In conclusion, capitalizing on extensive screening data combined with molecular and clinical data from multiple cohorts, this study developed a novel computational-based strategy to identify SL pairs for ccRCC patients harboring genetically mutation as well as some potential therapeutic agents for BAP1 mutated patients. This evidence concerns the gene BAP1 and nonpapillary renal cell carcinoma.