Brennan received his B.S. from Northwestern University and his PhD from MIT and Harvard Medical School in the Health Science Technologies department. For his PhD, Brennan researched the development of non-invasive brain-machine interfaces. His work focused on studying the effect of gamma stimulation in humans, specifically in the setting of major neurological disorders, working between the labs of Li-Huei Tsai and Ed Boyden.