We also predicted genes that drive the development of malignant melanoma and identified NRAS, BRAF, IDH1, MAP2K1, RQCD1, HBD, KRAS, RAC1, and SPANXB1 as potential driver genes (Fig. 1f). Here, SPANXB1 is linked to melanoma.