FDX1 and nonpapillary renal cell carcinoma: To further explore the influence of the three CRGs on ccRCC, univariate and multivariate Cox regression analyses were performed, and the results showed that only FDX1 was an independent protective factor in ccRCC (HR 0.525, 95% CI 0.338–0.816, p = 0.004, Table 2).