The study explored the relationship between metabolic syndrome risk factors, the Framingham Risk Score (FRS), and 10-year coronary heart disease risk (CHDR) in 73 extremely obese individuals. Triglycerides best predicted FRS, but the model fit was poor. A model including HDL, triglycerides, and waist circumference best predicted CHDR, accounting for slightly over half the variance. However, neither model was able to fully explain the variance, suggesting metabolic syndrome variables alone are not sufficient to accurately predict 10-year risk of myocardial infarction or coronary heart disease.