Compared to normal kidney tissues, PSMB9, SPARC and APOC1 expression levels were upregulated in ccRCC, while FDX1 and PLG expression levels were downregulated in ccRCC (Figure 5D). This evidence concerns the gene FDX1 and nonpapillary renal cell carcinoma.