Utilizing XGBoost and RF, we pinpointed 10 genes closely related to pancreatic cancer (Figure 2h,i), culminating in the identification of RAP1GDS1, TOP2A, ADK, POLL, CD44, and CD4 as pivotal genes linked to hypoxia in pancreatitis. Here, RAP1GDS1 is linked to familial pancreatic carcinoma.