In this study, we comprehensively described the stemness and environmental characteristics of melanoma and found that low-risk mRNAsi groups are promising to respond to anti-CTLA-4 therapy which may provide effective measurement solutions to help the final clinical decision and hoped to help patients with advanced melanoma get the maximum remission rate. This evidence concerns the gene CTLA4 and melanoma.