To investigate the correlation between eight genes and ccRCC patients, univariate and multivariate analyses were performed, and the results showed that three genes named CRHBP, PSAT1, RAB25 were the most significant (P < 0.05) linked with patients clinicopathological characteristics (Table 1). This evidence concerns the gene PSAT1 and nonpapillary renal cell carcinoma.