Multi-cohort analysis of metagenome for type 2 diabetes identified universal gut microbiota signatures across populations.

IF 5.2 2区 医学 Q1 ENDOCRINOLOGY & METABOLISM
Ying Dong, Minjie Wang, Xinyu Zhou, Pan Wang, Kaixin Yan, Siyuan Wang, Jiu-Chang Zhong, Hong Li, Lin Zhao, Bo Li, Jing Li
{"title":"Multi-cohort analysis of metagenome for type 2 diabetes identified universal gut microbiota signatures across populations.","authors":"Ying Dong, Minjie Wang, Xinyu Zhou, Pan Wang, Kaixin Yan, Siyuan Wang, Jiu-Chang Zhong, Hong Li, Lin Zhao, Bo Li, Jing Li","doi":"10.1038/s41387-026-00418-w","DOIUrl":null,"url":null,"abstract":"<p><strong>Background: </strong>Several studies have investigated the association between the gut microbiota and type 2 diabetes mellitus (T2D) in various populations. Nonetheless, noises specific to individual cohorts might distort the microbial dysbiosis characteristics and result in inconsistent findings across studies. Thus, we aimed to identify the universal features of perturbed gut microbiota across diverse populations.</p><p><strong>Methods: </strong>A total of 433 fecal shotgun metagenomic sequences were analyzed to profile and compare the gut microbiome shifts between patients with T2D and healthy controls from cohorts in Europe and Asia.</p><p><strong>Results: </strong>Based on cross-cohort integrative analysis, patients with T2D showed significantly higher microbial alpha diversity, and distinctive microbial structures compared to healthy individuals. By excluding bacteria exhibiting divergent directional changes, consistent characteristics with ten T2D-enriched bacteria, such as Clostridium bolteae and Clostridium citroniae and eight T2D-depleted bacteria, including Streptococcus thermophiles and Haemophilus parainfluenzae were revealed across populations. Particularly, these reliable bacterial markers, which were robust against demographic variation, distinguished patients with T2D from healthy controls with high accuracy (AUCs > 0.8) in both European and Asian cohorts. Correlation analysis demonstrated that T2D-enriched and T2D-depleted bacteria, respectively, formed their own mutualistic networks that were negatively linked to each other. Moreover, T2D-enriched bacteria were dramatically positively associated with fasting blood glucose and glycated hemoglobin. Functionally, 10 KEGG pathways with consistent directional changes across European, Asian, and combined cohorts were identified. Specifically, the Nucleotide excision repair pathway was markedly downregulated in patients with T2D, while the AGE-RAGE signaling pathway in diabetic complications was consistently enriched in patients with T2D across cohorts.</p><p><strong>Conclusions: </strong>Our results elucidated reproducible profiles of gut commensal bacteria in patients with T2D, which are robust across populations. Identifying the universal gut microbiome signatures of T2D in heterogeneous cohorts offers valuable insights for understanding disease development and is crucial for prevention and diagnosis across diverse populations.</p>","PeriodicalId":19339,"journal":{"name":"Nutrition & Diabetes","volume":" ","pages":""},"PeriodicalIF":5.2000,"publicationDate":"2026-04-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13057204/pdf/","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Nutrition & Diabetes","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1038/s41387-026-00418-w","RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"ENDOCRINOLOGY & METABOLISM","Score":null,"Total":0}
引用次数: 0

Abstract

Background: Several studies have investigated the association between the gut microbiota and type 2 diabetes mellitus (T2D) in various populations. Nonetheless, noises specific to individual cohorts might distort the microbial dysbiosis characteristics and result in inconsistent findings across studies. Thus, we aimed to identify the universal features of perturbed gut microbiota across diverse populations.

Methods: A total of 433 fecal shotgun metagenomic sequences were analyzed to profile and compare the gut microbiome shifts between patients with T2D and healthy controls from cohorts in Europe and Asia.

Results: Based on cross-cohort integrative analysis, patients with T2D showed significantly higher microbial alpha diversity, and distinctive microbial structures compared to healthy individuals. By excluding bacteria exhibiting divergent directional changes, consistent characteristics with ten T2D-enriched bacteria, such as Clostridium bolteae and Clostridium citroniae and eight T2D-depleted bacteria, including Streptococcus thermophiles and Haemophilus parainfluenzae were revealed across populations. Particularly, these reliable bacterial markers, which were robust against demographic variation, distinguished patients with T2D from healthy controls with high accuracy (AUCs > 0.8) in both European and Asian cohorts. Correlation analysis demonstrated that T2D-enriched and T2D-depleted bacteria, respectively, formed their own mutualistic networks that were negatively linked to each other. Moreover, T2D-enriched bacteria were dramatically positively associated with fasting blood glucose and glycated hemoglobin. Functionally, 10 KEGG pathways with consistent directional changes across European, Asian, and combined cohorts were identified. Specifically, the Nucleotide excision repair pathway was markedly downregulated in patients with T2D, while the AGE-RAGE signaling pathway in diabetic complications was consistently enriched in patients with T2D across cohorts.

Conclusions: Our results elucidated reproducible profiles of gut commensal bacteria in patients with T2D, which are robust across populations. Identifying the universal gut microbiome signatures of T2D in heterogeneous cohorts offers valuable insights for understanding disease development and is crucial for prevention and diagnosis across diverse populations.

2型糖尿病宏基因组的多队列分析确定了人群中普遍的肠道微生物群特征。
背景:几项研究调查了不同人群中肠道微生物群与2型糖尿病(T2D)之间的关系。尽管如此,特定于个体队列的噪声可能会扭曲微生物生态失调特征,导致研究结果不一致。因此,我们旨在确定不同人群中肠道微生物群紊乱的普遍特征。方法:分析了433个粪便散弹枪宏基因组序列,以分析和比较欧洲和亚洲队列中T2D患者与健康对照组之间肠道微生物组的变化。结果:基于跨队列综合分析,与健康个体相比,T2D患者具有更高的微生物α多样性和独特的微生物结构。通过排除具有不同方向变化的细菌,揭示了10种t2d富集细菌(如boltedium和Clostridium citroniae)和8种t2d耗竭细菌(包括嗜热链球菌和副流感嗜血杆菌)在人群中的一致特征。尤其值得注意的是,这些可靠的细菌标记物对人口统计学变化具有很强的抑制作用,在欧洲和亚洲的队列中,以高精度(auc为0.8)将T2D患者与健康对照区分开来。相关分析表明,t2d富集菌和t2d贫菌各自形成了相互负相关的共生网络。此外,t2d富集菌与空腹血糖和糖化血红蛋白呈显著正相关。功能上,确定了10个KEGG通路,在欧洲、亚洲和联合队列中具有一致的方向性变化。具体而言,T2D患者的核苷酸切除修复通路明显下调,而糖尿病并发症的AGE-RAGE信号通路在各队列的T2D患者中持续丰富。结论:我们的研究结果阐明了T2D患者肠道共生菌的可重复性,这在人群中是稳健的。在异质队列中确定T2D的普遍肠道微生物组特征为了解疾病发展提供了有价值的见解,对于不同人群的预防和诊断至关重要。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
Nutrition & Diabetes
Nutrition & Diabetes ENDOCRINOLOGY & METABOLISM-NUTRITION & DIETETICS
CiteScore
9.20
自引率
0.00%
发文量
50
审稿时长
>12 weeks
期刊介绍: Nutrition & Diabetes is a peer-reviewed, online, open access journal bringing to the fore outstanding research in the areas of nutrition and chronic disease, including diabetes, from the molecular to the population level.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信
小红书