Verrucomicrobia, along with its lower taxa levels, including Akkermansia, negatively correlated with body weight, fat mass, and leptin, suggesting Akkermansia as a microbial mediator of E2-dependent protection against obesity. The gene discussed is LEP; the disease is obesity due to melanocortin 4 receptor deficiency.