Division of Integrative Biosciences and Biotechnology, Pohang University of Science and Technology (POSTECH), Pohang, 37673, Republic of Korea.
Department of Life Sciences, Pohang University of Science and Technology (POSTECH), Pohang, 37673, Republic of Korea.
BMC Microbiol. 2020 Jul 13;20(1):208. doi: 10.1186/s12866-020-01887-4.
The essential roles of gut microbiome have been emphasized in modulating human health and disease. Fusobacterium nucleatum (F. nucleatum), an obligate Gram-negative microorganism residing in oral cavity, gastrointestinal tract and elsewhere, has been recently considered as a potential oncobacterium associated with human cancers. However, the consequence of its enrichment was not extensively explored in terms of microbial homeostasis and stability at the early stage of disease development.
Our analysis on longitudinal metagenomic data generated by the Integrative Human Microbiome Project (iHMP) showed that F. nucleatum was frequently found in inflammatory bowel diseases (IBD) subjects with reduced microbial diversity. Using non-parametric logarithmic linear discriminant analysis (LDA) effect size (LEfSe) algorithm, 12 IBD- and 14 non-IBD-specific bacterial species were identified in the fecal metagenome and the IBD-specific ones were over-represented in the F. nucleatum-experienced subjects during long-term surveillance. In addition, F. nucleatum experience severely abrogated intra-personal stability of microbiome in IBD patients and induced highly variable gut microbiome between subjects. From the longitudinal comparison between microbial distributions prior and posterior to F. nucleatum detection, 41 species could be proposed as indicative "classifiers" for dysbiotic gut state. By multiple logistic regression models established on these classifiers, the high probability of experiencing F. nucleatum was significantly correlated with decreased alpha-diversity and increased number of biomarker species for IBD and colorectal cancer (CRC). Finally, microbial clustering confirmed that biomarker species for IBD and non-IBD conditions as well as CRC signature markers were well distinguishable and could be utilized for explaining gut symbiosis and dysbiosis.
F. nucleatum opportunistically appeared under early dysbiotic condition in gut, and discriminative classifier species associated with F. nucleatum were successfully applied to predict microbial alterations in both IBD and non-IBD conditions. Our prediction model and microbial classifier biomarkers for estimating gut dysbiosis should provide a novel aspect of microbial homeostasis/dynamics and useful information on non-invasive biomarker screening.
肠道微生物组在调节人类健康和疾病方面的重要作用已得到强调。具核梭杆菌(Fusobacterium nucleatum,F. nucleatum)是一种专性革兰氏阴性微生物,存在于口腔、胃肠道和其他部位,最近被认为是与人类癌症相关的潜在致癌菌。然而,在疾病发展的早期阶段,其丰度增加对微生物内稳态和稳定性的影响尚未得到广泛探讨。
我们对整合人类微生物组计划(Integrative Human Microbiome Project,iHMP)生成的纵向宏基因组数据进行分析,结果显示 F. nucleatum 在炎症性肠病(inflammatory bowel diseases,IBD)患者中频繁出现,这些患者的微生物多样性降低。使用非参数对数线性判别分析(logarithmic linear discriminant analysis,LDA)效应大小(LDA effect size,LEfSe)算法,在粪便宏基因组中鉴定出 12 种 IBD 特异性和 14 种非 IBD 特异性细菌物种,在长期监测中,这些物种在经历 F. nucleatum 的患者中过度表达。此外,F. nucleatum 的经历严重破坏了 IBD 患者的个体内微生物组稳定性,并导致患者间的肠道微生物组高度可变。通过比较 F. nucleatum 检测前后微生物分布的纵向比较,可以提出 41 个物种作为提示肠道菌群失调的“分类器”。通过在这些分类器上建立的多元逻辑回归模型,经历 F. nucleatum 的高概率与 alpha 多样性降低和 IBD 和结直肠癌(colorectal cancer,CRC)的生物标志物物种数量增加显著相关。最后,微生物聚类证实 IBD 和非 IBD 条件以及 CRC 特征标志物的生物标志物物种可很好地区分,并可用于解释肠道共生和失调。
F. nucleatum 在肠道早期失调状态下机会性出现,与 F. nucleatum 相关的鉴别分类器物种成功应用于预测 IBD 和非 IBD 条件下的微生物变化。我们用于估计肠道菌群失调的预测模型和微生物分类器生物标志物应提供微生物内稳态/动力学的新方面,并提供关于非侵入性生物标志物筛选的有用信息。