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Use of FTIR spectroscopy and chemometrics for the classification of carobs origin

Carob samples from seven different Mediterranean countries (Cyprus, Greece, Italy, Spain, Turkey, Jordan and Palestine) were analyzed using Fourier Transform Infrared (FTIR) spectroscopy. Seed and flesh samples of indigenous and foreign cultivars, both authentic and commercial, were examined. The sp...

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Detalles Bibliográficos
Autores principales: Christou, Chrysanthi, Agapiou, Agapios, Kokkinofta, Rebecca
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6057242/
https://www.ncbi.nlm.nih.gov/pubmed/30046470
http://dx.doi.org/10.1016/j.jare.2017.12.001
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author Christou, Chrysanthi
Agapiou, Agapios
Kokkinofta, Rebecca
author_facet Christou, Chrysanthi
Agapiou, Agapios
Kokkinofta, Rebecca
author_sort Christou, Chrysanthi
collection PubMed
description Carob samples from seven different Mediterranean countries (Cyprus, Greece, Italy, Spain, Turkey, Jordan and Palestine) were analyzed using Fourier Transform Infrared (FTIR) spectroscopy. Seed and flesh samples of indigenous and foreign cultivars, both authentic and commercial, were examined. The spectra were recorded in transmittance mode from KBr pellets. The data were compressed and further processed statistically using multivariate chemometric techniques, including Principal Component Analysis (PCA), Cluster Analysis (CA), Partial Least Squares (PLS) and Orthogonal Partial Least Square-Discriminant Analysis (OPLS-DA). Specifically, unsupervised PCA framed the importance of the variety of carobs, while supervised analysis highlighted the contribution of the geographical origin. Best classification models were achieved with PLS regression on first derivative spectra, giving an overall correct classification. Thus, the applied methodology enabled the differentiation of carobs flesh and seed per their origin. Our results appear to suggest that this method is a rapid and powerful tool for the successful discrimination of carobs origin and type.
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spelling pubmed-60572422018-07-25 Use of FTIR spectroscopy and chemometrics for the classification of carobs origin Christou, Chrysanthi Agapiou, Agapios Kokkinofta, Rebecca J Adv Res Original Article Carob samples from seven different Mediterranean countries (Cyprus, Greece, Italy, Spain, Turkey, Jordan and Palestine) were analyzed using Fourier Transform Infrared (FTIR) spectroscopy. Seed and flesh samples of indigenous and foreign cultivars, both authentic and commercial, were examined. The spectra were recorded in transmittance mode from KBr pellets. The data were compressed and further processed statistically using multivariate chemometric techniques, including Principal Component Analysis (PCA), Cluster Analysis (CA), Partial Least Squares (PLS) and Orthogonal Partial Least Square-Discriminant Analysis (OPLS-DA). Specifically, unsupervised PCA framed the importance of the variety of carobs, while supervised analysis highlighted the contribution of the geographical origin. Best classification models were achieved with PLS regression on first derivative spectra, giving an overall correct classification. Thus, the applied methodology enabled the differentiation of carobs flesh and seed per their origin. Our results appear to suggest that this method is a rapid and powerful tool for the successful discrimination of carobs origin and type. Elsevier 2017-12-24 /pmc/articles/PMC6057242/ /pubmed/30046470 http://dx.doi.org/10.1016/j.jare.2017.12.001 Text en © 2018 Production and hosting by Elsevier B.V. on behalf of Cairo University. https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Original Article
Christou, Chrysanthi
Agapiou, Agapios
Kokkinofta, Rebecca
Use of FTIR spectroscopy and chemometrics for the classification of carobs origin
title Use of FTIR spectroscopy and chemometrics for the classification of carobs origin
title_full Use of FTIR spectroscopy and chemometrics for the classification of carobs origin
title_fullStr Use of FTIR spectroscopy and chemometrics for the classification of carobs origin
title_full_unstemmed Use of FTIR spectroscopy and chemometrics for the classification of carobs origin
title_short Use of FTIR spectroscopy and chemometrics for the classification of carobs origin
title_sort use of ftir spectroscopy and chemometrics for the classification of carobs origin
topic Original Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6057242/
https://www.ncbi.nlm.nih.gov/pubmed/30046470
http://dx.doi.org/10.1016/j.jare.2017.12.001
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