Network meta-analysis further demonstrated that probiotic supplementation most effectively improved insulin resistance in T2D patients; combined exercise and vitamin interventions had the greatest effect on HbA1c; vitamin C supplementation most significantly improved FBS and insulin levels; and combined fatty acid and exercise interventions had the strongest effect on FINS levels. Here, INS is linked to Insulin resistance.