Simultaneously, we explored the DEGs related to TRIB3 expression and potential signaling pathways related to TRIB3 and clarified the correlation between TRIB3 and tumor-infiltrating immune cells in ccRCC, which is novel and of great significance. This evidence concerns the gene TRIB3 and nonpapillary renal cell carcinoma.