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Rapid Classification and Recognition Method of the Species and Chemotypes of Essential Oils by ATR-FTIR Spectroscopy Coupled with Chemometrics

In the present work, the applicability of attenuated total reflectance-Fourier transform infrared (ATR-FTIR) spectroscopy, coupled with chemometric tools in recognizing essential oils (EOs) for routine control, was evaluated. EOs belonging to Mentha, Cymbopogon, and Lavandula families and to S. rosm...

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Autores principales: Truzzi, Eleonora, Durante, Caterina, Bertelli, Davide, Catellani, Benedetta, Pellacani, Samuele, Benvenuti, Stefania
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9458032/
https://www.ncbi.nlm.nih.gov/pubmed/36080384
http://dx.doi.org/10.3390/molecules27175618
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author Truzzi, Eleonora
Durante, Caterina
Bertelli, Davide
Catellani, Benedetta
Pellacani, Samuele
Benvenuti, Stefania
author_facet Truzzi, Eleonora
Durante, Caterina
Bertelli, Davide
Catellani, Benedetta
Pellacani, Samuele
Benvenuti, Stefania
author_sort Truzzi, Eleonora
collection PubMed
description In the present work, the applicability of attenuated total reflectance-Fourier transform infrared (ATR-FTIR) spectroscopy, coupled with chemometric tools in recognizing essential oils (EOs) for routine control, was evaluated. EOs belonging to Mentha, Cymbopogon, and Lavandula families and to S. rosmarinus and T. vulgaris species were analyzed, and the performance of several untargeted approaches, based on the synergistic combination of ATR-FTIR and Partial Least Squares Discriminant Analysis (PLS-DA), was tested to classify the species and chemotypes. Different spectra pre-processing methods were employed, and the robustness of the built models was tested by means of a Receiver Operating Characteristic (ROC) curve and random permutations test. The application of these approaches revealed fruitful results in terms of sensitivity and specificity, highlighting the potentiality of ATR-FTIR and chemometrics techniques to be used as a sensitive, cost-effective, and rapid tool to differentiate EO samples according to their species and chemotype.
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spelling pubmed-94580322022-09-09 Rapid Classification and Recognition Method of the Species and Chemotypes of Essential Oils by ATR-FTIR Spectroscopy Coupled with Chemometrics Truzzi, Eleonora Durante, Caterina Bertelli, Davide Catellani, Benedetta Pellacani, Samuele Benvenuti, Stefania Molecules Article In the present work, the applicability of attenuated total reflectance-Fourier transform infrared (ATR-FTIR) spectroscopy, coupled with chemometric tools in recognizing essential oils (EOs) for routine control, was evaluated. EOs belonging to Mentha, Cymbopogon, and Lavandula families and to S. rosmarinus and T. vulgaris species were analyzed, and the performance of several untargeted approaches, based on the synergistic combination of ATR-FTIR and Partial Least Squares Discriminant Analysis (PLS-DA), was tested to classify the species and chemotypes. Different spectra pre-processing methods were employed, and the robustness of the built models was tested by means of a Receiver Operating Characteristic (ROC) curve and random permutations test. The application of these approaches revealed fruitful results in terms of sensitivity and specificity, highlighting the potentiality of ATR-FTIR and chemometrics techniques to be used as a sensitive, cost-effective, and rapid tool to differentiate EO samples according to their species and chemotype. MDPI 2022-08-31 /pmc/articles/PMC9458032/ /pubmed/36080384 http://dx.doi.org/10.3390/molecules27175618 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 Article
Truzzi, Eleonora
Durante, Caterina
Bertelli, Davide
Catellani, Benedetta
Pellacani, Samuele
Benvenuti, Stefania
Rapid Classification and Recognition Method of the Species and Chemotypes of Essential Oils by ATR-FTIR Spectroscopy Coupled with Chemometrics
title Rapid Classification and Recognition Method of the Species and Chemotypes of Essential Oils by ATR-FTIR Spectroscopy Coupled with Chemometrics
title_full Rapid Classification and Recognition Method of the Species and Chemotypes of Essential Oils by ATR-FTIR Spectroscopy Coupled with Chemometrics
title_fullStr Rapid Classification and Recognition Method of the Species and Chemotypes of Essential Oils by ATR-FTIR Spectroscopy Coupled with Chemometrics
title_full_unstemmed Rapid Classification and Recognition Method of the Species and Chemotypes of Essential Oils by ATR-FTIR Spectroscopy Coupled with Chemometrics
title_short Rapid Classification and Recognition Method of the Species and Chemotypes of Essential Oils by ATR-FTIR Spectroscopy Coupled with Chemometrics
title_sort rapid classification and recognition method of the species and chemotypes of essential oils by atr-ftir spectroscopy coupled with chemometrics
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9458032/
https://www.ncbi.nlm.nih.gov/pubmed/36080384
http://dx.doi.org/10.3390/molecules27175618
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