We also found that the levels of the transcripts coding for TNF and TIM-3 positively correlate in human melanoma biopsies from the TCGA data bank as well as in tumors from anti-PD1-treated melanoma patients23, further reinforcing the close molecular link between TNF and TIM-3 expression. This evidence concerns the gene PDCD1 and melanoma.