Among them, PTTG1, RRM2, TOP2A, UHRF1, CEP55, BIRC5, UBE2C, FOXM1 and CDC20 were negatively associated with the overall survival and disease free survival of ccRCC patients (Figures 5, 6). The gene discussed is BIRC5; the disease is nonpapillary renal cell carcinoma.