The macrophage growth factor Colony Stimulating Factor-1 (CSF-1) is strongly pro-tumorigenic in most cancers, as the activation of the Colony Stimulating Factor-1 Receptor (CSF-1R) promotes the M2 polarization of TAMs [121,122,123,124]. The gene discussed is CSF1; the disease is cancer.