TNF and melanoma: These gene sets were originally compiled by Falletta et al. (2017), and included proliferative and invasive melanoma signatures [6, 11], and melanoma signatures from glutamine starvation and treatment with TNF-alpha, which has been shown to induce melanoma migration [19, 20].