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0 ± 16.4, and the presence of TLS in all cases. Cluster 2 featured a mean CPS of 3.1 ± 7.3, a mean TIL count of 23.9 ± 16.5, and no cases with TLS. Cluster 1 showed a trend towards a lower recurrence rate (p = 0.071) and longer DFS (p = 0.054) than cluster 2. Judging from this preliminary investigation, assessing PD-L1 and immune microenvironment markers seems a promising approach for identifying patients at higher risk of LSCC recurrence after PORT, who might reasonably benefit from adjuvant postoperative chemo-RT, or immunotherapy. J