Meanwhile, through functional enrichment and GSEA analysis, we found that TIMP1 was enriched in several hallmark signaling pathways, including epithelial-mesenchymal transition (EMT), IL6-JAK-STAT3 signaling pathway, and inflammatory response in ccRCC samples. The gene discussed is IL6; the disease is nonpapillary renal cell carcinoma.