Dunn Katherine A, Moore-Connors Jessica, MacIntyre Brad, Stadnyk Andrew W, Thomas Nikhil A, Noble Angela, Mahdi Gamal, Rashid Mohsin, Otley Anthony R, Bielawski Joseph P, Van Limbergen Johan
*Department of Biology, Dalhousie University, Halifax, Nova Scotia, Canada; †Division of Pediatric Gastroenterology and Nutrition, Department of Pediatrics, IWK Health Centre, Dalhousie University, Halifax, Nova Scotia, Canada; and Departments of ‡Microbiology and Immunology, §Medicine, and ‖Mathematics and Statistics, Dalhousie University, Halifax, Nova Scotia, Canada.
Inflamm Bowel Dis. 2016 Dec;22(12):2853-2862. doi: 10.1097/MIB.0000000000000956.
Clinical remission achieved by exclusive enteral nutrition (EEN) is associated with marked microbiome changes. In this prospective study of exclusive enteral nutrition, we employ a hierarchical model of microbial community structure to distinguish between pediatric Crohn's disease patients who achieved sustained remission (SR) and those who relapsed early (non-SR), after restarting a normal diet.
Fecal samples were obtained from 10 patients (age 10-16) and from 5 healthy controls (age 9-14). The microbiota was assessed via 16S rRNA sequencing. In addition to standard measures of microbial biodiversity, we employed Bayesian methods to characterize the hierarchical community structure. Community structure between patients who sustained remission (wPCDAI <12.5) up to their 24-week follow-up (SR) was compared with patients that had not sustained remission (non-SR).
Microbial diversity was lower in Crohn's disease patients relative to controls and lowest in patients who did not achieve SR. SR patients differed from non-SR patients in terms of the structure and prevalence of their microbial communities. The SR prevalent community contained a number of strains of Akkermansia muciniphila and Bacteroides and was limited in Proteobacteria, whereas the non-SR prevalent community had a large Proteobacteria component. Their communities were so different that a model trained to discriminate SR and non-SR had 80% classification accuracy, already at baseline sampling.
Microbial community structure differs between healthy controls, patients who have an enduring response to exclusive enteral nutrition, and those who relapse early on introduction of normal diet. Our novel Bayesian approach to these differences is able to predict sustained remission after exclusive enteral nutrition.
通过全肠内营养(EEN)实现的临床缓解与显著的微生物群变化有关。在这项关于全肠内营养的前瞻性研究中,我们采用微生物群落结构的层次模型,以区分在重新开始正常饮食后实现持续缓解(SR)的儿童克罗恩病患者和早期复发(非SR)的患者。
从10名患者(年龄10 - 16岁)和5名健康对照(年龄9 - 14岁)获取粪便样本。通过16S rRNA测序评估微生物群。除了微生物多样性的标准测量方法外,我们采用贝叶斯方法来表征层次群落结构。将持续缓解(wPCDAI < 12.5)直至24周随访期的患者(SR)与未实现持续缓解的患者(非SR)的群落结构进行比较。
相对于对照组,克罗恩病患者的微生物多样性较低,且在未实现SR的患者中最低。SR患者与非SR患者在微生物群落的结构和流行程度方面存在差异。SR流行群落包含多种嗜黏蛋白阿克曼氏菌和拟杆菌菌株,且变形菌门数量有限,而非SR流行群落有大量的变形菌门成分。它们的群落差异如此之大,以至于一个经过训练以区分SR和非SR的模型在基线采样时就具有80%的分类准确率。
健康对照、对全肠内营养有持久反应的患者以及在引入正常饮食后早期复发的患者之间,微生物群落结构存在差异。我们针对这些差异采用的新型贝叶斯方法能够预测全肠内营养后的持续缓解。