The 9 genes specific to obese patients with NAFL were involved in the JAK/STAT, MAPK and PI3K/AKT/mTOR signaling pathways associated with ECMR pathways (Supplementary Fig. S3C). This evidence concerns the gene AKT1 and non-alcoholic fatty liver.