High TMB (>100 nonsynonymous mutations per exome) and the presence of specific neoepitope signatures correlated with response to and survival with CTLA-4 inhibitors in a discovery set of 25 patients and a validation set of 39 patients with melanoma. This evidence concerns the gene CTLA4 and melanoma.