Age, duration of dialysis, CRP, TG, HDL-C, Alb, Ca2+, PTH, anxiety and depression were screened out to establish initial predictive model based on univariate binary logistic regression analyses between sleep disturbance or severe sleep disturbance and clinical characteristics, combined with variables considered to be meaningful in previous studies. The gene discussed is PTH; the disease is major depressive disorder.