To investigate the potential functions and mechanisms of ARNTL2 in ccRCC, GSEA analysis was applied to explore ARNTL2-related pathways in ccRCC, GSEA analysis contribute to reveal significantly enriched KEGG pathways in highly expressed ARNTL2 samples with a high accuracy. This evidence concerns the gene BMAL2 and nonpapillary renal cell carcinoma.