LEP and metabolic syndrome: Furthermore, based on data collected in the Beijing Child and Adolescent Metabolic Syndrome (BCAMS) study [26], we performed exploratory factor analysis on the various MetS components to characterize the clustering pattern and examine the role of leptin and adiponectin in the clustering of metabolic risk factors.