The results (Supplementary File S3) highlighted NASH-relevant pathways such as fatty acid degradation and elongation, PPAR signaling pathway39, arachidonic acid metabolism40, the metabolism of diverse amino acids41 as well as insulin signaling pathway42,43. This evidence concerns the gene INS and metabolic dysfunction-associated steatohepatitis.