Cargando…
Multiblock Analysis Applied to Fluorescence and Absorbance Spectra to Estimate Total Polyphenol Content in Extra Virgin Olive Oil
A fast and easy methodology to estimate total polyphenol content in extra virgin olive oil was developed by applying the chemometric multiblock method sequential and orthogonalized partial least squares (SO-PLS) in order to combine front-face emission fluorescence spectra (270 nm excitation waveleng...
Autores principales: | , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8623568/ https://www.ncbi.nlm.nih.gov/pubmed/34828837 http://dx.doi.org/10.3390/foods10112556 |
_version_ | 1784605963843534848 |
---|---|
author | Hernández-Sánchez, Natalia Lleó, Lourdes Diezma, Belén Correa, Eva Cristina Sastre, Blanca Roger, Jean-Michel |
author_facet | Hernández-Sánchez, Natalia Lleó, Lourdes Diezma, Belén Correa, Eva Cristina Sastre, Blanca Roger, Jean-Michel |
author_sort | Hernández-Sánchez, Natalia |
collection | PubMed |
description | A fast and easy methodology to estimate total polyphenol content in extra virgin olive oil was developed by applying the chemometric multiblock method sequential and orthogonalized partial least squares (SO-PLS) in order to combine front-face emission fluorescence spectra (270 nm excitation wavelength) and absorbance spectra. The hypothesis of this work stated that inner-filter effects in fluorescence spectra that would reduce the estimation performance of a single block model could be overcome by incorporating the absorbance spectral information of the compounds causing them. Different spectral preprocessing algorithms were applied. Double cross-validation with 50 iterations was implemented to improve the robustness of the obtained results. The PLSR model on the single block of fluorescence raw spectra achieved an RMSEP of 177.11 mg·kg(−1) as the median value, and the complexity of the model was high, as the median value of latent variables (LVs) was eight. Multiblock SO-PLS models with pretreated fluorescence and absorbance spectra provided better performance, although artefacts could be introduced by transformation. The combination of fluorescence and absorbance raw data decreased the RMSEP median to 134.45 mg·kg(−1). Moreover, the complexity of the model was greatly reduced, which contributed to an increase in robustness. The median value of LVs was three for fluorescence data and only one for absorbance data. Validation of the methodology could be addressed by further work considering a higher number of samples and a detailed composition of polyphenols. |
format | Online Article Text |
id | pubmed-8623568 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-86235682021-11-27 Multiblock Analysis Applied to Fluorescence and Absorbance Spectra to Estimate Total Polyphenol Content in Extra Virgin Olive Oil Hernández-Sánchez, Natalia Lleó, Lourdes Diezma, Belén Correa, Eva Cristina Sastre, Blanca Roger, Jean-Michel Foods Article A fast and easy methodology to estimate total polyphenol content in extra virgin olive oil was developed by applying the chemometric multiblock method sequential and orthogonalized partial least squares (SO-PLS) in order to combine front-face emission fluorescence spectra (270 nm excitation wavelength) and absorbance spectra. The hypothesis of this work stated that inner-filter effects in fluorescence spectra that would reduce the estimation performance of a single block model could be overcome by incorporating the absorbance spectral information of the compounds causing them. Different spectral preprocessing algorithms were applied. Double cross-validation with 50 iterations was implemented to improve the robustness of the obtained results. The PLSR model on the single block of fluorescence raw spectra achieved an RMSEP of 177.11 mg·kg(−1) as the median value, and the complexity of the model was high, as the median value of latent variables (LVs) was eight. Multiblock SO-PLS models with pretreated fluorescence and absorbance spectra provided better performance, although artefacts could be introduced by transformation. The combination of fluorescence and absorbance raw data decreased the RMSEP median to 134.45 mg·kg(−1). Moreover, the complexity of the model was greatly reduced, which contributed to an increase in robustness. The median value of LVs was three for fluorescence data and only one for absorbance data. Validation of the methodology could be addressed by further work considering a higher number of samples and a detailed composition of polyphenols. MDPI 2021-10-23 /pmc/articles/PMC8623568/ /pubmed/34828837 http://dx.doi.org/10.3390/foods10112556 Text en © 2021 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 Hernández-Sánchez, Natalia Lleó, Lourdes Diezma, Belén Correa, Eva Cristina Sastre, Blanca Roger, Jean-Michel Multiblock Analysis Applied to Fluorescence and Absorbance Spectra to Estimate Total Polyphenol Content in Extra Virgin Olive Oil |
title | Multiblock Analysis Applied to Fluorescence and Absorbance Spectra to Estimate Total Polyphenol Content in Extra Virgin Olive Oil |
title_full | Multiblock Analysis Applied to Fluorescence and Absorbance Spectra to Estimate Total Polyphenol Content in Extra Virgin Olive Oil |
title_fullStr | Multiblock Analysis Applied to Fluorescence and Absorbance Spectra to Estimate Total Polyphenol Content in Extra Virgin Olive Oil |
title_full_unstemmed | Multiblock Analysis Applied to Fluorescence and Absorbance Spectra to Estimate Total Polyphenol Content in Extra Virgin Olive Oil |
title_short | Multiblock Analysis Applied to Fluorescence and Absorbance Spectra to Estimate Total Polyphenol Content in Extra Virgin Olive Oil |
title_sort | multiblock analysis applied to fluorescence and absorbance spectra to estimate total polyphenol content in extra virgin olive oil |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8623568/ https://www.ncbi.nlm.nih.gov/pubmed/34828837 http://dx.doi.org/10.3390/foods10112556 |
work_keys_str_mv | AT hernandezsancheznatalia multiblockanalysisappliedtofluorescenceandabsorbancespectratoestimatetotalpolyphenolcontentinextravirginoliveoil AT lleolourdes multiblockanalysisappliedtofluorescenceandabsorbancespectratoestimatetotalpolyphenolcontentinextravirginoliveoil AT diezmabelen multiblockanalysisappliedtofluorescenceandabsorbancespectratoestimatetotalpolyphenolcontentinextravirginoliveoil AT correaevacristina multiblockanalysisappliedtofluorescenceandabsorbancespectratoestimatetotalpolyphenolcontentinextravirginoliveoil AT sastreblanca multiblockanalysisappliedtofluorescenceandabsorbancespectratoestimatetotalpolyphenolcontentinextravirginoliveoil AT rogerjeanmichel multiblockanalysisappliedtofluorescenceandabsorbancespectratoestimatetotalpolyphenolcontentinextravirginoliveoil |