Among common NASH-specific DEGs, igf1 was found to be an upstream regulator connected to downstream genes, including hnf1a, cyp7a1, mmp13, fbn1, and linked to adipogenesis in the liver (Supplementary Fig. 14). Here, CYP7A1 is linked to metabolic dysfunction-associated steatohepatitis.