Metformin, a key anti-diabetic drug, not only reduces liver glucose production and improves insulin sensitivity but also promotes A. muciniphila proliferation, helping to lower the risk of type 2 diabetes (T2D) [14]. The gene discussed is INS; the disease is type 2 diabetes mellitus.