Despite its widespread use, on an individual basis (in contrast to a population) body mass index (BMI) has several limitations related to risk prediction. For example, there is substantial variation both in body composition as well as fat tissue distribution between people with the same BMI. This limitation explains why other markers of adiposity, such…