We proposed that the contradictory role of ADHFE1 in differing cancer types might be attributed to its multiple roles in cellular functionalities (such as metabolic reprogramming, DNA replication, and cell cycle control), which depend on the cancer type and cellular status. The gene discussed is ADHFE1; the disease is cancer.