Linarin shows promise in mitigating NAFLD by enhancing autophagy via PI3K/Akt/mTOR inhibition, reducing inflammation, and restoring gut microbiota balance, alongside activating the PDE4D/cAMP/PKA/CREB pathway to improve hepatic lipid metabolism and oxidative stress.