Objective To identify the potential categories of health management behaviors of patients with metabolic syndrome(MS),and to analyze differences in characteristics and influencing factors of patients across classes.Methods A random sample of 906 MS patients in southern Xinjiang were selected to investigate the current health management behaviors.The demographic information and Self-management Behaviors of MS patients results were collected.Latent profile analysis,univariate analysis,and unordered multi-categorical Logistic regression were used to identify the potential categories and predictors of health management behaviors in MS patients.Results The health management behaviors of 906 MS patients could be categorized into 3 groups:poor health management behaviors group(40.5%),health management behaviors medium-high medication management group(40.7%),and good health management behaviors group(18.8%).Compared with the good health management behaviors group,non-agriculture and animal husbandry,social support are protective factors for MS patients in the poor health management behaviors group.Self-efficacy is a protective factor for MS patients in the health management behaviors medium-high medication management group,and perceived stress is a risk factor for both categories.Conclusion The health management behaviors of MS patients are at a poor level.Nurses can carry out personalized health management according to different categories and their main influencing factors.