In addition, previous studies have successfully established predictive models for the analysis of tumor PDL-1 expression in various cancers, including non-small cell lung cancer, esophageal squamous cell carcinoma, and head and neck squamous cell carcinoma [22–24]. The gene discussed is CD274; the disease is esophageal squamous cell carcinoma.