Risk forest plot analysis revealed that SFN, PLA2G4E, SERPINB5, WWC1, PAK6, and TEAD3 were the most influential genes in promoting melanoma malignancy (Fig. 2C). This evidence concerns the gene SERPINB5 and melanoma.