Social isolation exacerbates anxiety, depression, and social cognitive deficits in early‐stage AD mice by disrupting the oxytocin system, while intranasal oxytocin mitigates behavioral abnormalities, reduces pathological damage, and restores gut microbiota homeostasis. The gene discussed is OXT; the disease is major depressive disorder.