It is reasonable to suppose that UCP polymorphisms may be associated with small changes in BMI; therefore, analyzing BMI changes would have a higher power to detect smaller associations with obesity. This evidence concerns the gene UCP1 and obesity due to melanocortin 4 receptor deficiency.