These findings demonstrate CLB alleviates obesity by restoring the abundance of AKK, partly through the production of metabolites that promote the proliferation of AKK, offering novel insights into probiotic-driven microbiota modulation for metabolic health. The gene discussed is CLYBL; the disease is Obesity.