To choose the best treatment for advanced gastric cancer, including adenocarcinoma of the esophago-gastric junction, it is important to know biomarkers like HER2 expression, PD-L1 combined positive score (CPS), Claudin 18.2, and microsatellite instability (MSI). The gene discussed is CD274; the disease is adenocarcinoma.