FADS3 and nonpapillary renal cell carcinoma: FADS3 roles in ccRCC were assessed by functional assays including cell proliferation, migration, invasion, and colony formation using wild-type and FADS3-knockdown cell lines.<h4>Results</h4>Lipid metabolism was found to be upregulated in ccRCC tumor tissues based on comprehensive bioinformatic analysis.