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Noninvasive Blood Glucose Monitoring Systems Using Near-Infrared Technology—A Review
The past few decades have seen ongoing development of continuous glucose monitoring (CGM) systems that are noninvasive and accurately measure blood glucose levels. The conventional finger-prick method, though accurate, is not feasible for use multiple times a day, as it is painful and test strips ar...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9268854/ https://www.ncbi.nlm.nih.gov/pubmed/35808352 http://dx.doi.org/10.3390/s22134855 |
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author | Hina, Aminah Saadeh, Wala |
author_facet | Hina, Aminah Saadeh, Wala |
author_sort | Hina, Aminah |
collection | PubMed |
description | The past few decades have seen ongoing development of continuous glucose monitoring (CGM) systems that are noninvasive and accurately measure blood glucose levels. The conventional finger-prick method, though accurate, is not feasible for use multiple times a day, as it is painful and test strips are expensive. Although minimally invasive and noninvasive CGM systems have been introduced into the market, they are expensive and require finger-prick calibrations. As the diabetes trend is high in low- and middle-income countries, a cost-effective and easy-to-use noninvasive glucose monitoring device is the need of the hour. This review paper briefly discusses the noninvasive glucose measuring technologies and their related research work. The technologies discussed are optical, transdermal, and enzymatic. The paper focuses on Near Infrared (NIR) technology and NIR Photoplethysmography (PPG) for blood glucose prediction. Feature extraction from PPG signals and glucose prediction with machine learning methods are discussed. The review concludes with key points and insights for future development of PPG NIR-based blood glucose monitoring systems. |
format | Online Article Text |
id | pubmed-9268854 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-92688542022-07-09 Noninvasive Blood Glucose Monitoring Systems Using Near-Infrared Technology—A Review Hina, Aminah Saadeh, Wala Sensors (Basel) Review The past few decades have seen ongoing development of continuous glucose monitoring (CGM) systems that are noninvasive and accurately measure blood glucose levels. The conventional finger-prick method, though accurate, is not feasible for use multiple times a day, as it is painful and test strips are expensive. Although minimally invasive and noninvasive CGM systems have been introduced into the market, they are expensive and require finger-prick calibrations. As the diabetes trend is high in low- and middle-income countries, a cost-effective and easy-to-use noninvasive glucose monitoring device is the need of the hour. This review paper briefly discusses the noninvasive glucose measuring technologies and their related research work. The technologies discussed are optical, transdermal, and enzymatic. The paper focuses on Near Infrared (NIR) technology and NIR Photoplethysmography (PPG) for blood glucose prediction. Feature extraction from PPG signals and glucose prediction with machine learning methods are discussed. The review concludes with key points and insights for future development of PPG NIR-based blood glucose monitoring systems. MDPI 2022-06-27 /pmc/articles/PMC9268854/ /pubmed/35808352 http://dx.doi.org/10.3390/s22134855 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 Hina, Aminah Saadeh, Wala Noninvasive Blood Glucose Monitoring Systems Using Near-Infrared Technology—A Review |
title | Noninvasive Blood Glucose Monitoring Systems Using Near-Infrared Technology—A Review |
title_full | Noninvasive Blood Glucose Monitoring Systems Using Near-Infrared Technology—A Review |
title_fullStr | Noninvasive Blood Glucose Monitoring Systems Using Near-Infrared Technology—A Review |
title_full_unstemmed | Noninvasive Blood Glucose Monitoring Systems Using Near-Infrared Technology—A Review |
title_short | Noninvasive Blood Glucose Monitoring Systems Using Near-Infrared Technology—A Review |
title_sort | noninvasive blood glucose monitoring systems using near-infrared technology—a review |
topic | Review |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9268854/ https://www.ncbi.nlm.nih.gov/pubmed/35808352 http://dx.doi.org/10.3390/s22134855 |
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