In our present study, by applying CIBERSORT analysis for the proportion of TICs, the results demonstrated that T cells CD4 memory resting, macrophages M2, mast cells resting, and neutrophils were correlated with SAA1 expression in ccRCC patients. The gene discussed is SAA1; the disease is nonpapillary renal cell carcinoma.