Machine learning-based visualization further demonstrated that mean serum ANXA3 levels decreased progressively across depression severity categories, with the highest levels in the minimal and mild groups and the lowest levels in the severe group (Figure 6). The gene discussed is ANXA3; the disease is depressive disorder.