In the ccRCC dataset, macrophages demonstrated robust signaling capabilities within the tumor microenvironment, engaging in various pathways including COLLAGEN, APP, and CD96 (Figures 3D, E). Here, CD96 is linked to nonpapillary renal cell carcinoma.