NR1H4 and metabolic dysfunction-associated steatotic liver disease: These findings provide robust evidence that PPE alleviates NAFLD in mice by reshaping gut microbiota composition, reducing lipotoxic secondary BAs (DCA and LCA), and enhancing THDCA and isoHDCA levels to suppress intestinal FXR-FGF15 axis signaling.