Similarly, PPAR signaling pathway plays an essential role in regulating gene expression involved in various cellular processes, including lipid metabolism, inflammatory and immune response, cell proliferation, and fibrosis, which has significant effects on the progression of both NASH and IBD52,53. The gene discussed is PPARA; the disease is metabolic dysfunction-associated steatohepatitis.