Only patients whose tumors make the hCG-β protein will be included in this study. Eligible patients will receive "standard of care" chemotherapy with the CDX-1307 vaccine regimen before surgery, and then CDX-1307 vaccine regimen alone (without chemotherapy) after surgery.