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Accurate Post-Calibration Predictions for Noninvasive Glucose Measurements in People Using Confocal Raman Spectroscopy

[Image: see text] In diabetes prevention and care, invasiveness of glucose measurement impedes efficient therapy and hampers the identification of people at risk. Lack of calibration stability in non-invasive technology has confined the field to short-term proof of principle. Addressing this challen...

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Autores principales: Pors, Anders, Rasmussen, Kaspar G., Inglev, Rune, Jendrike, Nina, Philipps, Amalie, Ranjan, Ajenthen G., Vestergaard, Vibe, Henriksen, Jan E., Nørgaard, Kirsten, Freckmann, Guido, Hepp, Karl D., Gerstenberg, Michael C., Weber, Anders
Formato: Online Artículo Texto
Lenguaje:English
Publicado: American Chemical Society 2023
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10043934/
https://www.ncbi.nlm.nih.gov/pubmed/36877178
http://dx.doi.org/10.1021/acssensors.2c02756
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author Pors, Anders
Rasmussen, Kaspar G.
Inglev, Rune
Jendrike, Nina
Philipps, Amalie
Ranjan, Ajenthen G.
Vestergaard, Vibe
Henriksen, Jan E.
Nørgaard, Kirsten
Freckmann, Guido
Hepp, Karl D.
Gerstenberg, Michael C.
Weber, Anders
author_facet Pors, Anders
Rasmussen, Kaspar G.
Inglev, Rune
Jendrike, Nina
Philipps, Amalie
Ranjan, Ajenthen G.
Vestergaard, Vibe
Henriksen, Jan E.
Nørgaard, Kirsten
Freckmann, Guido
Hepp, Karl D.
Gerstenberg, Michael C.
Weber, Anders
author_sort Pors, Anders
collection PubMed
description [Image: see text] In diabetes prevention and care, invasiveness of glucose measurement impedes efficient therapy and hampers the identification of people at risk. Lack of calibration stability in non-invasive technology has confined the field to short-term proof of principle. Addressing this challenge, we demonstrate the first practical use of a Raman-based and portable non-invasive glucose monitoring device used for at least 15 days following calibration. In a home-based clinical study involving 160 subjects with diabetes, the largest of its kind to our knowledge, we find that the measurement accuracy is insensitive to age, sex, and skin color. A subset of subjects with type 2 diabetes highlights promising real-life results with 99.8% of measurements within A + B zones in the consensus error grid and a mean absolute relative difference of 14.3%. By overcoming the problem of calibration stability, we remove the lingering uncertainty about the practical use of non-invasive glucose monitoring, boding a new, non-invasive era in diabetes monitoring.
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spelling pubmed-100439342023-03-29 Accurate Post-Calibration Predictions for Noninvasive Glucose Measurements in People Using Confocal Raman Spectroscopy Pors, Anders Rasmussen, Kaspar G. Inglev, Rune Jendrike, Nina Philipps, Amalie Ranjan, Ajenthen G. Vestergaard, Vibe Henriksen, Jan E. Nørgaard, Kirsten Freckmann, Guido Hepp, Karl D. Gerstenberg, Michael C. Weber, Anders ACS Sens [Image: see text] In diabetes prevention and care, invasiveness of glucose measurement impedes efficient therapy and hampers the identification of people at risk. Lack of calibration stability in non-invasive technology has confined the field to short-term proof of principle. Addressing this challenge, we demonstrate the first practical use of a Raman-based and portable non-invasive glucose monitoring device used for at least 15 days following calibration. In a home-based clinical study involving 160 subjects with diabetes, the largest of its kind to our knowledge, we find that the measurement accuracy is insensitive to age, sex, and skin color. A subset of subjects with type 2 diabetes highlights promising real-life results with 99.8% of measurements within A + B zones in the consensus error grid and a mean absolute relative difference of 14.3%. By overcoming the problem of calibration stability, we remove the lingering uncertainty about the practical use of non-invasive glucose monitoring, boding a new, non-invasive era in diabetes monitoring. American Chemical Society 2023-03-06 /pmc/articles/PMC10043934/ /pubmed/36877178 http://dx.doi.org/10.1021/acssensors.2c02756 Text en © 2023 The Authors. Published by American Chemical Society https://creativecommons.org/licenses/by/4.0/Permits the broadest form of re-use including for commercial purposes, provided that author attribution and integrity are maintained (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Pors, Anders
Rasmussen, Kaspar G.
Inglev, Rune
Jendrike, Nina
Philipps, Amalie
Ranjan, Ajenthen G.
Vestergaard, Vibe
Henriksen, Jan E.
Nørgaard, Kirsten
Freckmann, Guido
Hepp, Karl D.
Gerstenberg, Michael C.
Weber, Anders
Accurate Post-Calibration Predictions for Noninvasive Glucose Measurements in People Using Confocal Raman Spectroscopy
title Accurate Post-Calibration Predictions for Noninvasive Glucose Measurements in People Using Confocal Raman Spectroscopy
title_full Accurate Post-Calibration Predictions for Noninvasive Glucose Measurements in People Using Confocal Raman Spectroscopy
title_fullStr Accurate Post-Calibration Predictions for Noninvasive Glucose Measurements in People Using Confocal Raman Spectroscopy
title_full_unstemmed Accurate Post-Calibration Predictions for Noninvasive Glucose Measurements in People Using Confocal Raman Spectroscopy
title_short Accurate Post-Calibration Predictions for Noninvasive Glucose Measurements in People Using Confocal Raman Spectroscopy
title_sort accurate post-calibration predictions for noninvasive glucose measurements in people using confocal raman spectroscopy
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10043934/
https://www.ncbi.nlm.nih.gov/pubmed/36877178
http://dx.doi.org/10.1021/acssensors.2c02756
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