ApoA-I overexpression specifically attenuated the HFCFD-induced expansion of Erysipelotrichaceae, a bacterial family linked to steatosis and metabolic syndrome [26], while concurrently enriching Muribaculaceae, a key SCFA-producing family [25]. The gene discussed is APOA1; the disease is steatosis.