Cargando…

Physicochemical, Spectroscopic, and Chromatographic Analyses in Combination with Chemometrics for the Discrimination of the Geographical Origin of Greek Graviera Cheeses

Seventy-eight graviera cheese samples produced in five different regions of Greece were characterized and discriminated according to geographical origin. For the above purpose, pH, titratable acidity (TA), NaCl, proteins, fat on a dry weight basis, ash, fatty acid composition, volatile compounds, an...

Descripción completa

Detalles Bibliográficos
Autores principales: Vatavali, Kornilia A., Kosma, Ioanna S., Louppis, Artemis P., Badeka, Anastasia V., Kontominas, Michael G.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7435398/
https://www.ncbi.nlm.nih.gov/pubmed/32752067
http://dx.doi.org/10.3390/molecules25153507
_version_ 1783572330562191360
author Vatavali, Kornilia A.
Kosma, Ioanna S.
Louppis, Artemis P.
Badeka, Anastasia V.
Kontominas, Michael G.
author_facet Vatavali, Kornilia A.
Kosma, Ioanna S.
Louppis, Artemis P.
Badeka, Anastasia V.
Kontominas, Michael G.
author_sort Vatavali, Kornilia A.
collection PubMed
description Seventy-eight graviera cheese samples produced in five different regions of Greece were characterized and discriminated according to geographical origin. For the above purpose, pH, titratable acidity (TA), NaCl, proteins, fat on a dry weight basis, ash, fatty acid composition, volatile compounds, and minerals were determined. Both multivariate analysis of variance (MANOVA) and linear discriminant analysis (LDA) were applied to experimental data to achieve sample geographical discrimination. The results showed that the combination of fatty acid composition plus minerals provided a correct classification rate of 89.7%. The value for the combination of fatty acid compositions plus conventional quality parameters was 94.9% and for the combination of minerals plus conventional quality parameters was 97.4%. When cheeses of the above five geographical origins were combined with previously studied graviera cheeses from six other geographical origins collected during the same seasons in Greece, the respective values for the discrimination of geographical origin of all eleven origins were 89.3% for conventional quality parameters plus minerals; 94.0% for conventional quality parameters plus fatty acids; 94.1% for minerals plus fatty acids; and 95.2% for conventional quality parameters plus minerals plus fatty acids. Such high correct classification rates demonstrate the robustness of the developed statistical model.
format Online
Article
Text
id pubmed-7435398
institution National Center for Biotechnology Information
language English
publishDate 2020
publisher MDPI
record_format MEDLINE/PubMed
spelling pubmed-74353982020-08-28 Physicochemical, Spectroscopic, and Chromatographic Analyses in Combination with Chemometrics for the Discrimination of the Geographical Origin of Greek Graviera Cheeses Vatavali, Kornilia A. Kosma, Ioanna S. Louppis, Artemis P. Badeka, Anastasia V. Kontominas, Michael G. Molecules Article Seventy-eight graviera cheese samples produced in five different regions of Greece were characterized and discriminated according to geographical origin. For the above purpose, pH, titratable acidity (TA), NaCl, proteins, fat on a dry weight basis, ash, fatty acid composition, volatile compounds, and minerals were determined. Both multivariate analysis of variance (MANOVA) and linear discriminant analysis (LDA) were applied to experimental data to achieve sample geographical discrimination. The results showed that the combination of fatty acid composition plus minerals provided a correct classification rate of 89.7%. The value for the combination of fatty acid compositions plus conventional quality parameters was 94.9% and for the combination of minerals plus conventional quality parameters was 97.4%. When cheeses of the above five geographical origins were combined with previously studied graviera cheeses from six other geographical origins collected during the same seasons in Greece, the respective values for the discrimination of geographical origin of all eleven origins were 89.3% for conventional quality parameters plus minerals; 94.0% for conventional quality parameters plus fatty acids; 94.1% for minerals plus fatty acids; and 95.2% for conventional quality parameters plus minerals plus fatty acids. Such high correct classification rates demonstrate the robustness of the developed statistical model. MDPI 2020-07-31 /pmc/articles/PMC7435398/ /pubmed/32752067 http://dx.doi.org/10.3390/molecules25153507 Text en © 2020 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
Vatavali, Kornilia A.
Kosma, Ioanna S.
Louppis, Artemis P.
Badeka, Anastasia V.
Kontominas, Michael G.
Physicochemical, Spectroscopic, and Chromatographic Analyses in Combination with Chemometrics for the Discrimination of the Geographical Origin of Greek Graviera Cheeses
title Physicochemical, Spectroscopic, and Chromatographic Analyses in Combination with Chemometrics for the Discrimination of the Geographical Origin of Greek Graviera Cheeses
title_full Physicochemical, Spectroscopic, and Chromatographic Analyses in Combination with Chemometrics for the Discrimination of the Geographical Origin of Greek Graviera Cheeses
title_fullStr Physicochemical, Spectroscopic, and Chromatographic Analyses in Combination with Chemometrics for the Discrimination of the Geographical Origin of Greek Graviera Cheeses
title_full_unstemmed Physicochemical, Spectroscopic, and Chromatographic Analyses in Combination with Chemometrics for the Discrimination of the Geographical Origin of Greek Graviera Cheeses
title_short Physicochemical, Spectroscopic, and Chromatographic Analyses in Combination with Chemometrics for the Discrimination of the Geographical Origin of Greek Graviera Cheeses
title_sort physicochemical, spectroscopic, and chromatographic analyses in combination with chemometrics for the discrimination of the geographical origin of greek graviera cheeses
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7435398/
https://www.ncbi.nlm.nih.gov/pubmed/32752067
http://dx.doi.org/10.3390/molecules25153507
work_keys_str_mv AT vatavalikorniliaa physicochemicalspectroscopicandchromatographicanalysesincombinationwithchemometricsforthediscriminationofthegeographicaloriginofgreekgravieracheeses
AT kosmaioannas physicochemicalspectroscopicandchromatographicanalysesincombinationwithchemometricsforthediscriminationofthegeographicaloriginofgreekgravieracheeses
AT louppisartemisp physicochemicalspectroscopicandchromatographicanalysesincombinationwithchemometricsforthediscriminationofthegeographicaloriginofgreekgravieracheeses
AT badekaanastasiav physicochemicalspectroscopicandchromatographicanalysesincombinationwithchemometricsforthediscriminationofthegeographicaloriginofgreekgravieracheeses
AT kontominasmichaelg physicochemicalspectroscopicandchromatographicanalysesincombinationwithchemometricsforthediscriminationofthegeographicaloriginofgreekgravieracheeses