The multifaceted role of RUVBL1 in ccRCC unraveled in our analysis paves the way for the development of targeted therapeutic approaches, offering promising avenues for the effective management of this challenging malignancy. Here, RUVBL1 is linked to nonpapillary renal cell carcinoma.