These results indicate that smoking, obesity, low physical activity, low alcohol consumption and a diet high in sugar and low in fermented dairy products are correlated with an unfavorable Apo profile. The gene discussed is AOPEP; the disease is obesity due to melanocortin 4 receptor deficiency.