The ROC curves indicated that C17orf65, HNRNPA0, and STARD5 exhibited better diagnostic accuracy for differentiating metastatic and non-metastatic ccRCC cases in GSE105260 as the AUC value was >70% (Supplementary Data Sheet 4). Here, STARD5 is linked to nonpapillary renal cell carcinoma.