Based on the FAM molecular subtypes, we identified the 6 FAMGs (ACSL5, ALOX5AP, CD1D, CD74, IL4I1, TBXAS1) that play vital regulatory roles in the melanoma TME. The gene discussed is IL4I1; the disease is melanoma.