The ZSAB-TransGOLP study demonstrates the promising efficacy and manageable safety of combining tislelizumab, lenvatinib, and GEMOX chemotherapy as a conversion therapy for unresectable locally advanced biliary tract cancer, achieving a 63% R0 resection rate.