In addition, functional experiments were performed in melanoma cell lines after <i>IDO1</i> knockdown.<h4>Results</h4>The expression of TMRGs was widely altered in SKCM and was related to immune cell infiltration, tumor stemness, mutation features, and metabolic pathway activity. Here, IDO1 is linked to neoplasm.