Collectively, this study demonstrated that the hypoxia-RASSF1C-HIF-1α axis reshaped TAM function through lactate-mediated immunometabolic regulation and promoted PAAD progression by inhibiting UFL1-mediated IRF7 UFMylation, thereby reducing IRF7 stability. The gene discussed is IRF7; the disease is pancreatic adenocarcinoma.