PPI analysis of these differentially expressed genes revealed enrichment in the NAFLD pathway, as well as the PPAR signaling pathway, insulin signaling pathway, and mTOR signaling pathway, which all mediated the biological processes of lipid deposition (Fig. 3D). Here, PPARA is linked to metabolic dysfunction-associated steatotic liver disease.