CD274 and neoplasm: In our study cohort, PD-L1 expression did not emerge as a significant predictor in multivariable analysis, underscoring the potential complementary value of non-invasive radiomics biomarkers in capturing tumor heterogeneity that may be missed by single-site biopsies or static blood-based assays.