In the study by Milaneschi et al., and in the study by Zhang et al. [70], patients with acute episodic depression exhibited a positive correlation between elevated leptin levels and symptoms characteristic of atypical depression, including increased appetite, weight gain, and muscle weakness [69]. The gene discussed is LEP; the disease is depressive disorder.