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Nomogram Predicting 90-Day Readmission in Patients with Diabetes: A Prospective Study
Ziyan Dong1, Wen Xie1, Liuqing Yang1
1School of Nursing, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei Province, People's Republic of China.
Diabetic patients face high readmission risks. A new nomogram accurately predicts 90-day readmission, aiding clinicians in identifying high-risk individuals for targeted interventions.
Area of Science:
- Clinical Medicine
- Diabetes Research
- Health Services Research
Background:
- Hospital readmission is a significant concern, particularly for diabetic patients due to comorbidities.
- Effective risk stratification is crucial for managing diabetic patient readmissions and associated healthcare costs.
Purpose of the Study:
- To develop and validate a nomogram for predicting the risk of 90-day hospital readmission in adult patients with diabetes.
Main Methods:
- A prospective observational study involving 784 diabetic patients from two tertiary hospitals.
- Patients were randomly assigned to training (70%) and validation (30%) sets.
- Multivariate logistic regression was used to build the nomogram, with assessments of depression, anxiety, self-care, physical activity, and sedentary behavior.
Main Results:
- The 90-day readmission rate was 18.6%.
- Key predictors identified for the nomogram included prior admissions, self-care scores, anxiety, physical activity, and lower extremity vasculopathy.
- The nomogram demonstrated strong predictive performance with AUC values of 0.905 (training) and 0.882 (validation), and good calibration.
Conclusions:
- The developed nomogram is a practical tool for assessing 90-day readmission risk in diabetic patients.
- It assists clinicians in identifying high-risk populations for proactive management and intervention.
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