PD-L1high tumours were significantly associated with HLA-DQB1high tumours (p < 0.001) (Supplementary Fig. 2D), and in total, 48% of the tumours (181/379) had collectively high PD-L1 and HLA-DQB1 levels. This evidence concerns the gene HLA-DQB1 and neoplasm.