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. Here, ADIPOQ is linked to obesity due to melanocortin 4 receptor deficiency.