Our proteomics pathway analyses highlighted other proteins involved in lipoprotein metabolism (APOA1, BMP1, FABP3 and ANGPTL4) and that are key markers in obesity and NAFLD56–58. Here, BMP1 is linked to obesity due to melanocortin 4 receptor deficiency.