Faecalibaculum, Desulfovibrio_R, UBA3282, and Bifidobacterium were negatively correlated with most index components of diabetes, such as blood glucose level, insulin resistance index, and TG, and positively correlated with SOD, GSH-PX, CAT, and other components. The gene discussed is CAT; the disease is diabetes mellitus.