In summary, nine gene signatures (CYFIP2, HOXB5, EGFR, FOXN3, PTPN3, CDC20, MARCKSL1, FAS, and PTCH1) may play central roles in the initiation and progression of BCC, which provides deeper insights into BCC management. Here, MARCKSL1 is linked to skin basal cell carcinoma.