ADIPOQ and Insulin resistance: Insulin resistance (HOMA-IR ≥ 2.5) was associated with gut microbiota changes (p < 0.05). Cytokines (IL-10, adiponectin, and leptin) mediate the gut microbiota’s effects on insulin resistance.