In uveal melanoma, particularly in tumors with monosomy 3, increased infiltration of CD39+PD-1+ Tregs and exhausted CD8+ T cells correlates with enhanced immune suppression and poor clinical outcomes. Here, ENTPD1 is linked to uveal melanoma.