More investigations are needed about the regulatory factors that control BLVRA and BLVRB expression and the bilR bacterial enzyme and their functional roles in fatty liver, MASLD, insulin resistance, insulin clearance, and T2DM. Here, BLVRB is linked to type 2 diabetes mellitus.