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Screening Tools Based on Nomogram for Diabetic Kidney Diseases in Chinese Type 2 Diabetes Mellitus Patients
BACKGROUND: The influencing factors of diabetic kidney disease (DKD) in Chinese patients with type 2 diabetes mellitus (T2DM) were explored to develop and validate a DKD diagnostic tool based on nomogram approach for patients with T2DM. METHODS: A total of 2,163 in-hospital patients with diabetes di...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Korean Diabetes Association
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8497917/ https://www.ncbi.nlm.nih.gov/pubmed/33844903 http://dx.doi.org/10.4093/dmj.2020.0117 |
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author | Wang, Ganyi Wang, Biyao Qiao, Gaoxing Lou, Hao Xu, Fei Chen, Zhan Chen, Shiwei |
author_facet | Wang, Ganyi Wang, Biyao Qiao, Gaoxing Lou, Hao Xu, Fei Chen, Zhan Chen, Shiwei |
author_sort | Wang, Ganyi |
collection | PubMed |
description | BACKGROUND: The influencing factors of diabetic kidney disease (DKD) in Chinese patients with type 2 diabetes mellitus (T2DM) were explored to develop and validate a DKD diagnostic tool based on nomogram approach for patients with T2DM. METHODS: A total of 2,163 in-hospital patients with diabetes diagnosed from March 2015 to March 2017 were enrolled. Specified logistic regression models were used to screen the factors and establish four different diagnostic tools based on nomogram according to the final included variables. Discrimination and calibration were used to assess the performance of screening tools. RESULTS: Among the 2,163 participants with diabetes (1,227 men and 949 women), 313 patients (194 men and 120 women) were diagnosed with DKD. Four different screening equations (full model, laboratory-based model 1 [LBM1], laboratory-based model 2 [LBM2], and simplified model) showed good discriminations and calibrations. The C-indexes were 0.8450 (95% confidence interval [CI], 0.8202 to 0.8690) for full model, 0.8149 (95% CI, 0.7892 to 0.8405) for LBM1, 0.8171 (95% CI, 0.7912 to 0.8430) for LBM2, and 0.8083 (95% CI, 0.7824 to 0.8342) for simplified model. According to Hosmer-Lemeshow goodness-of-fit test, good agreement between the predicted and observed DKD events in patients with diabetes was observed for full model (χ(2)=3.2756, P=0.9159), LBM1 (χ(2)=7.749, P=0.4584), LBM2 (χ(2)=10.023, P=0.2634), and simplified model (χ(2)=12.294, P=0.1387). CONCLUSION: LBM1, LBM2, and simplified model exhibited excellent predictive performance and availability and could be recommended for screening DKD cases among Chinese patients with diabetes. |
format | Online Article Text |
id | pubmed-8497917 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Korean Diabetes Association |
record_format | MEDLINE/PubMed |
spelling | pubmed-84979172021-10-12 Screening Tools Based on Nomogram for Diabetic Kidney Diseases in Chinese Type 2 Diabetes Mellitus Patients Wang, Ganyi Wang, Biyao Qiao, Gaoxing Lou, Hao Xu, Fei Chen, Zhan Chen, Shiwei Diabetes Metab J Original Article BACKGROUND: The influencing factors of diabetic kidney disease (DKD) in Chinese patients with type 2 diabetes mellitus (T2DM) were explored to develop and validate a DKD diagnostic tool based on nomogram approach for patients with T2DM. METHODS: A total of 2,163 in-hospital patients with diabetes diagnosed from March 2015 to March 2017 were enrolled. Specified logistic regression models were used to screen the factors and establish four different diagnostic tools based on nomogram according to the final included variables. Discrimination and calibration were used to assess the performance of screening tools. RESULTS: Among the 2,163 participants with diabetes (1,227 men and 949 women), 313 patients (194 men and 120 women) were diagnosed with DKD. Four different screening equations (full model, laboratory-based model 1 [LBM1], laboratory-based model 2 [LBM2], and simplified model) showed good discriminations and calibrations. The C-indexes were 0.8450 (95% confidence interval [CI], 0.8202 to 0.8690) for full model, 0.8149 (95% CI, 0.7892 to 0.8405) for LBM1, 0.8171 (95% CI, 0.7912 to 0.8430) for LBM2, and 0.8083 (95% CI, 0.7824 to 0.8342) for simplified model. According to Hosmer-Lemeshow goodness-of-fit test, good agreement between the predicted and observed DKD events in patients with diabetes was observed for full model (χ(2)=3.2756, P=0.9159), LBM1 (χ(2)=7.749, P=0.4584), LBM2 (χ(2)=10.023, P=0.2634), and simplified model (χ(2)=12.294, P=0.1387). CONCLUSION: LBM1, LBM2, and simplified model exhibited excellent predictive performance and availability and could be recommended for screening DKD cases among Chinese patients with diabetes. Korean Diabetes Association 2021-09 2021-04-13 /pmc/articles/PMC8497917/ /pubmed/33844903 http://dx.doi.org/10.4093/dmj.2020.0117 Text en Copyright © 2021 Korean Diabetes Association https://creativecommons.org/licenses/by-nc/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/by-nc/4.0/ (https://creativecommons.org/licenses/by-nc/4.0/) ) which permits unrestricted non-commercial use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Original Article Wang, Ganyi Wang, Biyao Qiao, Gaoxing Lou, Hao Xu, Fei Chen, Zhan Chen, Shiwei Screening Tools Based on Nomogram for Diabetic Kidney Diseases in Chinese Type 2 Diabetes Mellitus Patients |
title | Screening Tools Based on Nomogram for Diabetic Kidney Diseases in Chinese Type 2 Diabetes Mellitus Patients |
title_full | Screening Tools Based on Nomogram for Diabetic Kidney Diseases in Chinese Type 2 Diabetes Mellitus Patients |
title_fullStr | Screening Tools Based on Nomogram for Diabetic Kidney Diseases in Chinese Type 2 Diabetes Mellitus Patients |
title_full_unstemmed | Screening Tools Based on Nomogram for Diabetic Kidney Diseases in Chinese Type 2 Diabetes Mellitus Patients |
title_short | Screening Tools Based on Nomogram for Diabetic Kidney Diseases in Chinese Type 2 Diabetes Mellitus Patients |
title_sort | screening tools based on nomogram for diabetic kidney diseases in chinese type 2 diabetes mellitus patients |
topic | Original Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8497917/ https://www.ncbi.nlm.nih.gov/pubmed/33844903 http://dx.doi.org/10.4093/dmj.2020.0117 |
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