Sex-specific models incorporating anthropometric and lipoprotein-related parameters allowed better prediction of ISec and IS in subjects with overweight or obesity than current indices that rely on glucose and insulin alone. Here, INS is linked to obesity due to melanocortin 4 receptor deficiency.