HFD-fed mice treated with probiotics had significantly lower DEGs of Abcc3 and Aldh3a2 in the liver, suggesting that the probiotic shows protective effects against diet-induced obesity and its related metabolic liver diseases/disorders. The gene discussed is ABCC3; the disease is obesity due to melanocortin 4 receptor deficiency.