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The Predictive Effect of Health Examination in the Incidence of Diabetes Mellitus in Chinese Adults: A Population-Based Cohort Study
BACKGROUND: The incidence of diabetes mellitus (DM) was increasing in recent years, and it is important to screen those nondiabetic populations through health examination to detect the potential risk factors for DM. We aimed to find the predictive effect of health examination on DM. METHODS: We used...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8377476/ https://www.ncbi.nlm.nih.gov/pubmed/34423045 http://dx.doi.org/10.1155/2021/3552080 |
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author | Fu, Xiaomin Jia, Yingmin Liu, Jing Lei, Qinghua Li, Lele Li, Nan Hu, Yanyan Wang, Shanshan Liu, Hongzhou Yan, Shuangtong |
author_facet | Fu, Xiaomin Jia, Yingmin Liu, Jing Lei, Qinghua Li, Lele Li, Nan Hu, Yanyan Wang, Shanshan Liu, Hongzhou Yan, Shuangtong |
author_sort | Fu, Xiaomin |
collection | PubMed |
description | BACKGROUND: The incidence of diabetes mellitus (DM) was increasing in recent years, and it is important to screen those nondiabetic populations through health examination to detect the potential risk factors for DM. We aimed to find the predictive effect of health examination on DM. METHODS: We used the public database from Rich Healthcare Group of China to evaluate the potential predictive effect of health examination in the onset of DM. The colinear regression was used for estimating the relationship between the dynamics of the health examination index and the incident year of DM. The time-dependent ROC was used to calculate the best cutoff in predicting DM in the follow-up year. The Kaplan-Meier method and Cox regression were used to evaluate the HR of related health examination. RESULTS: A total of 211,833 participant medical records were included in our study, with 4,172 participants diagnosing as DM in the following years (among 2-7 years). All the initial health examination was significantly different in participants' final diagnosing as DM to those without DM. We found a negative correlation between the incidence of years of DM and the average initial FPG (r = −0.1862, P < 0.001). Moreover, the initial FPG had a strong predictive effect in predicting the future incidence of DM (AUC = 0.961), and the cutoff was 5.21 mmol/L. Participants with a higher initial FPG (>5.21 mmol/L) had a 2.73-fold chance to develop as DM in follow-up (95%CI = 2.65–2.81, P < 0.001). CONCLUSION: Initial FPG had a good predictive effect for detecting DM. The FPG should be controlled less than 5.21 mmol/L. |
format | Online Article Text |
id | pubmed-8377476 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Hindawi |
record_format | MEDLINE/PubMed |
spelling | pubmed-83774762021-08-21 The Predictive Effect of Health Examination in the Incidence of Diabetes Mellitus in Chinese Adults: A Population-Based Cohort Study Fu, Xiaomin Jia, Yingmin Liu, Jing Lei, Qinghua Li, Lele Li, Nan Hu, Yanyan Wang, Shanshan Liu, Hongzhou Yan, Shuangtong J Diabetes Res Research Article BACKGROUND: The incidence of diabetes mellitus (DM) was increasing in recent years, and it is important to screen those nondiabetic populations through health examination to detect the potential risk factors for DM. We aimed to find the predictive effect of health examination on DM. METHODS: We used the public database from Rich Healthcare Group of China to evaluate the potential predictive effect of health examination in the onset of DM. The colinear regression was used for estimating the relationship between the dynamics of the health examination index and the incident year of DM. The time-dependent ROC was used to calculate the best cutoff in predicting DM in the follow-up year. The Kaplan-Meier method and Cox regression were used to evaluate the HR of related health examination. RESULTS: A total of 211,833 participant medical records were included in our study, with 4,172 participants diagnosing as DM in the following years (among 2-7 years). All the initial health examination was significantly different in participants' final diagnosing as DM to those without DM. We found a negative correlation between the incidence of years of DM and the average initial FPG (r = −0.1862, P < 0.001). Moreover, the initial FPG had a strong predictive effect in predicting the future incidence of DM (AUC = 0.961), and the cutoff was 5.21 mmol/L. Participants with a higher initial FPG (>5.21 mmol/L) had a 2.73-fold chance to develop as DM in follow-up (95%CI = 2.65–2.81, P < 0.001). CONCLUSION: Initial FPG had a good predictive effect for detecting DM. The FPG should be controlled less than 5.21 mmol/L. Hindawi 2021-08-11 /pmc/articles/PMC8377476/ /pubmed/34423045 http://dx.doi.org/10.1155/2021/3552080 Text en Copyright © 2021 Xiaomin Fu et al. https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Article Fu, Xiaomin Jia, Yingmin Liu, Jing Lei, Qinghua Li, Lele Li, Nan Hu, Yanyan Wang, Shanshan Liu, Hongzhou Yan, Shuangtong The Predictive Effect of Health Examination in the Incidence of Diabetes Mellitus in Chinese Adults: A Population-Based Cohort Study |
title | The Predictive Effect of Health Examination in the Incidence of Diabetes Mellitus in Chinese Adults: A Population-Based Cohort Study |
title_full | The Predictive Effect of Health Examination in the Incidence of Diabetes Mellitus in Chinese Adults: A Population-Based Cohort Study |
title_fullStr | The Predictive Effect of Health Examination in the Incidence of Diabetes Mellitus in Chinese Adults: A Population-Based Cohort Study |
title_full_unstemmed | The Predictive Effect of Health Examination in the Incidence of Diabetes Mellitus in Chinese Adults: A Population-Based Cohort Study |
title_short | The Predictive Effect of Health Examination in the Incidence of Diabetes Mellitus in Chinese Adults: A Population-Based Cohort Study |
title_sort | predictive effect of health examination in the incidence of diabetes mellitus in chinese adults: a population-based cohort study |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8377476/ https://www.ncbi.nlm.nih.gov/pubmed/34423045 http://dx.doi.org/10.1155/2021/3552080 |
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