These roles were substantiated through a GSEA of gene sets from the KEGG and GO databases, thereby highlighting the significant influence of TUBA1C on cell cycle regulation, RNA transcription, and protein synthesis in ccRCC. This evidence concerns the gene TUBA1C and nonpapillary renal cell carcinoma.