Blocking specific mechanisms of immunogenicity suppression, such as MIF/CD74 in metastatic melanoma, as opposed to a ‘shotgun’ approach of promoting more GM-CSF expression to increase overall immune activity, could offer a more precise, efficient, and potentially less toxic therapeutic route. Here, MIF is linked to metastatic melanoma.