A core microbiome signature as an indicator of health

IF 45.5 1区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Cell Pub Date : 2024-10-07 DOI:10.1016/j.cell.2024.09.019
Guojun Wu, Ting Xu, Naisi Zhao, Yan Y. Lam, Xiaoying Ding, Dongqin Wei, Jian Fan, Yajuan Shi, Xiaofeng Li, Mi Li, Shenjie Ji, Xuejiao Wang, Huaqing Fu, Feng Zhang, Yu Shi, Chenhong Zhang, Yongde Peng, Liping Zhao
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Abstract

The gut microbiota is crucial for human health, functioning as a complex adaptive system akin to a vital organ. To identify core health-relevant gut microbes, we followed the systems biology tenet that stable relationships signify core components. By analyzing metagenomic datasets from a high-fiber dietary intervention in type 2 diabetes and 26 case-control studies across 15 diseases, we identified a set of stably correlated genome pairs within co-abundance networks perturbed by dietary interventions and diseases. These genomes formed a “two competing guilds” (TCGs) model, with one guild specialized in fiber fermentation and butyrate production and the other characterized by virulence and antibiotic resistance. Our random forest models successfully distinguished cases from controls across multiple diseases and predicted immunotherapy outcomes through the use of these genomes. Our guild-based approach, which is genome specific, database independent, and interaction focused, identifies a core microbiome signature that serves as a holistic health indicator and a potential common target for health enhancement.

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作为健康指标的核心微生物群特征
肠道微生物群对人体健康至关重要,其功能类似于一个重要器官的复杂适应系统。为了确定与健康相关的核心肠道微生物,我们遵循了系统生物学的原则,即稳定的关系标志着核心成分。通过分析针对 2 型糖尿病的高纤维膳食干预和 15 种疾病的 26 项病例对照研究的元基因组数据集,我们在受膳食干预和疾病干扰的共丰度网络中确定了一组稳定相关的基因组对。这些基因组形成了一个 "两个竞争行会"(TCGs)模型,其中一个行会专门从事纤维发酵和丁酸盐生产,而另一个行会则以毒性和抗生素耐药性为特征。我们的随机森林模型成功区分了多种疾病的病例和对照,并通过这些基因组预测了免疫疗法的结果。我们这种基于群落的方法具有基因组特异性、独立于数据库并以相互作用为重点,它能确定核心微生物群特征,作为整体健康指标和增强健康的潜在共同目标。
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来源期刊
Cell
Cell 生物-生化与分子生物学
CiteScore
110.00
自引率
0.80%
发文量
396
审稿时长
2 months
期刊介绍: Cells is an international, peer-reviewed, open access journal that focuses on cell biology, molecular biology, and biophysics. It is affiliated with several societies, including the Spanish Society for Biochemistry and Molecular Biology (SEBBM), Nordic Autophagy Society (NAS), Spanish Society of Hematology and Hemotherapy (SEHH), and Society for Regenerative Medicine (Russian Federation) (RPO). The journal publishes research findings of significant importance in various areas of experimental biology, such as cell biology, molecular biology, neuroscience, immunology, virology, microbiology, cancer, human genetics, systems biology, signaling, and disease mechanisms and therapeutics. The primary criterion for considering papers is whether the results contribute to significant conceptual advances or raise thought-provoking questions and hypotheses related to interesting and important biological inquiries. In addition to primary research articles presented in four formats, Cells also features review and opinion articles in its "leading edge" section, discussing recent research advancements and topics of interest to its wide readership.
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