In addition, the interaction between macrophages and inhibitory T cells though SIRPA-CD47 increased with the malignant progression of ccRCC, with the lowest in the early stage of ccRCC and highest in the BMRCC (Fig. 7b). Here, SIRPA is linked to nonpapillary renal cell carcinoma.