ANGPTL4 and Insulin resistance: Furthermore, Peptococcaceae was significantly more prevalent and Alistipes was less prevalent in individuals with insulin resistance via influencing serum concentrations of angiopoietin-like 4 and adropin, which was consistent with our causal inference of GM on DNP.