Three Key Takeaways
1. Enhanced early recurrence prediction. The CT-based early recurrence scoring (ERS) system significantly outperformed the traditional AJCC TNM staging system in predicting early post-operative recurrence in PDAC patients, showing markedly higher AUC values in both testing and validation cohorts.
2. High-risk ERS stratification is clinically informative. Patients with high-risk ERS scores (≥17) had substantially higher recurrence rates and were more likely to exhibit aggressive pathological features such as lymphovascular invasion, poor tumor differentiation, and lymph node metastasis.
3. Potential role in treatment planning. The ERS system may guide clinical decision-making by identifying patients who could benefit more from neoadjuvant therapy rather than immediate radical surgery, potentially improving personalized treatment strategies in PDAC.








