The research utilises single‐cell RNA sequencing and spatial transcriptomics to identify the mechanisms by which IRF7 in M1 macrophages inhibits the occurrence of pancreatic cancer by regulating lipid metabolism‐related pathways. Here, IRF7 is linked to pancreatic neoplasm.