TNF and melanoma: To validate the gene expression signature of an upregulated IFN and TNF pathway, and downregulation of differentiation and oxidative phosphorylation genes in PD- L1CON melanoma cells, we utilised four external gene expression datasets containing a total of 175 melanoma cell lines.