Thus, we can hypothesize that ccRCC may promote its own growth and progression through BCAT1-mediated metabolic reprogramming of BCAAs and induce the same process of macrophages in the TME, which leads to the polarization of immunosuppressive phenotype. Here, BCAT1 is linked to nonpapillary renal cell carcinoma.