LEP and obesity due to melanocortin 4 receptor deficiency: When the metabolic markers were correlated with categorical (binary) variables, obesity was associated with lower HDL-C, higher TC/HDL-C ratio, higher leptin, lower adiponectin levels, and higher leptin/adiponectin ratio (p < 0.05) (data not shown).