Conversely, in R2 (macroscopic residual) cases, PD-1+CD8+ T cells exhibited 100% positive contributions (mean SHAP value = 0.315), directly linking immune exhaustion—characterized by PD-1 upregulation on CD8+ T cells—to failed tumor debulking. Here, CD8A is linked to neoplasm.