Other ARGs, including OLR1, KCNJ8, APP, POSTN, and STC1 showed significant yet heterogenous relationships with immune cells subsets, reinforcing the complexity of immune regulation in melanoma (Figure S12). This evidence concerns the gene KCNJ8 and melanoma.