Study reveals a sex-specific link between genetic risks for psychiatric disorders and cardiovascular diseases (CVDs), with women showing a higher risk of atrial fibrillation, coronary artery disease, and heart failure linked to genetic predisposition to major depression. Menopause and modifiable factors like BMI and smoking amplify these risks.