The genes such as TGDS, TCTE3, TOPBP1, SNX14, and PHIP showed their expression were strongly associated with the overall survival in ccRCC patients (Supplementary Data Sheet 1). Here, TGDS is linked to nonpapillary renal cell carcinoma.