To investigate the key pathways that promote immune evasion, we conducted Kyoto Encyclopedia of Genes and Genomes (KEGG) analysis on RNA-sequencing (RNA-seq) data from melanoma patients who did not respond and those who responded to PD-1 treatment 30. This evidence concerns the gene PDCD1 and melanoma.