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Multi‐chemical analysis combined with chemometrics to characterize PDO and PGI Italian apples

BACKGROUND: The use of PDO (protected designation of origin) and PGI (protected geographical indication) labels allows to protect and promote agricultural products characterized by unique features related to the place of origin and traditional know‐how. However, the presence of non‐authentic product...

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Autores principales: Aguzzoni, Agnese, Bassi, Michele, Pignotti, Emanuela, Robatscher, Peter, Scandellari, Francesca, Tirler, Werner, Tagliavini, Massimo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley & Sons, Ltd. 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8451842/
https://www.ncbi.nlm.nih.gov/pubmed/33586185
http://dx.doi.org/10.1002/jsfa.11156
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author Aguzzoni, Agnese
Bassi, Michele
Pignotti, Emanuela
Robatscher, Peter
Scandellari, Francesca
Tirler, Werner
Tagliavini, Massimo
author_facet Aguzzoni, Agnese
Bassi, Michele
Pignotti, Emanuela
Robatscher, Peter
Scandellari, Francesca
Tirler, Werner
Tagliavini, Massimo
author_sort Aguzzoni, Agnese
collection PubMed
description BACKGROUND: The use of PDO (protected designation of origin) and PGI (protected geographical indication) labels allows to protect and promote agricultural products characterized by unique features related to the place of origin and traditional know‐how. However, the presence of non‐authentic products in the market represents a fraud that can be tackled applying analytical techniques combined with chemometric analysis. In this study, we applied multi‐element and multi‐isotope analysis to characterize PDO and PGI apples cultivated in northern Italy, comparing them with Italian apples without labels of geographical indications. RESULTS: The multi‐element and multi‐isotope approach allowed to characterize the apples cultivated in northern Italy. Despite a significant effect of the sampling sites on the apple composition, the comparison of the multi‐chemical fingerprint of the apples significantly varied among cultivation areas. Results of this characterization were used to classify samples according to their cultivation area applying a linear discriminant analysis (LDA). Outputs of the LDA showed that correct sample classification can be successfully achieved (balanced accuracy > 96%). Moreover, using a selection of variables, it was possible to correctly classify samples also at regional level. CONCLUSION: The presented evidences indicate that the multi‐element and multi‐isotope fingerprint can be successfully applied to traceability studies. The combination of this characterization with chemometric tools allows the classification of Italian apples based on their origin both on a national and regional scale. This approach represents an interesting tool to enhance and protect PDO and PGI Italian products. © 2021 The Authors. Journal of The Science of Food and Agriculture published by John Wiley & Sons Ltd on behalf of Society of Chemical Industry.
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spelling pubmed-84518422021-09-27 Multi‐chemical analysis combined with chemometrics to characterize PDO and PGI Italian apples Aguzzoni, Agnese Bassi, Michele Pignotti, Emanuela Robatscher, Peter Scandellari, Francesca Tirler, Werner Tagliavini, Massimo J Sci Food Agric Research Articles BACKGROUND: The use of PDO (protected designation of origin) and PGI (protected geographical indication) labels allows to protect and promote agricultural products characterized by unique features related to the place of origin and traditional know‐how. However, the presence of non‐authentic products in the market represents a fraud that can be tackled applying analytical techniques combined with chemometric analysis. In this study, we applied multi‐element and multi‐isotope analysis to characterize PDO and PGI apples cultivated in northern Italy, comparing them with Italian apples without labels of geographical indications. RESULTS: The multi‐element and multi‐isotope approach allowed to characterize the apples cultivated in northern Italy. Despite a significant effect of the sampling sites on the apple composition, the comparison of the multi‐chemical fingerprint of the apples significantly varied among cultivation areas. Results of this characterization were used to classify samples according to their cultivation area applying a linear discriminant analysis (LDA). Outputs of the LDA showed that correct sample classification can be successfully achieved (balanced accuracy > 96%). Moreover, using a selection of variables, it was possible to correctly classify samples also at regional level. CONCLUSION: The presented evidences indicate that the multi‐element and multi‐isotope fingerprint can be successfully applied to traceability studies. The combination of this characterization with chemometric tools allows the classification of Italian apples based on their origin both on a national and regional scale. This approach represents an interesting tool to enhance and protect PDO and PGI Italian products. © 2021 The Authors. Journal of The Science of Food and Agriculture published by John Wiley & Sons Ltd on behalf of Society of Chemical Industry. John Wiley & Sons, Ltd. 2021-03-04 2021-09 /pmc/articles/PMC8451842/ /pubmed/33586185 http://dx.doi.org/10.1002/jsfa.11156 Text en © 2021 The Authors. Journal of The Science of Food and Agriculture published by John Wiley & Sons Ltd on behalf of Society of Chemical Industry. https://creativecommons.org/licenses/by-nc/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by-nc/4.0/ (https://creativecommons.org/licenses/by-nc/4.0/) License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited and is not used for commercial purposes.
spellingShingle Research Articles
Aguzzoni, Agnese
Bassi, Michele
Pignotti, Emanuela
Robatscher, Peter
Scandellari, Francesca
Tirler, Werner
Tagliavini, Massimo
Multi‐chemical analysis combined with chemometrics to characterize PDO and PGI Italian apples
title Multi‐chemical analysis combined with chemometrics to characterize PDO and PGI Italian apples
title_full Multi‐chemical analysis combined with chemometrics to characterize PDO and PGI Italian apples
title_fullStr Multi‐chemical analysis combined with chemometrics to characterize PDO and PGI Italian apples
title_full_unstemmed Multi‐chemical analysis combined with chemometrics to characterize PDO and PGI Italian apples
title_short Multi‐chemical analysis combined with chemometrics to characterize PDO and PGI Italian apples
title_sort multi‐chemical analysis combined with chemometrics to characterize pdo and pgi italian apples
topic Research Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8451842/
https://www.ncbi.nlm.nih.gov/pubmed/33586185
http://dx.doi.org/10.1002/jsfa.11156
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