“…Therefore, we sought to examine the correlation between the risk score and immune checkpoints expression. We altogether enrolled 30 immune checkpoints in our analysis, including TNF superfamily (BTLA, TNFSF14, CD40, TNFRSF4, TNFRSF9, CD27, CD40LG, TNFSF4, TNFSF9, CD70 and TNFRSF18) [17], B7-CD28 family (CD274, PDCD1LG2, ICOSLG, CD276, VTCN1, HHLA2, CTLA4, ICOS, PDCD1, and TMIGD2) [18,19], and other immune checkpoint members (HAVCR2, IDO1, LAG3, FGL1, ENTPD1, NT5E, SIGLEC15, C10orf54 and NCR3) [20][21][22]. The heatmap for immune checkpoints expression was produced, taking other clinical characteristics into consideration, such as sex, age, TNM stage, and lymphatic metastasis (Fig.5B).…”