This shift was accompanied by stronger links with anxiety-related symptoms such as GAD1(Nervousness) and GAD2 (Uncontrollable Worry), suggesting that suicidal ideation may increasingly align with an anxiety-based symptom profile rather than with classical depression. Here, GAD1 is linked to major depressive disorder.