Among these 20 common genes, the expression levels of CDK20, AKAP7, AZIN2, LIX1L, OSCP1, and SLFN12 were upregulated, while HLF was downregulated in TC-PD-L1+ tumours (Pattern 3 and Pattern 4). Here, AKAP7 is linked to neoplasm.