In pts treated with VEGFR-TKI monotherapy, a significant correlation with PFS was observed with loss of PBRM1 expression (HR 0.58, p=0.035), PD-L1 negativity (HR 0.44, p=0.048), and high CD4/CD8 ratio (HR 0.62, p=0.073)…. In pts treated with VEGFR-TKI monotherapy...had a significantly longer median PFS (mPFS 23.8 vs. 11.8 months, p=0.003) and mOS (41.5 vs. 26.9 months, p=0.024) compared to the others...PFS (mPFS 23.8 vs. 11.1 months, p<0.001) and OS (41.5 vs. 24.9, p=0.006) in pts receiving VEGFR-TKI-based therapies....The AP+ signature (loss of PBRM1, PD-L1 negative, and CD4/CD8 high ratio) was associated with improved clinical outcomes in mRCC pts at IMDC intermediate prognosis treated with VEGFR-TKI-based therapy...