In addition, radiation and PD-1 inhibitors have been combined with other immunomodulatory agents, including cancer vaccines such as GVAX, which is a cancer vaccine composed of whole tumor cells genetically modified to secrete granulocyte-monocyte colony-stimulating factor (GM-CSF). Here, CSF2 is linked to neoplasm.