In PD-L1-negative PESCC, the prolonged overall survival is related to no necrosis in tumor tissue, a small number of Tregs, and fewer CD4+ TILs (Figure S8A–C), while the other indicators had no significant correlation with overall survival (Figure S8D–H). The gene discussed is CD274; the disease is neoplasm.