Future exploration could delve into the precise interaction mechanisms between IRF7 and RPS18, how M1 macrophages influence other mechanisms of PAAD cells, the differential expression of IRF7 in different PAAD cells, and the impact of IRF7/RPS18 on PAAD cells. Here, IRF7 is linked to pancreatic adenocarcinoma.