Collectively, these findings robustly support the hypothesis that NUDT1 plays a pivotal role in RCC pathogenesis through its involvement in oxidative stress defense, immune regulation, and tumor cell survival mechanisms. This evidence concerns the gene NUDT1 and neoplasm.