The respective correlation coefficients are shown in Fig. 6B and C. Notably, while STX4 expression exhibited a positive correlation with CAFs in other types of tumors, it displayed a negative correlation with CAF infiltration in ccRCC (Fig. 6D). Here, STX4 is linked to nonpapillary renal cell carcinoma.