Among them, JAK kinase TYK2 might be the most promising therapeutic target towards VHL-loss ccRCC patients, since the overall survival of TYK2 high expression group was significantly higher than that of TYK2 low expression group in patients with VHL mutation. This evidence concerns the gene VHL and nonpapillary renal cell carcinoma.