Moreover, a remarkable heterogeneity in the relationship between ADM and immune-related genes was observed across different cancer types, but an intriguing consistency was found in several widely used immune checkpoint genes, CD274, CD276, TNFRSF18, TNFSF9, and PVR, warranting further validation and exploration in basic research. The gene discussed is TNFRSF18; the disease is cancer.