And we found that activated T cells isolated from KL tumors showed significantly lower “T cells homing on tumor” signature scores; while exhausted T cells isolated from KL tumors showed significantly higher “PD-1 pathway”, “T-cell anergy” signature scores compared with T cells from K tumors (Supplementary Fig. 2A, B). Here, PDCD1 is linked to neoplasm.