Genes including GZMA, PRF1, PD-L2, and CTLA4, CD8A/B, PD-L1, LAG3, and IFNG not more highly expressed in anti-PD-1-responsive melanoma. This evidence concerns the gene PDCD1LG2 and melanoma.