Compared with immune cells and stromal cells in ccRCC samples in our research, we obtained the differentially expressed genes (DEGs) using bioinformatic methods and revealed that SAA1 has the potential to be an indicator for the alternation of the TME status in ccRCC. Here, SAA1 is linked to nonpapillary renal cell carcinoma.