This is a single-arm, phase I/II trial in biliary tract cancer (BTC) patients. The purpose of this trial is to evaluate the safety and effect of PD-1 inhibitor in combination with gemcitabine/cisplatin chemotherapy in patients with advanced unresectable or metastatic BTCs.