In this work, we developed an OS-related seven-gene signature in ccRCC, namely CYP3A7, CNTNAP5, ADCY2, TOX3, PLG, ENAM, and COL7A1, from TCGA training set. This evidence concerns the gene CNTNAP5 and nonpapillary renal cell carcinoma.