In this study, we systematically demonstrate radiotherapy induces PD-L1+ TAMs polarization via EVs-transferred lncRNA DYNLL1-AS1, which scaffolds SEC22B/FOXP1 to activate PD-L1 transcription in ESCC. Here, SEC22B is linked to esophageal squamous cell carcinoma.