Furthermore, T-bet is identified as a key transcription factor whose expression is negatively correlated with PD-1 expression on memory CD8+ T cells, and the PD-1:T-bet ratio increases upon exposure to tumor antigens. Here, PDCD1 is linked to neoplasm.