{"title":"多组学分析与患者队列中的粪便类型分层以及将 Blautia 鉴定为 T2DM 潜在的细菌调节剂","authors":"Qian Guo, Zezheng Gao, Linhua Zhao, Han Wang, Zhen Luo, Doris Vandeputte, Lisha He, Mo Li, Sha Di, Yanwen Liu, Jiaheng Hou, Xiaoqing Jiang, Huaiqiu Zhu, Xiaolin Tong","doi":"10.2337/db23-0447","DOIUrl":null,"url":null,"abstract":"Heterogeneity in host and gut microbiota hampers microbial precision intervention of type 2 diabetes mellitus (T2DM). Here, we investigate novel features for patient-stratification and bacterial modulators for intervention, using cross-sectional patient cohorts and animal experiments. We collected stool/blood/urine samples from 103 recent-onset T2DM patients and 25 healthy controls (HCs), performed gut microbial composition/metabolite profiling, and combined it with host-transcriptome/metabolome/cytokines and clinical data. Stool-type (dry/loose-stool), a feature of stool-microenvironment recently explored in microbiome studies, was used for T2DM patientstratification as it explained most of the variation in multi-omics dataset among all clinical parameters in our covariate analysis. T2DM with dry-stool (DM-DS) and loose-stool (DM-LS) were clearly differentiated from HC and each other by LightGBM-models, optimal among multiple machine-learning models. Compared to DM-DS, DM-LS exhibited discordant gut microbial taxonomic and functional profiles, severe host metabolic disorder, and excessive insulin secretion. Further cross-measurement-association-analysis linked the differential microbial profiles, in particular Blautia abundances, to T2DM phenotypes in our stratified multi-omics dataset. Notably, oral supplementation of Blautia to T2DM mice induced inhibitory effects on lipid accumulation, weight gain, and blood-glucose elevation with simultaneous modulation of gut bacterial composition, revealing the therapeutic potential of Blautia. Our study highlights the clinical implications of stool-microenvironment stratification and Blautia supplementation in T2DM, offering promising prospects for microbial precision treatment of metabolic diseases.","PeriodicalId":11376,"journal":{"name":"Diabetes","volume":"9 1","pages":""},"PeriodicalIF":6.2000,"publicationDate":"2023-12-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Multi-omics analyses with stool-type stratification in patient cohorts and Blautia identification as a potential bacterial modulator in T2DM\",\"authors\":\"Qian Guo, Zezheng Gao, Linhua Zhao, Han Wang, Zhen Luo, Doris Vandeputte, Lisha He, Mo Li, Sha Di, Yanwen Liu, Jiaheng Hou, Xiaoqing Jiang, Huaiqiu Zhu, Xiaolin Tong\",\"doi\":\"10.2337/db23-0447\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Heterogeneity in host and gut microbiota hampers microbial precision intervention of type 2 diabetes mellitus (T2DM). Here, we investigate novel features for patient-stratification and bacterial modulators for intervention, using cross-sectional patient cohorts and animal experiments. We collected stool/blood/urine samples from 103 recent-onset T2DM patients and 25 healthy controls (HCs), performed gut microbial composition/metabolite profiling, and combined it with host-transcriptome/metabolome/cytokines and clinical data. Stool-type (dry/loose-stool), a feature of stool-microenvironment recently explored in microbiome studies, was used for T2DM patientstratification as it explained most of the variation in multi-omics dataset among all clinical parameters in our covariate analysis. T2DM with dry-stool (DM-DS) and loose-stool (DM-LS) were clearly differentiated from HC and each other by LightGBM-models, optimal among multiple machine-learning models. Compared to DM-DS, DM-LS exhibited discordant gut microbial taxonomic and functional profiles, severe host metabolic disorder, and excessive insulin secretion. Further cross-measurement-association-analysis linked the differential microbial profiles, in particular Blautia abundances, to T2DM phenotypes in our stratified multi-omics dataset. Notably, oral supplementation of Blautia to T2DM mice induced inhibitory effects on lipid accumulation, weight gain, and blood-glucose elevation with simultaneous modulation of gut bacterial composition, revealing the therapeutic potential of Blautia. Our study highlights the clinical implications of stool-microenvironment stratification and Blautia supplementation in T2DM, offering promising prospects for microbial precision treatment of metabolic diseases.\",\"PeriodicalId\":11376,\"journal\":{\"name\":\"Diabetes\",\"volume\":\"9 1\",\"pages\":\"\"},\"PeriodicalIF\":6.2000,\"publicationDate\":\"2023-12-11\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Diabetes\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://doi.org/10.2337/db23-0447\",\"RegionNum\":1,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"ENDOCRINOLOGY & METABOLISM\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Diabetes","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.2337/db23-0447","RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"ENDOCRINOLOGY & METABOLISM","Score":null,"Total":0}
Multi-omics analyses with stool-type stratification in patient cohorts and Blautia identification as a potential bacterial modulator in T2DM
Heterogeneity in host and gut microbiota hampers microbial precision intervention of type 2 diabetes mellitus (T2DM). Here, we investigate novel features for patient-stratification and bacterial modulators for intervention, using cross-sectional patient cohorts and animal experiments. We collected stool/blood/urine samples from 103 recent-onset T2DM patients and 25 healthy controls (HCs), performed gut microbial composition/metabolite profiling, and combined it with host-transcriptome/metabolome/cytokines and clinical data. Stool-type (dry/loose-stool), a feature of stool-microenvironment recently explored in microbiome studies, was used for T2DM patientstratification as it explained most of the variation in multi-omics dataset among all clinical parameters in our covariate analysis. T2DM with dry-stool (DM-DS) and loose-stool (DM-LS) were clearly differentiated from HC and each other by LightGBM-models, optimal among multiple machine-learning models. Compared to DM-DS, DM-LS exhibited discordant gut microbial taxonomic and functional profiles, severe host metabolic disorder, and excessive insulin secretion. Further cross-measurement-association-analysis linked the differential microbial profiles, in particular Blautia abundances, to T2DM phenotypes in our stratified multi-omics dataset. Notably, oral supplementation of Blautia to T2DM mice induced inhibitory effects on lipid accumulation, weight gain, and blood-glucose elevation with simultaneous modulation of gut bacterial composition, revealing the therapeutic potential of Blautia. Our study highlights the clinical implications of stool-microenvironment stratification and Blautia supplementation in T2DM, offering promising prospects for microbial precision treatment of metabolic diseases.
期刊介绍:
Diabetes is a scientific journal that publishes original research exploring the physiological and pathophysiological aspects of diabetes mellitus. We encourage submissions of manuscripts pertaining to laboratory, animal, or human research, covering a wide range of topics. Our primary focus is on investigative reports investigating various aspects such as the development and progression of diabetes, along with its associated complications. We also welcome studies delving into normal and pathological pancreatic islet function and intermediary metabolism, as well as exploring the mechanisms of drug and hormone action from a pharmacological perspective. Additionally, we encourage submissions that delve into the biochemical and molecular aspects of both normal and abnormal biological processes.
However, it is important to note that we do not publish studies relating to diabetes education or the application of accepted therapeutic and diagnostic approaches to patients with diabetes mellitus. Our aim is to provide a platform for research that contributes to advancing our understanding of the underlying mechanisms and processes of diabetes.