Cargando…

Kinetic Determination of Acetylsalicylic Acid Using a CdTe/AgInS(2) Photoluminescence Probe and Different Chemometric Models

The combination of multiple quantum dots (QDs) in a multi-emitter nanoprobe can be envisaged as a promising sensing scheme, as it enables obtaining a collective response of individual emitters towards a given analyte and allows for achieving specific analyte-response profiles. The processing of thes...

Descripción completa

Detalles Bibliográficos
Autores principales: Castro, Rafael C., Páscoa, Ricardo N. M. J., Saraiva, M. Lúcia M. F. S., Santos, João L. M., Ribeiro, David S. M.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10135845/
https://www.ncbi.nlm.nih.gov/pubmed/37185512
http://dx.doi.org/10.3390/bios13040437
_version_ 1785032077825015808
author Castro, Rafael C.
Páscoa, Ricardo N. M. J.
Saraiva, M. Lúcia M. F. S.
Santos, João L. M.
Ribeiro, David S. M.
author_facet Castro, Rafael C.
Páscoa, Ricardo N. M. J.
Saraiva, M. Lúcia M. F. S.
Santos, João L. M.
Ribeiro, David S. M.
author_sort Castro, Rafael C.
collection PubMed
description The combination of multiple quantum dots (QDs) in a multi-emitter nanoprobe can be envisaged as a promising sensing scheme, as it enables obtaining a collective response of individual emitters towards a given analyte and allows for achieving specific analyte-response profiles. The processing of these profiles using adequate chemometric methods empowers a more sensitive, reliable and selective determination of the target analyte. In this work, we developed a kinetic fluorometric method consisting of a dual CdTe/AgInS(2) quantum dots photoluminescence probe for the determination of acetylsalicylic acid (ASA). The fluorometric response was acquired as second-order time-based excitation/emission matrices that were subsequently processed using chemometric methods seeking to assure the second-order advantage. The data obtained in this work are considered second-order data as they have a three-dimensional size, I × J × K (where I represents the samples’ number, J the fluorescence emission wavelength while K represents the time). In order to select the most adequate chemometric method regarding the obtained data structure, different chemometric models were tested, namely unfolded partial least squares (U-PLS), N-way partial least squares (N-PLS), multilayer feed-forward neural networks (MLF-NNs) and radial basis function neural networks (RBF-NNs).
format Online
Article
Text
id pubmed-10135845
institution National Center for Biotechnology Information
language English
publishDate 2023
publisher MDPI
record_format MEDLINE/PubMed
spelling pubmed-101358452023-04-28 Kinetic Determination of Acetylsalicylic Acid Using a CdTe/AgInS(2) Photoluminescence Probe and Different Chemometric Models Castro, Rafael C. Páscoa, Ricardo N. M. J. Saraiva, M. Lúcia M. F. S. Santos, João L. M. Ribeiro, David S. M. Biosensors (Basel) Article The combination of multiple quantum dots (QDs) in a multi-emitter nanoprobe can be envisaged as a promising sensing scheme, as it enables obtaining a collective response of individual emitters towards a given analyte and allows for achieving specific analyte-response profiles. The processing of these profiles using adequate chemometric methods empowers a more sensitive, reliable and selective determination of the target analyte. In this work, we developed a kinetic fluorometric method consisting of a dual CdTe/AgInS(2) quantum dots photoluminescence probe for the determination of acetylsalicylic acid (ASA). The fluorometric response was acquired as second-order time-based excitation/emission matrices that were subsequently processed using chemometric methods seeking to assure the second-order advantage. The data obtained in this work are considered second-order data as they have a three-dimensional size, I × J × K (where I represents the samples’ number, J the fluorescence emission wavelength while K represents the time). In order to select the most adequate chemometric method regarding the obtained data structure, different chemometric models were tested, namely unfolded partial least squares (U-PLS), N-way partial least squares (N-PLS), multilayer feed-forward neural networks (MLF-NNs) and radial basis function neural networks (RBF-NNs). MDPI 2023-03-30 /pmc/articles/PMC10135845/ /pubmed/37185512 http://dx.doi.org/10.3390/bios13040437 Text en © 2023 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
Castro, Rafael C.
Páscoa, Ricardo N. M. J.
Saraiva, M. Lúcia M. F. S.
Santos, João L. M.
Ribeiro, David S. M.
Kinetic Determination of Acetylsalicylic Acid Using a CdTe/AgInS(2) Photoluminescence Probe and Different Chemometric Models
title Kinetic Determination of Acetylsalicylic Acid Using a CdTe/AgInS(2) Photoluminescence Probe and Different Chemometric Models
title_full Kinetic Determination of Acetylsalicylic Acid Using a CdTe/AgInS(2) Photoluminescence Probe and Different Chemometric Models
title_fullStr Kinetic Determination of Acetylsalicylic Acid Using a CdTe/AgInS(2) Photoluminescence Probe and Different Chemometric Models
title_full_unstemmed Kinetic Determination of Acetylsalicylic Acid Using a CdTe/AgInS(2) Photoluminescence Probe and Different Chemometric Models
title_short Kinetic Determination of Acetylsalicylic Acid Using a CdTe/AgInS(2) Photoluminescence Probe and Different Chemometric Models
title_sort kinetic determination of acetylsalicylic acid using a cdte/agins(2) photoluminescence probe and different chemometric models
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10135845/
https://www.ncbi.nlm.nih.gov/pubmed/37185512
http://dx.doi.org/10.3390/bios13040437
work_keys_str_mv AT castrorafaelc kineticdeterminationofacetylsalicylicacidusingacdteagins2photoluminescenceprobeanddifferentchemometricmodels
AT pascoaricardonmj kineticdeterminationofacetylsalicylicacidusingacdteagins2photoluminescenceprobeanddifferentchemometricmodels
AT saraivamluciamfs kineticdeterminationofacetylsalicylicacidusingacdteagins2photoluminescenceprobeanddifferentchemometricmodels
AT santosjoaolm kineticdeterminationofacetylsalicylicacidusingacdteagins2photoluminescenceprobeanddifferentchemometricmodels
AT ribeirodavidsm kineticdeterminationofacetylsalicylicacidusingacdteagins2photoluminescenceprobeanddifferentchemometricmodels