In those individuals with obesity in a weight-loss program researched by Williams et al. [60], women had higher basal levels of leptin, adiponectin and ghrelin, and the ratios of leptin to adiponectin and leptin to ghrelin. This evidence concerns the gene LEP and obesity due to melanocortin 4 receptor deficiency.