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Background With the growing incidence of metabolic diseases, there has been increasing attention given to the prevention and control of metabolic syndrome (MS) . As important screening markers of MS, the relationship between lipid ratios and MS has become a hot research topic. Objective To analyse the association and predictive value of triglyceride/high-density lipoprotein cholesterol (TG/HDL-C) ratio, total cholesterol/HDL-C (TC/HDL-C) ratio, low-density lipoprotein cholesterol/ HDL-C (LDL-C/HDL-C) ratio and non-HDL-C to the risk of MS in populations included in a multistage cross-sectional study in Guizhou Province. Methods This study retrospectively selected natural populations (totally 21 727 cases) from Guizhou who attended the National Survey of Chronic Diseases and Risk Factors in Surveillance Regions 2010, China Chronic Disease and Risk Factor Surveillance 2013, and two waves of China Adult Chronic Disease and Nutrition Surveillance (2015 and 2018) . Baseline data were collected, and according to MS prevalence included in which, subjects were divided into MS group (n=4 981) and non-MS group (n=16 746) . The receiver operating characteristic (ROC) curve analysis was used to evaluate the predictive value of TG/HDL-C ratio, TC/HDL-C ratio, LDL-C/HDL-C ratio and non-HDL-C for MS in males and females, respectively. The Delong test was used to compare the values of area under the ROC curve (AUC) of lipid ratios in predicting MS. Multivariate Logistic regression was used to analyze the association of lipid ratios with MS measured using odds ratio (OR) with 95% confidence interval (CI) , and to identify factors associated with MS among subjects stratified by survey time, age, sex, body mass index (BMI) , smoking and alcohol consumption. Results There were statistically significant differences in mean age, sex ratio, distribution of ethnicities, education level and marital status, prevalence of smoking and alcohol consumption, and mean BMI, TG/HDL-C ratio, TC/HDL-C ratio, LDL-C/HDL-C ratio and non-HDL-C between MS group and non-MS group (P |