Finally, by performing qRT-PCR, we validated that the expression of GYS1 and SLC7A11 were upregulated, whereas those of NCKAP1, NDUFS1, NUBPL, OXSM, RPN1, and SLC3A2 were downregulated in ccRCC compared with those in the para-carcinoma tissues. Here, NDUFS1 is linked to nonpapillary renal cell carcinoma.