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Application and Progress of Chemometrics in Voltammetric Biosensing

The voltammetric electrochemical sensing method combined with biosensors and multi-sensor systems can quickly, accurately, and reliably analyze the concentration of the main analyte and the overall characteristics of complex samples. Simultaneously, the high-dimensional voltammogram contains the ric...

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Autores principales: Liu, Jingjing, Xu, Yifei, Liu, Shikun, Yu, Shixin, Yu, Zhirun, Low, Sze Shin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9313226/
https://www.ncbi.nlm.nih.gov/pubmed/35884297
http://dx.doi.org/10.3390/bios12070494
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author Liu, Jingjing
Xu, Yifei
Liu, Shikun
Yu, Shixin
Yu, Zhirun
Low, Sze Shin
author_facet Liu, Jingjing
Xu, Yifei
Liu, Shikun
Yu, Shixin
Yu, Zhirun
Low, Sze Shin
author_sort Liu, Jingjing
collection PubMed
description The voltammetric electrochemical sensing method combined with biosensors and multi-sensor systems can quickly, accurately, and reliably analyze the concentration of the main analyte and the overall characteristics of complex samples. Simultaneously, the high-dimensional voltammogram contains the rich electrochemical features of the detected substances. Chemometric methods are important tools for mining valuable information from voltammetric data. Chemometrics can aid voltammetric biosensor calibration and multi-element detection in complex matrix conditions. This review introduces the voltammetric analysis techniques commonly used in the research of voltammetric biosensor and electronic tongues. Then, the research on optimizing voltammetric biosensor results using classical chemometrics is summarized. At the same time, the incorporation of machine learning and deep learning has brought new opportunities to further improve the detection performance of biosensors in complex samples. Finally, smartphones connected with miniaturized voltammetric biosensors and chemometric methods provide a high-quality portable analysis platform that shows great potential in point-of-care testing.
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spelling pubmed-93132262022-07-26 Application and Progress of Chemometrics in Voltammetric Biosensing Liu, Jingjing Xu, Yifei Liu, Shikun Yu, Shixin Yu, Zhirun Low, Sze Shin Biosensors (Basel) Review The voltammetric electrochemical sensing method combined with biosensors and multi-sensor systems can quickly, accurately, and reliably analyze the concentration of the main analyte and the overall characteristics of complex samples. Simultaneously, the high-dimensional voltammogram contains the rich electrochemical features of the detected substances. Chemometric methods are important tools for mining valuable information from voltammetric data. Chemometrics can aid voltammetric biosensor calibration and multi-element detection in complex matrix conditions. This review introduces the voltammetric analysis techniques commonly used in the research of voltammetric biosensor and electronic tongues. Then, the research on optimizing voltammetric biosensor results using classical chemometrics is summarized. At the same time, the incorporation of machine learning and deep learning has brought new opportunities to further improve the detection performance of biosensors in complex samples. Finally, smartphones connected with miniaturized voltammetric biosensors and chemometric methods provide a high-quality portable analysis platform that shows great potential in point-of-care testing. MDPI 2022-07-07 /pmc/articles/PMC9313226/ /pubmed/35884297 http://dx.doi.org/10.3390/bios12070494 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 Review
Liu, Jingjing
Xu, Yifei
Liu, Shikun
Yu, Shixin
Yu, Zhirun
Low, Sze Shin
Application and Progress of Chemometrics in Voltammetric Biosensing
title Application and Progress of Chemometrics in Voltammetric Biosensing
title_full Application and Progress of Chemometrics in Voltammetric Biosensing
title_fullStr Application and Progress of Chemometrics in Voltammetric Biosensing
title_full_unstemmed Application and Progress of Chemometrics in Voltammetric Biosensing
title_short Application and Progress of Chemometrics in Voltammetric Biosensing
title_sort application and progress of chemometrics in voltammetric biosensing
topic Review
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9313226/
https://www.ncbi.nlm.nih.gov/pubmed/35884297
http://dx.doi.org/10.3390/bios12070494
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