LASSO regression models were developed to screen 20 input features based on feature importance, with seven features surviving: psychotic and anxiety symptoms, anti-thyroglobulin, thyroid peroxidase antibodies, serum total cholesterol, high-density lipoprotein cholesterol, and subclinical hypothyroidism. The gene discussed is TPO; the disease is Anxiety.