In our study of a heterogeneous group of ambulatory subjects with and without obesity and metabolic dysfunction, some subjects showed an increase in total adiponectin and insulin sensitivity, and others showed the opposite. The gene discussed is INS; the disease is obesity due to melanocortin 4 receptor deficiency.