By contrast, the multivariate cox analysis revealed 12 DMGs (CETN3, DCAF7, GPX4, HNRNPA0, NUP54, SERPINB1, STARD5, TRIM52, C4orf3, C12orf51, C17orf65, and C21orf45) significantly affected overall survival of ccRCC patients (Table 1). Here, STARD5 is linked to nonpapillary renal cell carcinoma.