CSF2 and neoplasm: In a seminal study by Dranoff et al., irradiated autologous murine melanoma cell-based vaccines that were engineered to secrete GM-CSF had improved anti-tumor potential in comparison to unmodified melanoma cells that did not secrete GM-CSF (101).