Department of Endocrinology, Zhongshan Hospital Xiamen University, Xiamen, China.
Department of Mathematics and Numerical Simulation and High-Performance Computing Laboratory, School of Sciences, Nanchang University, Nanchang, China.
Front Immunol. 2021 Aug 12;12:722206. doi: 10.3389/fimmu.2021.722206. eCollection 2021.
Type 2 diabetes mellitus (T2DM) is a complex disorder comprehensively influenced by genetic and environmental risk, and research increasingly has indicated the role of microbial dysbiosis in T2DM pathogenesis. However, studies comparing the microbiome characteristics between T2DM and healthy controls have reported inconsistent results. To further identify and describe the characteristics of the intestinal flora of T2DM patients, we performed a systematic review and meta-analysis of stool microbial profiles to discern and describe microbial dysbiosis in T2DM and to explore heterogeneity among 7 studies (600 T2DM cases, 543 controls, 1143 samples in total). Using a random effects model and a fixed effects model, we observed significant differences in beta diversity, but not alpha diversity, between individuals with T2DM and controls. We identified various operational taxonomic unit (OTUs) and bacterial genera with significant odds ratios for T2DM. The T2DM signatures derived from a single study by stepwise feature selection could be applied in other studies. By training on multiple studies, we improved the detection accuracy and disease specificity for T2DM. We also discuss the relationship between T2DM-enriched or T2DM-depleted genera and probiotics and provide new ideas for diabetes prevention and improvement.
2 型糖尿病(T2DM)是一种复杂的疾病,受遗传和环境风险的综合影响,研究越来越表明微生物失调在 T2DM 发病机制中的作用。然而,比较 T2DM 患者和健康对照者微生物组特征的研究报告结果不一致。为了进一步确定和描述 T2DM 患者肠道菌群的特征,我们对粪便微生物群进行了系统评价和荟萃分析,以辨别和描述 T2DM 中的微生物失调,并探索 7 项研究之间的异质性(600 例 T2DM 病例,543 例对照,1143 个样本)。使用随机效应模型和固定效应模型,我们观察到 T2DM 患者和对照组之间的 beta 多样性存在显著差异,但 alpha 多样性没有差异。我们确定了各种具有 T2DM 显著比值比的操作分类单位(OTUs)和细菌属。通过逐步特征选择来自单个研究的 T2DM 特征可应用于其他研究。通过对多个研究进行训练,我们提高了 T2DM 的检测准确性和疾病特异性。我们还讨论了 T2DM 富集或 T2DM 耗竭属与益生菌之间的关系,并为糖尿病的预防和改善提供了新的思路。