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Predicting glycemic control status and high blood glucose levels through voice characteristic analysis in patients with cystic fibrosis-related diabetes (CFRD)

Cystic fibrosis-related diabetes (CFRD) is associated with reduced life expectancy in adults with cystic fibrosis (CF). Voice analysis may be a convenient method for diagnosing and monitoring CFRD. This study aims to determine the relationship between voice characteristics and markers of glucose and...

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Autores principales: Suppakitjanusant, Pichatorn, Kasemkosin, Nittaya, Sivapiromrat, Alisa K., Weinstein, Samuel, Ongphiphadhanakul, Boonsong, Hunt, William R., Sueblinvong, Viranuj, Tangpricha, Vin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10220341/
https://www.ncbi.nlm.nih.gov/pubmed/37244957
http://dx.doi.org/10.1038/s41598-023-35416-w
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author Suppakitjanusant, Pichatorn
Kasemkosin, Nittaya
Sivapiromrat, Alisa K.
Weinstein, Samuel
Ongphiphadhanakul, Boonsong
Hunt, William R.
Sueblinvong, Viranuj
Tangpricha, Vin
author_facet Suppakitjanusant, Pichatorn
Kasemkosin, Nittaya
Sivapiromrat, Alisa K.
Weinstein, Samuel
Ongphiphadhanakul, Boonsong
Hunt, William R.
Sueblinvong, Viranuj
Tangpricha, Vin
author_sort Suppakitjanusant, Pichatorn
collection PubMed
description Cystic fibrosis-related diabetes (CFRD) is associated with reduced life expectancy in adults with cystic fibrosis (CF). Voice analysis may be a convenient method for diagnosing and monitoring CFRD. This study aims to determine the relationship between voice characteristics and markers of glucose and glycemic control and to identify if voice analysis can predict high blood glucose levels and glycemic control in adults with CFRD. We conducted a prospective cross-sectional study in adults with CF from March to December 2021. We recorded 3-second voice samples of a sustained /a/ vowel and analyzed voice characteristic using the Computerized Speech Lab with the Multi-Dimensional Voice Program. In female participants with CFRD, the noise-to-harmonic ratio was significantly lower in those with HbA1c ≥ 7. Furthermore, fundamental frequency variation was significantly lower in both male and female participants with CFRD who had a glucose level of 200 mg/dL or higher at the time of collection. This finding was also associated with a high level of point-of-care glucose. The human voice has potential as a non-invasive tool for measuring glucose levels and glycemic control status in CFRD patients in the future.
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spelling pubmed-102203412023-05-29 Predicting glycemic control status and high blood glucose levels through voice characteristic analysis in patients with cystic fibrosis-related diabetes (CFRD) Suppakitjanusant, Pichatorn Kasemkosin, Nittaya Sivapiromrat, Alisa K. Weinstein, Samuel Ongphiphadhanakul, Boonsong Hunt, William R. Sueblinvong, Viranuj Tangpricha, Vin Sci Rep Article Cystic fibrosis-related diabetes (CFRD) is associated with reduced life expectancy in adults with cystic fibrosis (CF). Voice analysis may be a convenient method for diagnosing and monitoring CFRD. This study aims to determine the relationship between voice characteristics and markers of glucose and glycemic control and to identify if voice analysis can predict high blood glucose levels and glycemic control in adults with CFRD. We conducted a prospective cross-sectional study in adults with CF from March to December 2021. We recorded 3-second voice samples of a sustained /a/ vowel and analyzed voice characteristic using the Computerized Speech Lab with the Multi-Dimensional Voice Program. In female participants with CFRD, the noise-to-harmonic ratio was significantly lower in those with HbA1c ≥ 7. Furthermore, fundamental frequency variation was significantly lower in both male and female participants with CFRD who had a glucose level of 200 mg/dL or higher at the time of collection. This finding was also associated with a high level of point-of-care glucose. The human voice has potential as a non-invasive tool for measuring glucose levels and glycemic control status in CFRD patients in the future. Nature Publishing Group UK 2023-05-27 /pmc/articles/PMC10220341/ /pubmed/37244957 http://dx.doi.org/10.1038/s41598-023-35416-w Text en © The Author(s) 2023, corrected publication 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Suppakitjanusant, Pichatorn
Kasemkosin, Nittaya
Sivapiromrat, Alisa K.
Weinstein, Samuel
Ongphiphadhanakul, Boonsong
Hunt, William R.
Sueblinvong, Viranuj
Tangpricha, Vin
Predicting glycemic control status and high blood glucose levels through voice characteristic analysis in patients with cystic fibrosis-related diabetes (CFRD)
title Predicting glycemic control status and high blood glucose levels through voice characteristic analysis in patients with cystic fibrosis-related diabetes (CFRD)
title_full Predicting glycemic control status and high blood glucose levels through voice characteristic analysis in patients with cystic fibrosis-related diabetes (CFRD)
title_fullStr Predicting glycemic control status and high blood glucose levels through voice characteristic analysis in patients with cystic fibrosis-related diabetes (CFRD)
title_full_unstemmed Predicting glycemic control status and high blood glucose levels through voice characteristic analysis in patients with cystic fibrosis-related diabetes (CFRD)
title_short Predicting glycemic control status and high blood glucose levels through voice characteristic analysis in patients with cystic fibrosis-related diabetes (CFRD)
title_sort predicting glycemic control status and high blood glucose levels through voice characteristic analysis in patients with cystic fibrosis-related diabetes (cfrd)
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10220341/
https://www.ncbi.nlm.nih.gov/pubmed/37244957
http://dx.doi.org/10.1038/s41598-023-35416-w
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