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An Overview on the Application of Chemometrics Tools in Food Authenticity and Traceability

The use of advanced chemometrics tools in food authenticity research is crucial for managing the huge amount of data that is generated by applying state-of-the-art analytical methods such as chromatographic, spectroscopic, and non-targeted fingerprinting approaches. Thus, this review article provide...

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Autores principales: González-Domínguez, Raúl, Sayago, Ana, Fernández-Recamales, Ángeles
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9738746/
https://www.ncbi.nlm.nih.gov/pubmed/36496748
http://dx.doi.org/10.3390/foods11233940
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author González-Domínguez, Raúl
Sayago, Ana
Fernández-Recamales, Ángeles
author_facet González-Domínguez, Raúl
Sayago, Ana
Fernández-Recamales, Ángeles
author_sort González-Domínguez, Raúl
collection PubMed
description The use of advanced chemometrics tools in food authenticity research is crucial for managing the huge amount of data that is generated by applying state-of-the-art analytical methods such as chromatographic, spectroscopic, and non-targeted fingerprinting approaches. Thus, this review article provides description, classification, and comparison of the most important statistical techniques that are commonly employed in food authentication and traceability, including methods for exploratory data analysis, discrimination, and classification, as well as for regression and prediction. This literature revision is not intended to be exhaustive, but rather to provide a general overview to non-expert readers in the use of chemometrics in food science. Overall, the available literature suggests that the selection of the most appropriate statistical technique is dependent on the characteristics of the data matrix, but combining complementary tools is usually needed for properly handling data complexity. In that way, chemometrics has become a powerful ally in facilitating the detection of frauds and ensuring the authenticity and traceability of foods.
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spelling pubmed-97387462022-12-11 An Overview on the Application of Chemometrics Tools in Food Authenticity and Traceability González-Domínguez, Raúl Sayago, Ana Fernández-Recamales, Ángeles Foods Perspective The use of advanced chemometrics tools in food authenticity research is crucial for managing the huge amount of data that is generated by applying state-of-the-art analytical methods such as chromatographic, spectroscopic, and non-targeted fingerprinting approaches. Thus, this review article provides description, classification, and comparison of the most important statistical techniques that are commonly employed in food authentication and traceability, including methods for exploratory data analysis, discrimination, and classification, as well as for regression and prediction. This literature revision is not intended to be exhaustive, but rather to provide a general overview to non-expert readers in the use of chemometrics in food science. Overall, the available literature suggests that the selection of the most appropriate statistical technique is dependent on the characteristics of the data matrix, but combining complementary tools is usually needed for properly handling data complexity. In that way, chemometrics has become a powerful ally in facilitating the detection of frauds and ensuring the authenticity and traceability of foods. MDPI 2022-12-06 /pmc/articles/PMC9738746/ /pubmed/36496748 http://dx.doi.org/10.3390/foods11233940 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/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 (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Perspective
González-Domínguez, Raúl
Sayago, Ana
Fernández-Recamales, Ángeles
An Overview on the Application of Chemometrics Tools in Food Authenticity and Traceability
title An Overview on the Application of Chemometrics Tools in Food Authenticity and Traceability
title_full An Overview on the Application of Chemometrics Tools in Food Authenticity and Traceability
title_fullStr An Overview on the Application of Chemometrics Tools in Food Authenticity and Traceability
title_full_unstemmed An Overview on the Application of Chemometrics Tools in Food Authenticity and Traceability
title_short An Overview on the Application of Chemometrics Tools in Food Authenticity and Traceability
title_sort overview on the application of chemometrics tools in food authenticity and traceability
topic Perspective
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9738746/
https://www.ncbi.nlm.nih.gov/pubmed/36496748
http://dx.doi.org/10.3390/foods11233940
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