INS and diabetes mellitus: Therefore, increasing the presence of butyrate-producing bacteria may improve insulin sensitivity and metabolic abnormalities, providing a theoretical basis for further investigation into the impact of F. plautii and butyric acid production on the pathogenesis of pre-diabetes.