These factors included obesity traits (BMI and WHR), lipid traits (TG, LDL-C, HDL-C, Apo A-1, Apo B), HOMA-B, HOMA-IR, and sedentary behaviour (TV, Computer, Driving). Here, APOB is linked to obesity due to melanocortin 4 receptor deficiency.