CNTNAP1, EIF4EBP1, ELN, NUMBL and TIMP1 were notably up-regulated in ccRCC, with down-regulated COL7A1, CRABP2 and PALLD (Fig. 8A-H). This evidence concerns the gene PALLD and nonpapillary renal cell carcinoma.