ADCY3 and colorectal carcinoma: 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.