Near-Infrared Spectroscopy (NIRS) as a Tool for Classification of Pre-Sliced Iberian <i>Salchichón,</i> Modified Atmosphere Packaged (MAP) According to the Official Commercial Categories of Raw Meat

This study evaluates near-infrared spectroscopy (NIRS) feasibility in combination with various pre-treatments and chemometric approaches for pre-sliced Iberian <i>salchichón</i> under modified atmosphere (MAP) classification according to the official commercial category (defined by the c...

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Main Authors: Alberto Ortiz, Lucía León, Rebeca Contador, David Tejerina
Format: Article
Language:English
Published: MDPI AG 2021-08-01
Series:Foods
Subjects:
LDA
Online Access:https://www.mdpi.com/2304-8158/10/8/1865
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spelling doaj-f2e8d057b8f34bbeafb0ac0ce049780e2021-08-26T13:45:25ZengMDPI AGFoods2304-81582021-08-01101865186510.3390/foods10081865Near-Infrared Spectroscopy (NIRS) as a Tool for Classification of Pre-Sliced Iberian <i>Salchichón,</i> Modified Atmosphere Packaged (MAP) According to the Official Commercial Categories of Raw MeatAlberto Ortiz0Lucía León1Rebeca Contador2David Tejerina3Meat Quality Area, Center of Scientific and Technological Research of Extremadura (CICYTEX-La Orden), Junta de Extremadura, Ctra, A-V, Km372, 06187 Guadajira, SpainMeat Quality Area, Center of Scientific and Technological Research of Extremadura (CICYTEX-La Orden), Junta de Extremadura, Ctra, A-V, Km372, 06187 Guadajira, SpainMeat Quality Area, Center of Scientific and Technological Research of Extremadura (CICYTEX-La Orden), Junta de Extremadura, Ctra, A-V, Km372, 06187 Guadajira, SpainMeat Quality Area, Center of Scientific and Technological Research of Extremadura (CICYTEX-La Orden), Junta de Extremadura, Ctra, A-V, Km372, 06187 Guadajira, SpainThis study evaluates near-infrared spectroscopy (NIRS) feasibility in combination with various pre-treatments and chemometric approaches for pre-sliced Iberian <i>salchichón</i> under modified atmosphere (MAP) classification according to the official commercial category (defined by the combination of genotype and feeding regime) of the raw material used for its manufacturing (<i>Black</i> and <i>Red</i> purebred Iberian and Iberian × Duroc crossed (50%) pigs, respectively, reared outdoors in a <i>Montanera</i> system and <i>White</i> Iberian × Duroc crossed (50%) pigs with feed based on commercial fodder) without opening the package. In parallel, NIRS feasibility in combination with partial least squares regression (PLSR) to predict main quality traits was assessed. The best-fitting models developed by means of partial least squares discriminant analysis (PLS-DA) and linear discriminant analysis (LDA) yielded high discriminant ability and thus offered a tool to support the assignment of pre-sliced MAP Iberian <i>salchichón</i> according to the commercial category of the raw material. In addition, good predictive ability for C18:3 n-3 was obtained, which may help to support quality control.https://www.mdpi.com/2304-8158/10/8/1865PLS-DALDASIMCAauthenticitygenetic backgroundfeeding regime
collection DOAJ
language English
format Article
sources DOAJ
author Alberto Ortiz
Lucía León
Rebeca Contador
David Tejerina
spellingShingle Alberto Ortiz
Lucía León
Rebeca Contador
David Tejerina
Near-Infrared Spectroscopy (NIRS) as a Tool for Classification of Pre-Sliced Iberian <i>Salchichón,</i> Modified Atmosphere Packaged (MAP) According to the Official Commercial Categories of Raw Meat
Foods
PLS-DA
LDA
SIMCA
authenticity
genetic background
feeding regime
author_facet Alberto Ortiz
Lucía León
Rebeca Contador
David Tejerina
author_sort Alberto Ortiz
title Near-Infrared Spectroscopy (NIRS) as a Tool for Classification of Pre-Sliced Iberian <i>Salchichón,</i> Modified Atmosphere Packaged (MAP) According to the Official Commercial Categories of Raw Meat
title_short Near-Infrared Spectroscopy (NIRS) as a Tool for Classification of Pre-Sliced Iberian <i>Salchichón,</i> Modified Atmosphere Packaged (MAP) According to the Official Commercial Categories of Raw Meat
title_full Near-Infrared Spectroscopy (NIRS) as a Tool for Classification of Pre-Sliced Iberian <i>Salchichón,</i> Modified Atmosphere Packaged (MAP) According to the Official Commercial Categories of Raw Meat
title_fullStr Near-Infrared Spectroscopy (NIRS) as a Tool for Classification of Pre-Sliced Iberian <i>Salchichón,</i> Modified Atmosphere Packaged (MAP) According to the Official Commercial Categories of Raw Meat
title_full_unstemmed Near-Infrared Spectroscopy (NIRS) as a Tool for Classification of Pre-Sliced Iberian <i>Salchichón,</i> Modified Atmosphere Packaged (MAP) According to the Official Commercial Categories of Raw Meat
title_sort near-infrared spectroscopy (nirs) as a tool for classification of pre-sliced iberian <i>salchichón,</i> modified atmosphere packaged (map) according to the official commercial categories of raw meat
publisher MDPI AG
series Foods
issn 2304-8158
publishDate 2021-08-01
description This study evaluates near-infrared spectroscopy (NIRS) feasibility in combination with various pre-treatments and chemometric approaches for pre-sliced Iberian <i>salchichón</i> under modified atmosphere (MAP) classification according to the official commercial category (defined by the combination of genotype and feeding regime) of the raw material used for its manufacturing (<i>Black</i> and <i>Red</i> purebred Iberian and Iberian × Duroc crossed (50%) pigs, respectively, reared outdoors in a <i>Montanera</i> system and <i>White</i> Iberian × Duroc crossed (50%) pigs with feed based on commercial fodder) without opening the package. In parallel, NIRS feasibility in combination with partial least squares regression (PLSR) to predict main quality traits was assessed. The best-fitting models developed by means of partial least squares discriminant analysis (PLS-DA) and linear discriminant analysis (LDA) yielded high discriminant ability and thus offered a tool to support the assignment of pre-sliced MAP Iberian <i>salchichón</i> according to the commercial category of the raw material. In addition, good predictive ability for C18:3 n-3 was obtained, which may help to support quality control.
topic PLS-DA
LDA
SIMCA
authenticity
genetic background
feeding regime
url https://www.mdpi.com/2304-8158/10/8/1865
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