CD8A and neoplasm: This aligns with oncological theory: exhausted CD8+ T cells lose cytotoxic capacity to clear residual tumor cells, allowing microscopic foci to persist or expand post-surgery.Importantly, our findings highlight that PD-1+CD8+ T cells, a canonical marker of immune exhaustion, exhibit uniformly negative contributions to R0 prediction and consistently promote R2 classification.