PYCR1 and nonpapillary renal cell carcinoma: In conclusion, we generated a risk model comprising the ROS-related genes PYCR1 and MELK, which may contribute to regulating the development of ccRCC progression and serve as independent prognostic factors for patients with ccRCC.