Determinants of Non-Receipt of Guideline-Concordant Treatment in Pancreatic Cancer: A Classification Tree Analysis
Abstract
BACKGROUND: Non-receipt of guideline-concordant treatment (GCT) in pancreatic ductal adenocarcinoma (PDAC) is associated with worse outcomes. Studies have identified associated factors, but less is known about how these factors co-occur within patient subgroups at the time of presentation to oncology care. METHODS: We conducted a retrospective cohort study of patients with PDAC treated at two academic centers. Candidate variables available at presentation were selected a priori across demographic, clinical, socioeconomic, and healthcare utilization domains. Classification and regression tree (CART) models were used to identify conditionally defined subgroups associated with non-receipt of GCT. Models were developed using an 80/20 training/test split with repeated cross-validation. RESULTS: Of 1040 patients, 337 (32.4%) did not receive GCT. In both unpruned and pruned models, Area Deprivation Index (ADI) defined the initial split. Among patients with ADI ≥7, non-receipt of GCT was more common among those entering care through the emergency department, with further stratification by race, social support, and timeliness of care. Among patients with ADI
Fields of Study & Subjects
Pancreatic and Hepatic Oncology Research
Economic and Financial Impacts of Cancer
Global Cancer Incidence and Screening
Publication details
- Journal / source
- Annals of Surgical Oncology
- Publisher
- Springer Science and Business Media LLC
- Volume
- 33
- Issue
- 12
- Pages
- 10115-10124
- Publication date
- 12 August 2026
- Language
- EN