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A Clinical Prediction Model to Assess Risk for Pancreatic Cancer Among Patients With New-Onset Diabetes
Ben Boursi1, Brian Finkelman2, Bruce J Giantonio3
1Department of Medicine and Center for Clinical Epidemiology and Biostatistics, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, Pennsylvania; Abramson Cancer Center, University of Pennsylvania, Philadelphia, Pennsylvania; Tel-Aviv University, Tel-Aviv, Israel.
New diabetes patients can be screened for pancreatic cancer. A risk model using clinical data helps identify high-risk individuals for earlier pancreatic ductal adenocarcinoma (PDA) detection.
Area of Science:
- Oncology
- Endocrinology
- Epidemiology
Background:
- Pancreatic ductal adenocarcinoma (PDA) is frequently preceded by diabetes mellitus.
- Early PDA diagnosis is possible through screening individuals with new-onset diabetes.
Purpose of the Study:
- To develop and validate a Pancreatic Ductal Adenocarcinoma (PDA) risk prediction model.
- To identify high-risk individuals among those with new-onset diabetes for earlier PDA detection.
Main Methods:
- Retrospective cohort study using a UK population representative database.
- Included individuals aged >35 with incident diabetes and ≥3 years follow-up.
- Developed a risk model using backward stepwise selection of clinical and epidemiological predictors.
Main Results:
- Analyzed 109,385 patients; 390 (0.4%) diagnosed with PDA within 3 years.
- The final model (AUC 0.82) included age, BMI, smoking, PPI use, medications, HbA1C, lipids, creatinine, and alkaline phosphatase.
- A 1% risk threshold identified 6.19% of patients for screening, with 44.7% sensitivity and 94.0% specificity for PDA.
Conclusions:
- A risk prediction model using accessible clinical parameters was developed.
- This model aids in identifying new-onset diabetes patients who may benefit from Pancreatic Ductal Adenocarcinoma (PDA) screening.
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