Herein, the current study aims to investigate the functional association and underlying molecular mechanism of MCM3AP-AS1 and its interactions with transcription factor E2F1 and DPP4 in ccRCC. The gene discussed is E2F1; the disease is nonpapillary renal cell carcinoma.