Among these DEGs, 11 genes (NGFR, TNFSF11, PDCD1LG2, CD274, TNFRSF1A, TNFRSF11B, TMIGD2, FAS, TNFRSF10D, TNFSF13 and CD86) were down-regulated while 29 genes (TNFRSF17, TNFRSF13B, CD276, TNFRSF12A, LTBR, TNFSF18, EDAR, TNFRSF14, ICOSLG, RELT, CD28, ICOS, LTA, TNFRSF21, TNFRSF10C, VTCN1, TNFRSF11A, LTB, EDA2RC, TLA4, TNFSF9, TNFRSF25, PDCD1, CD70, TNFSF4, TNFRSF9, TNFRSF18, TNFSF15 and TNFRSF4) were up-regulated in tumor tissues (Fig. 2A and Additional file 1: Table S1). Here, PDCD1LG2 is linked to neoplasm.