Single‐cell sequencing combined with spatial transcriptomics reveals that the IRF7 gene in M1 macrophages inhibits the occurrence of pancreatic cancer by regulating lipid metabolism‐related mechanisms. This evidence concerns the gene IRF7 and familial pancreatic carcinoma.