These data suggested that the CCL5-CCR1, SELPLG-SELL, CXCL10-CXCR3, and CXCL9-CXCR3 ligand-receptor pairs were likely to be the key interactions between immune cells in the melanoma tumor microenvironment. Here, CCR1 is linked to melanoma.