In the European study, factors that were associated with increased obesity during the course of diabetes were higher insulin doses, female gender, low BMI at diabetes onset, intensified insulin therapy, pubertal diabetes onset, and long duration of diabetes [47]. This evidence concerns the gene INS and obesity due to melanocortin 4 receptor deficiency.