Notably, in our prediction model, SLC7A11, DIAPH3, PRDX1, and SLC7A7 showed a causative effect compared to S100A4, with DIAPH3 displaying the highest contribution to the pathogenic effects associated with PAAD carcinogenesis. Here, S100A4 is linked to pancreatic adenocarcinoma.