By incorporating multiple ML algorithms, we also identified several biomarker genes that can distinguish hot tumors from cold tumors and predict PAAD prognosis, including ITGB4, PLEC, TRPV1, AHNAK2, CEP295NL, and POLQ (Fig. 7A–C). The gene discussed is ITGB4; the disease is pancreatic adenocarcinoma.