NRAS and melanoma: To further understand the process of PMMC, this study identified the driving genes, TP53, NRAS, EPHA3, SMYD4, ATRX, APC, etc. Previous studies have confirmed that TP53, NRAS, EPHA3, ATRX, and APC are the driver genes of melanoma.