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. This evidence concerns the gene CLYBL and obesity due to melanocortin 4 receptor deficiency.