Three genes named CRHBP, PSAT1 and RAB25 were significantly linked with the progression of ccRCC by support vector machine recursive feature elimination (SVM-RFE) and least absolute shrinkage and selector operation (LASSO) regression model as well as cox regression model. The gene discussed is PSAT1; the disease is nonpapillary renal cell carcinoma.