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). Here, APOC1 is linked to nonpapillary renal cell carcinoma.