The immune-checkpoint genes PD-L1 (CD247), CTLA4, LAG3, TIM3 (HAVCR2) and IDO1 were assessed using gene expression data, with significantly higher expression of each in DDIR-positive tumours (Fig. 3a). Here, CD274 is linked to neoplasm.