Our results revealed the potential DEORGs to be used in ccRCC prognostic prediction and identified two biomarkers, named PYCR1 and MELK, which regulated the proliferation of ccRCC cells by affecting ROS levels. This evidence concerns the gene PYCR1 and nonpapillary renal cell carcinoma.