In addition to PD-L1 and tumor mutation burden (TMB) as the most common potential predictors of ICI response, recent studies have found that M1 type tumor-associated macrophages, CD56dim NK cells9and macrophage migration inhibitory factor10 showed high predictive value for ESCC. The gene discussed is CD274; the disease is neoplasm.