This paper is the first to use integrated bioinformatics and experimental validation to investigate the role of the RGS1 gene in ccRCC, which provides a new perspective on the mechanistic study and clinical treatment of ccRCC. This evidence concerns the gene RGS1 and nonpapillary renal cell carcinoma.