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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...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley & Sons, Ltd.
2021
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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. |
format | Online Article Text |
id | pubmed-8451842 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | John Wiley & Sons, Ltd. |
record_format | MEDLINE/PubMed |
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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