Cell communication analysis further confirmed the key role of macrophage subgroups (KCs, MoMFs, NAM) and T cell subgroups (Th2 and Tc) in the treatment of NAFLD with JQF. Here, TBCE is linked to metabolic dysfunction-associated steatotic liver disease.