HSD3B7 and nonpapillary renal cell carcinoma: Although we utilized both publicly available datasets and experimental validation to identify and characterize HSD3B7, further investigations are needed to fully elucidate the molecular mechanisms underlying its oncogenic activity in ccRCC.