Hepatic PPARA expression is positively correlated with FBXW7 in patients with NAFL, NASH, liver fibrosis, and HCC (Fig. 3i, j and Supplementary Fig. 3i), implying their close association and pivotal contribution to liver health. Here, PPARA is linked to metabolic dysfunction-associated steatohepatitis.