The successful identification of several obesity genes, including leptin [39], the leptin receptor [40], tubby [41, 42], and agouti [43], suggested this strategy would be useful even when effect sizes differ by genetic context [44]. This evidence concerns the gene LEPR and obesity due to melanocortin 4 receptor deficiency.