Metabolic syndrome (MetS) has an important implication from a preventive medicine perspective as early recognition and intervention will reduce associated mortality and morbidity. To better identify patients at risk for developing MetS and cardiovascular disease, we conduct a combined cross-sectional and longitudinal study to shed light on the elevated white blood cell (WBC) level in elderly.