Our study identifies an IFN-γ/STAT1/CIITA axis as the central regulator of MHC-II expression in fibroblasts and reveals IL-1β as a potent suppressor of this pathway. These findings highlight a novel cytokine-mediated regulatory mechanism underlying CAF-driven immunosuppression within the tumor microenvironment.