The GSEA results suggested that TNFα signaling via NF-κB, IL6-JAK-STAT3 signaling, KRAS signaling, PI3K-AKT-mTOR signaling, correlated with progression of ccRCC. Here, IL6 is linked to nonpapillary renal cell carcinoma.