Furthermore, we also documented elevated levels of DPP4 in ccRCC, wherein MCM3AP-AS1 promoted tumor inflammation and angiogenesis of ccRCC by upregulating DPP4. Here, DPP4 is linked to nonpapillary renal cell carcinoma.