We have shown that objectively assessed physical activity energy expenditure (PAEE) is associate with clustered metabolic risk (24) and predicts progression toward the metabolic syndrome in a dose-response manner, independent of levels of obesity or aerobic fitness (25) however, we have not previously assessed whether change in PAEE is associated with individual metabolic risk factors or whether this association is in dependent of chang in aerobic fitness and body fatness