In addition, we developed the predictive model, including five predictors (hypertension, stroke history, NIHSS, depression, and Hcrt-1), and demonstrated the Hcrt-1 levels as a significant predictor to improve the clinical performance of the poor sleep quality predictive model for elderly patients with acute ischemic stroke greatly. The gene discussed is HCRT; the disease is major depressive disorder.