Fillet Based on MicroNIR Spectroscopy and Multivariate Calibration
title_fullStr Omega-3 and Omega-6 Determination in Nile Tilapia’s Fillet Based on MicroNIR Spectroscopy and Multivariate Calibration
title_full_unstemmed Omega-3 and Omega-6 Determination in Nile Tilapia’s Fillet Based on MicroNIR Spectroscopy and Multivariate Calibration
title_sort omega-3 and omega-6 determination in nile tilapia’s fillet based on micronir spectroscopy and multivariate calibration
description Tilapia (Oreochromis niloticus) is the most cultivated fish species in Brazil. Studies have shown that fish consumption is related to the prevention of cardiovascular diseases due to its high contents of polyunsaturated fatty acids, as omega-3 (n-3) and omega-6 (n-6). In this sense, a new method to determine omega-3 and omega-6 by near-infrared (NIR) spectroscopy and multivariate calibration based on partial least squares (PLS) was proposed. Spectra of fillets of Nile tilapias packed under vacuum were obtained and compared to the reference method (gas chromatography) used for quantification of fatty acids. The outliers were evaluated in the models that were validated by calculation of the parameters for model performance estimation, showing promising results. The appropriate values achieved for accuracy, limits of detection and quantification, indicate that the NIR/PLS models can be an alternative to chromatography in the determination of omega-3 and omega-6 in fillets of Nile tilapia. Furthermore, the spectra acquisition on the vacuum-packed fillet contributes to the NIR/PLS method in terms of cost and quickness.
publisher Sociedade Brasileira de Química
publishDate 2020
url http://old.scielo.br/scielo.php?script=sci_arttext&pid=S0103-50532020000901883
work_keys_str_mv AT santosdayaneados omega3andomega6determinationinniletilapiasfilletbasedonmicronirspectroscopyandmultivariatecalibration
AT coqueiroaline omega3andomega6determinationinniletilapiasfilletbasedonmicronirspectroscopyandmultivariatecalibration
AT goncalvesthaysr omega3andomega6determinationinniletilapiasfilletbasedonmicronirspectroscopyandmultivariatecalibration
AT carvalhojonathanc omega3andomega6determinationinniletilapiasfilletbasedonmicronirspectroscopyandmultivariatecalibration
AT bezerrajrjailtons omega3andomega6determinationinniletilapiasfilletbasedonmicronirspectroscopyandmultivariatecalibration
AT matsushitamakoto omega3andomega6determinationinniletilapiasfilletbasedonmicronirspectroscopyandmultivariatecalibration
AT oliveiracarlosalde omega3andomega6determinationinniletilapiasfilletbasedonmicronirspectroscopyandmultivariatecalibration
AT marcopauloh omega3andomega6determinationinniletilapiasfilletbasedonmicronirspectroscopyandmultivariatecalibration
AT valderramapatricia omega3andomega6determinationinniletilapiasfilletbasedonmicronirspectroscopyandmultivariatecalibration
AT ribeiroricardop omega3andomega6determinationinniletilapiasfilletbasedonmicronirspectroscopyandmultivariatecalibration
_version_ 1756403816971894784