A Study of Greek Graviera Cheese by NMR-Based Metabolomics
Graviera is a very popular yellow hard cheese produced in mainland Greece and the Aegean islands, and in three PDO (protected denomination of origin) locations. Apart from geographic location, type of milk and production practices are also factors that affect cheese composition, and make this dairy...
Main Authors: | , |
---|---|
Format: | Article |
Language: | English |
Published: |
MDPI AG
2023-07-01
|
Series: | Molecules |
Subjects: | |
Online Access: | https://www.mdpi.com/1420-3049/28/14/5488 |
_version_ | 1797588004073635840 |
---|---|
author | Evangelia Ralli Apostolos Spyros |
author_facet | Evangelia Ralli Apostolos Spyros |
author_sort | Evangelia Ralli |
collection | DOAJ |
description | Graviera is a very popular yellow hard cheese produced in mainland Greece and the Aegean islands, and in three PDO (protected denomination of origin) locations. Apart from geographic location, type of milk and production practices are also factors that affect cheese composition, and make this dairy product unique in taste and aroma. In this work, <sup>1</sup>H nuclear magnetic resonance (NMR) spectroscopy in combination with chemometrics has been used to determine the metabolite profile (40 compounds) of graviera cheese produced in different geographic locations, with emphasis on cheeses produced on the island of Crete. Organic acids and amino acids were the main components quantified in the polar cheese fraction, while the fatty acid (FA) composition of the lipid fraction was also obtained. Analysis of variance (Anova) of the dataset showed that γ-aminobutyric acid (GABA), conjugated linoleic acids (CLA) and linoleic acid differentiate gravieras produced in different areas of Crete, and that the total amino acid content was higher in cheeses produced in eastern Crete. Targeted discriminant analysis models classified gravieras produced in mainland Greece, Cyclades and Crete based on differences in 1,2-diglycerides, sterols, GABA and FA composition. Targeted and untargeted orthogonal partial least squares discriminant analysis (OPLS-DA) models were capable of differentiating gravieras produced in the island of Crete and hold promise as the basis for the authentication of PDO graviera products. |
first_indexed | 2024-03-11T00:46:54Z |
format | Article |
id | doaj.art-5d0ad9639ae34801b90b24bed27649b8 |
institution | Directory Open Access Journal |
issn | 1420-3049 |
language | English |
last_indexed | 2024-03-11T00:46:54Z |
publishDate | 2023-07-01 |
publisher | MDPI AG |
record_format | Article |
series | Molecules |
spelling | doaj.art-5d0ad9639ae34801b90b24bed27649b82023-11-18T20:42:51ZengMDPI AGMolecules1420-30492023-07-012814548810.3390/molecules28145488A Study of Greek Graviera Cheese by NMR-Based MetabolomicsEvangelia Ralli0Apostolos Spyros1NMR Laboratory, Department of Chemistry, University of Crete, Voutes Campus, 710 03 Heraklion, Crete, GreeceNMR Laboratory, Department of Chemistry, University of Crete, Voutes Campus, 710 03 Heraklion, Crete, GreeceGraviera is a very popular yellow hard cheese produced in mainland Greece and the Aegean islands, and in three PDO (protected denomination of origin) locations. Apart from geographic location, type of milk and production practices are also factors that affect cheese composition, and make this dairy product unique in taste and aroma. In this work, <sup>1</sup>H nuclear magnetic resonance (NMR) spectroscopy in combination with chemometrics has been used to determine the metabolite profile (40 compounds) of graviera cheese produced in different geographic locations, with emphasis on cheeses produced on the island of Crete. Organic acids and amino acids were the main components quantified in the polar cheese fraction, while the fatty acid (FA) composition of the lipid fraction was also obtained. Analysis of variance (Anova) of the dataset showed that γ-aminobutyric acid (GABA), conjugated linoleic acids (CLA) and linoleic acid differentiate gravieras produced in different areas of Crete, and that the total amino acid content was higher in cheeses produced in eastern Crete. Targeted discriminant analysis models classified gravieras produced in mainland Greece, Cyclades and Crete based on differences in 1,2-diglycerides, sterols, GABA and FA composition. Targeted and untargeted orthogonal partial least squares discriminant analysis (OPLS-DA) models were capable of differentiating gravieras produced in the island of Crete and hold promise as the basis for the authentication of PDO graviera products.https://www.mdpi.com/1420-3049/28/14/5488graviera cheeseNMR spectroscopymetabolomicsfatty acidsmetabolite profileamino acids |
spellingShingle | Evangelia Ralli Apostolos Spyros A Study of Greek Graviera Cheese by NMR-Based Metabolomics Molecules graviera cheese NMR spectroscopy metabolomics fatty acids metabolite profile amino acids |
title | A Study of Greek Graviera Cheese by NMR-Based Metabolomics |
title_full | A Study of Greek Graviera Cheese by NMR-Based Metabolomics |
title_fullStr | A Study of Greek Graviera Cheese by NMR-Based Metabolomics |
title_full_unstemmed | A Study of Greek Graviera Cheese by NMR-Based Metabolomics |
title_short | A Study of Greek Graviera Cheese by NMR-Based Metabolomics |
title_sort | study of greek graviera cheese by nmr based metabolomics |
topic | graviera cheese NMR spectroscopy metabolomics fatty acids metabolite profile amino acids |
url | https://www.mdpi.com/1420-3049/28/14/5488 |
work_keys_str_mv | AT evangeliaralli astudyofgreekgravieracheesebynmrbasedmetabolomics AT apostolosspyros astudyofgreekgravieracheesebynmrbasedmetabolomics AT evangeliaralli studyofgreekgravieracheesebynmrbasedmetabolomics AT apostolosspyros studyofgreekgravieracheesebynmrbasedmetabolomics |