AK4 and neoplasm: Interestingly, at the stage 1–2 AK4 gene signature interface, the pyrimidine salvage protein thymidine kinase 1 (TK1) was predicted to be amongst the most influential for LUAD tumor progression from stage 1 to stage 2.