CD274 and neoplasm: These features may enhance their utility for PD-L1 expression prediction, aligning with prior clinical studies.38,39 In contrast, Habitat 2 (low-glycolytic/low-density) and Habitat 3 (low-glycolytic/high-density) showed reduced metabolic activity, suggesting limited tumor proliferation or necrotic components.