In univariate Cox proportion hazard ratio analysis, age, T stage, positive lymph nodes, metastasis, tumor stage and high COL6A1 expression were significantly associated with poor prognosis in terms of OS of patients with ccRCC in the TCGA cohorts (P < 0.001, Table 3). The gene discussed is COL6A1; the disease is nonpapillary renal cell carcinoma.