Bacteroides, Romboutsia, Lactococcus and Alloprevotella are related to obesity and related metabolic syndrome and showed a positive correlation with Lactococcus and GnRH, and the above bacteria may play a role in promoting sexual development (20, 45, 46). This evidence concerns the gene GNRH1 and obesity due to melanocortin 4 receptor deficiency.