Conclusions: The findings suggest A. japonica extracts ameliorate hyperlipidemia through distinct mechanisms—SJGS/SJGJ may inhibit fatty acid oxidation, while SJY potentially enhances APOA1-mediated clearance. Here, APOA1 is linked to hyperlipidemia.