In our study, we identified key hypoxia-related genes—RAP1GDS1, TOP2A, ADK, POLL, CD44, and CD4—in pancreatitis samples using methods such as WGCNA, XGBoost, and RF algorithms. This evidence concerns the gene ADK and pancreatitis.