This research study is investigating how psilocybin, a compound from certain mushrooms, affects the brain in people with depression. The study involves 50 participants who will receive either psilocybin or a placebo, with their brain activity monitored using advanced imaging scans. Researchers will examine how psilocybin changes blood flow and network activity in brain regions involved in mood regulation, and whether these changes are linked to improvements in depression symptoms.