Functional enrichment and GSEA analysis illustrated that AQP9 was significantly involved in the most significant hallmarks pathways including inflammatory response, IL6/JAK–STAT3 signal pathway, IL2–STAT5 signal pathway, complement, and TNF-alpha signal pathway in RCC samples. This evidence concerns the gene STAT3 and renal cell carcinoma.