Finally, our in vivo xenograft model confirmed that the AGAP2-AS1/miR-9-5p/THBS2 axis induced the polarization of macrophage M2 and promoted the occurrence and development of ccRCC in nude mice. This evidence concerns the gene AGAP2 and nonpapillary renal cell carcinoma.