Our findings suggest that WISP1 affects clinical prognosis through associations with tumor purity, immune cell infiltration, and macrophage M2 polarization in pan-cancer, with collagen member proteins most likely serving as WISP1 effector molecules. Here, CCN4 is linked to cancer.