Second, in the TCGA cohort of ccRCC patients, increased mRNA levels of VSIG4, TGFBI, P4HB were associated with higher pathological grades (all p<0.01) and later pathological stages (all p<0.05) (Figures 3B-E). This evidence concerns the gene P4HB and nonpapillary renal cell carcinoma.