These findings suggest that Catechin gallate is a key active component in Rhodiola crenulata for improving NAFLD, potentially acting through multiple mechanisms involving ABCB1, DYRK1A, PGD, and FUT4. Here, ABCB1 is linked to metabolic dysfunction-associated steatotic liver disease.