Based on these findings, we conducted functional analyses, including in vitro transfection, colony formation assays, CCK-8 proliferation assays, and Transwell migration/invasion assays, to confirm the role of SPP1 in the progression of ccRCC. This evidence concerns the gene SPP1 and nonpapillary renal cell carcinoma.