All study participants receive an initial 4 week course of intra-dermal vaccination with telomerase vaccine (GV1001) and immune adjuvant, granulocyte macrophage colony-stimulating factor (GM-CSF), along with a cycle of gemcitabine chemotherapy. This is followed by concurrent radiation therapy and low-dose intravenous (IV) gemcitabine chemotherapy given twice weekly followed by one additional dose of vaccine.