Greek Graviera Cheese Assessment through Elemental Metabolomics—Implications for Authentication, Safety and Nutrition

This study presents the comprehensive elemental profile of Greek Graviera (Gruyère) cheeses. In total, 105 samples from nine different geographic regions produced from sheep, goat and cow milk and their mixtures were assessed. Elemental signatures of 61 elements were investigated for determ...

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Main Authors: Georgios Danezis, Charis Theodorou, Theofilos Massouras, Evangelos Zoidis, Ioannis Hadjigeorgiou, Constantinos A. Georgiou
Format: Article
Language:English
Published: MDPI AG 2019-02-01
Series:Molecules
Subjects:
PDO
Online Access:https://www.mdpi.com/1420-3049/24/4/670
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spelling doaj-450bfb49319545088b77247301696a422020-11-25T00:02:45ZengMDPI AGMolecules1420-30492019-02-0124467010.3390/molecules24040670molecules24040670Greek Graviera Cheese Assessment through Elemental Metabolomics—Implications for Authentication, Safety and NutritionGeorgios Danezis0Charis Theodorou1Theofilos Massouras2Evangelos Zoidis3Ioannis Hadjigeorgiou4Constantinos A. Georgiou5Chemistry Laboratory, Department of Food Science and Human Nutrition, Agricultural University of Athens, 11855 Athens, GreeceDepartment of Nutritional Physiology and Feeding, Faculty of Animal Science and Aquaculture, Agricultural University of Athens, 11855 Athens, GreeceDairy Science and Technology Laboratory, Department of Food Science and Human Nutrition, Agricultural University of Athens, 11855 Athens, GreeceDepartment of Nutritional Physiology and Feeding, Faculty of Animal Science and Aquaculture, Agricultural University of Athens, 11855 Athens, GreeceDepartment of Nutritional Physiology and Feeding, Faculty of Animal Science and Aquaculture, Agricultural University of Athens, 11855 Athens, GreeceChemistry Laboratory, Department of Food Science and Human Nutrition, Agricultural University of Athens, 11855 Athens, GreeceThis study presents the comprehensive elemental profile of Greek Graviera (Gruyère) cheeses. In total, 105 samples from nine different geographic regions produced from sheep, goat and cow milk and their mixtures were assessed. Elemental signatures of 61 elements were investigated for determination of geographic origin and milk type. Regional and milk type classification through Linear Discriminant Analysis was successful for almost all cases, while a less optimistic cross validation exercise presented lower classification rates. That points to further research using a much larger sample set, increasing confidence for cheese authentication utilizing also bioinformatics tools under development. This is the first study reporting signatures of 61 elements in dairy products including all sixteen rare earth elements and all seven precious metals. Safety and quality were assessed regarding toxic and nutritive elements. According to both EU and USA regulations and directives, Graviera is a nutritional source for trace and macro elements with low levels of toxic elements.https://www.mdpi.com/1420-3049/24/4/670authenticationcheeseelemental metabolomicsGravieraPDOrare earth elements
collection DOAJ
language English
format Article
sources DOAJ
author Georgios Danezis
Charis Theodorou
Theofilos Massouras
Evangelos Zoidis
Ioannis Hadjigeorgiou
Constantinos A. Georgiou
spellingShingle Georgios Danezis
Charis Theodorou
Theofilos Massouras
Evangelos Zoidis
Ioannis Hadjigeorgiou
Constantinos A. Georgiou
Greek Graviera Cheese Assessment through Elemental Metabolomics—Implications for Authentication, Safety and Nutrition
Molecules
authentication
cheese
elemental metabolomics
Graviera
PDO
rare earth elements
author_facet Georgios Danezis
Charis Theodorou
Theofilos Massouras
Evangelos Zoidis
Ioannis Hadjigeorgiou
Constantinos A. Georgiou
author_sort Georgios Danezis
title Greek Graviera Cheese Assessment through Elemental Metabolomics—Implications for Authentication, Safety and Nutrition
title_short Greek Graviera Cheese Assessment through Elemental Metabolomics—Implications for Authentication, Safety and Nutrition
title_full Greek Graviera Cheese Assessment through Elemental Metabolomics—Implications for Authentication, Safety and Nutrition
title_fullStr Greek Graviera Cheese Assessment through Elemental Metabolomics—Implications for Authentication, Safety and Nutrition
title_full_unstemmed Greek Graviera Cheese Assessment through Elemental Metabolomics—Implications for Authentication, Safety and Nutrition
title_sort greek graviera cheese assessment through elemental metabolomics—implications for authentication, safety and nutrition
publisher MDPI AG
series Molecules
issn 1420-3049
publishDate 2019-02-01
description This study presents the comprehensive elemental profile of Greek Graviera (Gruyère) cheeses. In total, 105 samples from nine different geographic regions produced from sheep, goat and cow milk and their mixtures were assessed. Elemental signatures of 61 elements were investigated for determination of geographic origin and milk type. Regional and milk type classification through Linear Discriminant Analysis was successful for almost all cases, while a less optimistic cross validation exercise presented lower classification rates. That points to further research using a much larger sample set, increasing confidence for cheese authentication utilizing also bioinformatics tools under development. This is the first study reporting signatures of 61 elements in dairy products including all sixteen rare earth elements and all seven precious metals. Safety and quality were assessed regarding toxic and nutritive elements. According to both EU and USA regulations and directives, Graviera is a nutritional source for trace and macro elements with low levels of toxic elements.
topic authentication
cheese
elemental metabolomics
Graviera
PDO
rare earth elements
url https://www.mdpi.com/1420-3049/24/4/670
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