When examining the correlation between the gut microbiota distribution and obesity-related markers, Firmicutes displayed a positive correlation with TC, HDL-C, LDL-C, and leptin, whereas B. vulgatus demonstrated a negative correlation with TC, LDL-C, and fasting glucose. This evidence concerns the gene LEP and obesity due to melanocortin 4 receptor deficiency.