We further explored the value of preoperative clinical and laboratory indicators in predicting the WHO/ISUP grade of ccRCC complicated with VTT, and we found that serum albumin, platelet count, and lymphocyte count were independently correlated with the high WHO/ISUP nuclear grade of ccRCC and VTT. The gene discussed is ALB; the disease is nonpapillary renal cell carcinoma.