The findings of this study mirrored those of the qPCR, which revealed that COX7B, NDUFA7, NDUFA11, PFKFB4 and PPARGC1B were up-regulated in ccRCC patients when juxtaposed with the control group. Here, NDUFA7 is linked to nonpapillary renal cell carcinoma.