Multivariate binary logistic regression analysis was conducted with the selected age, CRP, Alb, Ca2+, PTH and anxiety as variables (Figure 1), and then the risk prediction model for sleep disturbance in MHD patients was developed, and a nomogram was constructed according to the parameters of the prediction model (Figure 2). This evidence concerns the gene PTH and Anxiety.