In addition, we investigated immune evasion mechanisms and found that a high fraction of intratumoral or peritumoral PD-1 positive cells was significantly associated with treatment response (pā=ā0.008, pā=ā0.002, respectively; Wilcoxon rank-sum test; Fig. 6e).