AKT1 and nonpapillary renal cell carcinoma: Together, our study demonstrates a signaling axis involving STAT3/FGF7/AKT that mediates the crosstalk between CAFs and ccRCC tumor cells (Figure 6D), providing valuable insights for treating ccRCC patients.