Fatty Acids-Based Quality Index to Differentiate Worldwide Commercial Pistachio Cultivars
The fatty acid profiles of five main commercial pistachio cultivars, including Ahmad-Aghaei, Akbari, Chrok, Kalle-Ghouchi, and Ohadi, were determined by gas chromatography: palmitic (C16:0), palmitoleic (C16:1), stearic (C18:0), oleic (C18:1), linoleic (C18:2), linolenic (C18:3), arachidic (C20:0),...
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doaj-1a22e4c18efc4c47ae12fd5d5d9cd5c12020-11-24T22:51:59ZengMDPI AGMolecules1420-30492018-12-012415810.3390/molecules24010058molecules24010058Fatty Acids-Based Quality Index to Differentiate Worldwide Commercial Pistachio CultivarsMahnaz Esteki0Parvin Ahmadi1Yvan Vander Heyden2Jesus Simal-Gandara3Department of Chemistry, University of Zanjan, Zanjan 45195-313, IranDepartment of Chemistry, University of Zanjan, Zanjan 45195-313, IranDepartment of Analytical Chemistry Applied Chemometrics and Molecular Modelling, Center for Pharmaceutical Research (CePhaR), Vrije Universiteit Brussel (VUB), Laarbeeklaan 103, B-1090 Brussels, BelgiumNutrition and Bromatology Group, Department of Analytical and Food Chemistry, Faculty of Food Science and Technology, University of Vigo, Ourense Campus, E-32004 Ourense, SpainThe fatty acid profiles of five main commercial pistachio cultivars, including Ahmad-Aghaei, Akbari, Chrok, Kalle-Ghouchi, and Ohadi, were determined by gas chromatography: palmitic (C16:0), palmitoleic (C16:1), stearic (C18:0), oleic (C18:1), linoleic (C18:2), linolenic (C18:3), arachidic (C20:0), and gondoic (C20:1) acid. Based on the oleic to linoleic acid (O/L) ratio, a quality index was determined for these five cultivars: Ohadi (2.40) < Ahmad-Aghaei (2.60) < Kale-Ghouchi (2.94) < Chrok (3.05) < Akbari (3.66). Principal component analysis (PCA) of the fatty acid data yielded three significant PCs, which together account for 80.0% of the total variance in the dataset. A linear discriminant analysis (LDA) model that was evaluated with cross-validation correctly classified almost all of the samples: the average percent accuracy for the prediction set was 98.0%. The high predictive power for the prediction set shows the ability to indicate the cultivar of an unknown sample based on its fatty acid chromatographic fingerprint.http://www.mdpi.com/1420-3049/24/1/58authenticitychromatographic fingerprintfatty acidsclassificationlinear discriminant analysis |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Mahnaz Esteki Parvin Ahmadi Yvan Vander Heyden Jesus Simal-Gandara |
spellingShingle |
Mahnaz Esteki Parvin Ahmadi Yvan Vander Heyden Jesus Simal-Gandara Fatty Acids-Based Quality Index to Differentiate Worldwide Commercial Pistachio Cultivars Molecules authenticity chromatographic fingerprint fatty acids classification linear discriminant analysis |
author_facet |
Mahnaz Esteki Parvin Ahmadi Yvan Vander Heyden Jesus Simal-Gandara |
author_sort |
Mahnaz Esteki |
title |
Fatty Acids-Based Quality Index to Differentiate Worldwide Commercial Pistachio Cultivars |
title_short |
Fatty Acids-Based Quality Index to Differentiate Worldwide Commercial Pistachio Cultivars |
title_full |
Fatty Acids-Based Quality Index to Differentiate Worldwide Commercial Pistachio Cultivars |
title_fullStr |
Fatty Acids-Based Quality Index to Differentiate Worldwide Commercial Pistachio Cultivars |
title_full_unstemmed |
Fatty Acids-Based Quality Index to Differentiate Worldwide Commercial Pistachio Cultivars |
title_sort |
fatty acids-based quality index to differentiate worldwide commercial pistachio cultivars |
publisher |
MDPI AG |
series |
Molecules |
issn |
1420-3049 |
publishDate |
2018-12-01 |
description |
The fatty acid profiles of five main commercial pistachio cultivars, including Ahmad-Aghaei, Akbari, Chrok, Kalle-Ghouchi, and Ohadi, were determined by gas chromatography: palmitic (C16:0), palmitoleic (C16:1), stearic (C18:0), oleic (C18:1), linoleic (C18:2), linolenic (C18:3), arachidic (C20:0), and gondoic (C20:1) acid. Based on the oleic to linoleic acid (O/L) ratio, a quality index was determined for these five cultivars: Ohadi (2.40) < Ahmad-Aghaei (2.60) < Kale-Ghouchi (2.94) < Chrok (3.05) < Akbari (3.66). Principal component analysis (PCA) of the fatty acid data yielded three significant PCs, which together account for 80.0% of the total variance in the dataset. A linear discriminant analysis (LDA) model that was evaluated with cross-validation correctly classified almost all of the samples: the average percent accuracy for the prediction set was 98.0%. The high predictive power for the prediction set shows the ability to indicate the cultivar of an unknown sample based on its fatty acid chromatographic fingerprint. |
topic |
authenticity chromatographic fingerprint fatty acids classification linear discriminant analysis |
url |
http://www.mdpi.com/1420-3049/24/1/58 |
work_keys_str_mv |
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