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),...

Full description

Bibliographic Details
Main Authors: Mahnaz Esteki, Parvin Ahmadi, Yvan Vander Heyden, Jesus Simal-Gandara
Format: Article
Language:English
Published: MDPI AG 2018-12-01
Series:Molecules
Subjects:
Online Access:http://www.mdpi.com/1420-3049/24/1/58
id doaj-1a22e4c18efc4c47ae12fd5d5d9cd5c1
record_format Article
spelling 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 AT mahnazesteki fattyacidsbasedqualityindextodifferentiateworldwidecommercialpistachiocultivars
AT parvinahmadi fattyacidsbasedqualityindextodifferentiateworldwidecommercialpistachiocultivars
AT yvanvanderheyden fattyacidsbasedqualityindextodifferentiateworldwidecommercialpistachiocultivars
AT jesussimalgandara fattyacidsbasedqualityindextodifferentiateworldwidecommercialpistachiocultivars
_version_ 1725667816894365696