In summary, the OS nomogram incorporated BMI, PS score, and the MLR that had a better performance in predicting the survival outcome of previously untreated ESCC patients who received PD-1/PD-L1 ICIs plus chemotherapy and contributed to guiding clinical practice. Here, CD274 is linked to esophageal squamous cell carcinoma.