Recently, the causal relationship between T2DM and the structure of HDL was investigated in a preclinical study assessing the effects of APOA1 and LCAT deficiency in diet-induced obesity and glucose homeostasis in mice [25]. This evidence concerns the gene APOA1 and obesity due to melanocortin 4 receptor deficiency.