In a UK Biobank study of 87,648 adults followed for 13.7 years, psychosocial factors accounted for the largest estimated population burden of depression and anxiety in both women and men. Neuroticism symptoms, childhood and adult adversity, obesity, chronic inflammation, and some reproductive factors in women were linked to incident mental health outcomes, although the PAF estimates remain theoretical and not proof of causality.