Previous GSEA analysis also indicated the function of TBC1D5 in lipid metabolism and the positive regulation of lipid catabolic process and lipase activity in ccRCC (Fig. 3F). Here, TBC1D5 is linked to nonpapillary renal cell carcinoma.