The invention provides pharmaceutical compositions for the treatment of neuroinflammatory or neurodegenerative diseases comprising a single or a combination of several blocking agent(s) of Bone Morphogenic Protein (BMP) signaling. The invention further provides methods of treatment of neuroinflammatory or neurodegenerative diseases comprising administering to a patient in need thereof the pharmaceutical compositions of the invention.