Additionally, in CRC tissues, our analysis showed consistent gene expression directionality for these five genes (ADSL, APRT, ADCY3, NME3, and NME6), despite the reversible nature of reactions in the purine metabolism pathway. Here, APRT is linked to colorectal carcinoma.