Cargando…
A Quick and Efficient Non-Targeted Screening Test for Saffron Authentication: Application of Chemometrics to Gas-Chromatographic Data
Saffron is one of the most adulterated food products all over the world because of its high market prize. Therefore, a non-targeted approach based on the combination of headspace flash gas-chromatography with flame ionization detection (HS-GC-FID) and chemometrics was tested and evaluated to check a...
Autores principales: | , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2019
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6680955/ https://www.ncbi.nlm.nih.gov/pubmed/31319572 http://dx.doi.org/10.3390/molecules24142602 |
_version_ | 1783441620855685120 |
---|---|
author | Morozzi, Pietro Zappi, Alessandro Gottardi, Fernando Locatelli, Marcello Melucci, Dora |
author_facet | Morozzi, Pietro Zappi, Alessandro Gottardi, Fernando Locatelli, Marcello Melucci, Dora |
author_sort | Morozzi, Pietro |
collection | PubMed |
description | Saffron is one of the most adulterated food products all over the world because of its high market prize. Therefore, a non-targeted approach based on the combination of headspace flash gas-chromatography with flame ionization detection (HS-GC-FID) and chemometrics was tested and evaluated to check adulteration of this spice with two of the principal plant-derived adulterants: turmeric (Curcuma longa L.) and marigold (Calendula officinalis L.). Chemometric models were carried out through both linear discriminant analysis (LDA) and partial least squares discriminant analysis (PLS-DA) from the gas-chromatographic data. These models were also validated by cross validation (CV) and external validation, which were performed by testing both models on pure spices and artificial mixtures capable of simulating adulterations of saffron with the two adulterants examined. These models gave back satisfactory results. Indeed, both models showed functional internal and external prediction ability. The achieved results point out that the method based on a combination of chemometrics with gas-chromatography may provide a rapid and low-cost screening method for the authentication of saffron. |
format | Online Article Text |
id | pubmed-6680955 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-66809552019-08-09 A Quick and Efficient Non-Targeted Screening Test for Saffron Authentication: Application of Chemometrics to Gas-Chromatographic Data Morozzi, Pietro Zappi, Alessandro Gottardi, Fernando Locatelli, Marcello Melucci, Dora Molecules Article Saffron is one of the most adulterated food products all over the world because of its high market prize. Therefore, a non-targeted approach based on the combination of headspace flash gas-chromatography with flame ionization detection (HS-GC-FID) and chemometrics was tested and evaluated to check adulteration of this spice with two of the principal plant-derived adulterants: turmeric (Curcuma longa L.) and marigold (Calendula officinalis L.). Chemometric models were carried out through both linear discriminant analysis (LDA) and partial least squares discriminant analysis (PLS-DA) from the gas-chromatographic data. These models were also validated by cross validation (CV) and external validation, which were performed by testing both models on pure spices and artificial mixtures capable of simulating adulterations of saffron with the two adulterants examined. These models gave back satisfactory results. Indeed, both models showed functional internal and external prediction ability. The achieved results point out that the method based on a combination of chemometrics with gas-chromatography may provide a rapid and low-cost screening method for the authentication of saffron. MDPI 2019-07-17 /pmc/articles/PMC6680955/ /pubmed/31319572 http://dx.doi.org/10.3390/molecules24142602 Text en © 2019 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Morozzi, Pietro Zappi, Alessandro Gottardi, Fernando Locatelli, Marcello Melucci, Dora A Quick and Efficient Non-Targeted Screening Test for Saffron Authentication: Application of Chemometrics to Gas-Chromatographic Data |
title | A Quick and Efficient Non-Targeted Screening Test for Saffron Authentication: Application of Chemometrics to Gas-Chromatographic Data |
title_full | A Quick and Efficient Non-Targeted Screening Test for Saffron Authentication: Application of Chemometrics to Gas-Chromatographic Data |
title_fullStr | A Quick and Efficient Non-Targeted Screening Test for Saffron Authentication: Application of Chemometrics to Gas-Chromatographic Data |
title_full_unstemmed | A Quick and Efficient Non-Targeted Screening Test for Saffron Authentication: Application of Chemometrics to Gas-Chromatographic Data |
title_short | A Quick and Efficient Non-Targeted Screening Test for Saffron Authentication: Application of Chemometrics to Gas-Chromatographic Data |
title_sort | quick and efficient non-targeted screening test for saffron authentication: application of chemometrics to gas-chromatographic data |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6680955/ https://www.ncbi.nlm.nih.gov/pubmed/31319572 http://dx.doi.org/10.3390/molecules24142602 |
work_keys_str_mv | AT morozzipietro aquickandefficientnontargetedscreeningtestforsaffronauthenticationapplicationofchemometricstogaschromatographicdata AT zappialessandro aquickandefficientnontargetedscreeningtestforsaffronauthenticationapplicationofchemometricstogaschromatographicdata AT gottardifernando aquickandefficientnontargetedscreeningtestforsaffronauthenticationapplicationofchemometricstogaschromatographicdata AT locatellimarcello aquickandefficientnontargetedscreeningtestforsaffronauthenticationapplicationofchemometricstogaschromatographicdata AT meluccidora aquickandefficientnontargetedscreeningtestforsaffronauthenticationapplicationofchemometricstogaschromatographicdata AT morozzipietro quickandefficientnontargetedscreeningtestforsaffronauthenticationapplicationofchemometricstogaschromatographicdata AT zappialessandro quickandefficientnontargetedscreeningtestforsaffronauthenticationapplicationofchemometricstogaschromatographicdata AT gottardifernando quickandefficientnontargetedscreeningtestforsaffronauthenticationapplicationofchemometricstogaschromatographicdata AT locatellimarcello quickandefficientnontargetedscreeningtestforsaffronauthenticationapplicationofchemometricstogaschromatographicdata AT meluccidora quickandefficientnontargetedscreeningtestforsaffronauthenticationapplicationofchemometricstogaschromatographicdata |