Meta-analysis of gut microbiota alterations in patients with irritable bowel syndrome.

IF 4 2区 生物学 Q2 MICROBIOLOGY Frontiers in Microbiology Pub Date : 2024-12-24 eCollection Date: 2024-01-01 DOI:10.3389/fmicb.2024.1492349
Xiaxi Li, Xiaoling Li, Haowei Xiao, Jiaying Xu, Jianquan He, Chuanxing Xiao, Bangzhou Zhang, Man Cao, Wenxin Hong
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Abstract

Introduction: Irritable bowel syndrome (IBS) is a common chronic disorder of gastrointestinal function with a high prevalence worldwide. Due to its complex pathogenesis and heterogeneity, there is urrently no consensus in IBS research.

Methods: We collected and uniformly reanalyzed 1167 fecal 16S rRNA gene sequencing samples (623 from IBS patients and 544 from healthy subjects) from 9 studies. Using both a random effects (RE) model and a fixed effects (FE) model, we calculated the odds ratios for metrics including bacterial alpha diversity, beta diversity, common genera and pathways between the IBS and control groups.

Results: Significantly lower alpha-diversity indexes were observed in IBS patients by random effects model. Twenty-six bacterial genera and twelve predicted pathways were identified with significant odds ratios and classification potentials for IBS patients. Based on these feature, we used transfer learning to enhance the predictive capabilities of our model, which improved model performance by approximately 10%. Moreover, through correlation network analysis, we found that Ruminococcaceae and Christensenellaceae were negatively correlated with vitamin B6 metabolism, which was decreased in the patients with IBS. Ruminococcaceae was also negatively correlated with tyrosine metabolism, which was decreased in the patients with IBS.

Discussion: This study revealed the dysbiosis of fecal bacterial diversity, composition, and predicted pathways of patients with IBS by meta-analysis and identified universal biomarkers for IBS prediction and therapeutic targets.

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肠易激综合征患者肠道菌群改变的meta分析。
肠易激综合征(IBS)是一种常见的慢性胃肠功能疾病,在世界范围内具有很高的患病率。由于其复杂的发病机制和异质性,目前对IBS的研究尚无共识。方法:我们从9项研究中收集并统一重新分析了1167份粪便16S rRNA基因测序样本(623份来自IBS患者,544份来自健康受试者)。使用随机效应(RE)模型和固定效应(FE)模型,我们计算了IBS和对照组之间细菌α多样性、β多样性、常见属和途径等指标的比值比。结果:采用随机效应模型,IBS患者α -多样性指数明显降低。鉴定出26种细菌属和12种预测途径,具有显著的优势比和IBS患者的分类潜力。基于这些特征,我们使用迁移学习来增强模型的预测能力,使模型性能提高了约10%。此外,通过相关网络分析,我们发现Ruminococcaceae和Christensenellaceae与维生素B6代谢呈负相关,在IBS患者中维生素B6代谢下降。瘤胃球菌科也与酪氨酸代谢呈负相关,在IBS患者中酪氨酸代谢下降。讨论:本研究通过荟萃分析揭示了肠易激综合征患者粪便细菌多样性、组成和预测途径的失调,并确定了肠易激综合征预测和治疗靶点的通用生物标志物。
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来源期刊
CiteScore
7.70
自引率
9.60%
发文量
4837
审稿时长
14 weeks
期刊介绍: Frontiers in Microbiology is a leading journal in its field, publishing rigorously peer-reviewed research across the entire spectrum of microbiology. Field Chief Editor Martin G. Klotz at Washington State University is supported by an outstanding Editorial Board of international researchers. This multidisciplinary open-access journal is at the forefront of disseminating and communicating scientific knowledge and impactful discoveries to researchers, academics, clinicians and the public worldwide.
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