Furthermore, the miRNAs-target generegulation analyses showed that miR-412 and miR-199b respectively targeted IRF7 and PPARGC1A to regulate theimmune response in ccRCC. Here, PPARGC1A is linked to nonpapillary renal cell carcinoma.