Our highly focused transcriptomic profiling of dysfunctional CD8+PD-1+TIM-3+ TILs in human melanoma and SCC has identified several seemingly disparate and independent metabolic pathways that are differentially regulated in CD8+ Tex/act cells in the tumor microenvironment. Here, CD8A is linked to melanoma.