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A formula based on autonomic test using EZSCAN and anthropometric data for diagnosis of DM in China
Clinical diagnosis of diabetes mellitus (DM) is time-consuming and invasive. This study aimed to investigate the efficacy and accuracy of EZSCAN in detecting impaired glucose tolerance (IGT) and diabetes mellitus (DM) in Chinese population, and explore a diagnosis formula based on an autonomic test...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7078247/ https://www.ncbi.nlm.nih.gov/pubmed/32184464 http://dx.doi.org/10.1038/s41598-020-61841-2 |
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author | Zhao, Xiaolan Getmanenko, Alexander Zhang, Yalan Mo, Qinyun Yao, Chunyan |
author_facet | Zhao, Xiaolan Getmanenko, Alexander Zhang, Yalan Mo, Qinyun Yao, Chunyan |
author_sort | Zhao, Xiaolan |
collection | PubMed |
description | Clinical diagnosis of diabetes mellitus (DM) is time-consuming and invasive. This study aimed to investigate the efficacy and accuracy of EZSCAN in detecting impaired glucose tolerance (IGT) and diabetes mellitus (DM) in Chinese population, and explore a diagnosis formula based on an autonomic test using EZSCAN measurement and anthropometric data. Eligible subjects (n = 1547) had the following data collected: those of anthropometric and EZSCAN measurements and biochemical tests including FPG, OGTT, HbA1c, and serum lipid tests. The support vector machine (SVM) algorithm method was used to derive a diagnostic formula. In this study, 452 and 263 subjects were diagnosed with T2DM and IGT, respectively, while 832 had normal glucose tolerance (NGT). The sensitivity rates for the formula were 77.2% for T2DM and 80.4% for IGT. The diagnostic formula was found to correlate strongly with EZSCAN values. The diagnostic formula based on autonomic test and anthropometric data appears to be a convenient and accurate routine screening option in the Chinese population. |
format | Online Article Text |
id | pubmed-7078247 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-70782472020-03-23 A formula based on autonomic test using EZSCAN and anthropometric data for diagnosis of DM in China Zhao, Xiaolan Getmanenko, Alexander Zhang, Yalan Mo, Qinyun Yao, Chunyan Sci Rep Article Clinical diagnosis of diabetes mellitus (DM) is time-consuming and invasive. This study aimed to investigate the efficacy and accuracy of EZSCAN in detecting impaired glucose tolerance (IGT) and diabetes mellitus (DM) in Chinese population, and explore a diagnosis formula based on an autonomic test using EZSCAN measurement and anthropometric data. Eligible subjects (n = 1547) had the following data collected: those of anthropometric and EZSCAN measurements and biochemical tests including FPG, OGTT, HbA1c, and serum lipid tests. The support vector machine (SVM) algorithm method was used to derive a diagnostic formula. In this study, 452 and 263 subjects were diagnosed with T2DM and IGT, respectively, while 832 had normal glucose tolerance (NGT). The sensitivity rates for the formula were 77.2% for T2DM and 80.4% for IGT. The diagnostic formula was found to correlate strongly with EZSCAN values. The diagnostic formula based on autonomic test and anthropometric data appears to be a convenient and accurate routine screening option in the Chinese population. Nature Publishing Group UK 2020-03-17 /pmc/articles/PMC7078247/ /pubmed/32184464 http://dx.doi.org/10.1038/s41598-020-61841-2 Text en © The Author(s) 2020 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 license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license 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 license, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Article Zhao, Xiaolan Getmanenko, Alexander Zhang, Yalan Mo, Qinyun Yao, Chunyan A formula based on autonomic test using EZSCAN and anthropometric data for diagnosis of DM in China |
title | A formula based on autonomic test using EZSCAN and anthropometric data for diagnosis of DM in China |
title_full | A formula based on autonomic test using EZSCAN and anthropometric data for diagnosis of DM in China |
title_fullStr | A formula based on autonomic test using EZSCAN and anthropometric data for diagnosis of DM in China |
title_full_unstemmed | A formula based on autonomic test using EZSCAN and anthropometric data for diagnosis of DM in China |
title_short | A formula based on autonomic test using EZSCAN and anthropometric data for diagnosis of DM in China |
title_sort | formula based on autonomic test using ezscan and anthropometric data for diagnosis of dm in china |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7078247/ https://www.ncbi.nlm.nih.gov/pubmed/32184464 http://dx.doi.org/10.1038/s41598-020-61841-2 |
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