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A nomogram for predicting bladder dysfunction in patients with type 2 diabetes mellitus: a retrospective study.
Yingjie Hu1,2, Fengming Hao3, Ying Wang1,2
1Department of Nursing, Shenzhen Hospital, Southern Medical University, Shenzhen, Guangdong, China.
Peerj
|January 27, 2025
Summary
Diabetic bladder dysfunction (DBD) in type 2 diabetes mellitus (T2DM) patients can now be predicted using a new nomogram. This tool identifies key risk factors, enabling earlier assessment and intervention for better patient outcomes.
Area of Science:
- Urology
- Endocrinology
- Medical Informatics
Background:
- Diabetic bladder dysfunction (DBD) is a common complication in type 2 diabetes mellitus (T2DM) patients.
- It significantly impacts quality of life and increases healthcare costs.
- Early prediction of DBD is challenging due to the lack of effective tools.
Purpose of the Study:
- To identify independent risk factors for DBD in T2DM patients.
- To develop and validate a predictive nomogram for clinical application.
Main Methods:
- Retrospective study of 1,010 T2DM patients.
- Bivariate analysis and multivariate logistic regression to identify risk factors.
- Nomogram construction and validation using ROC curves, calibration plots, DCA, and CIC.
Main Results:
- Identified HbA1c, PCP-2h, DPN, TCO2, PAB, T-Bil, I-Bil, IgE, URBC, UI, and UR as independent risk factors for DBD.
- Developed a nomogram with strong predictive performance (AUC 0.897 training, 0.862 validation).
- Demonstrated high clinical utility and consistency through validation analyses.
Conclusions:
- A validated predictive nomogram for DBD in T2DM patients has been developed.
- The nomogram shows high accuracy and clinical utility for early risk assessment.
- This tool can aid in timely intervention strategies for DBD.
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