Despite the predictive value in other malignancies, programmed cell death protein ligand-1 (PDL-1) expression, microsatellite instability (MSI), or tumor mutational burden (TMB) often fail to capture the complex interactions within the tumor microenvironment (TME) in BTC. The gene discussed is CD274; the disease is neoplasm.