Compared to CIMP tumors, LOW lesions showed enrichment for CD8+ TCF-1+ PD-1+ TIM-3− pre-exhausted and CD8+ TCF-1− PD-1+ TIM-3+ exhausted T cells, more frequent retention of HLA Class I antigens and a de-differentiated melanoma phenotype. Here, CD8A is linked to melanoma.