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Intestinal Virome Signature Associated With Severity of Nonalcoholic Fatty Liver Disease

非酒精性脂肪肝 人病毒体 内科学 微生物群 胃肠病学 置信区间 医学 肝硬化 干血斑 肝病 纤维化 脂肪肝 基因组 疾病 生物 生物信息学 基因 遗传学
作者
Sonja Lang,Münevver Demir,Anna Martin,Lu Jiang,Xinlian Zhang,Yi Duan,Bei Gao,Hilmar Wisplinghoff,Philipp Kasper,Christoph Roderburg,Frank Tacke,Hans–Michael Steffen,Tobias Goeser,Juan G. Abraldeṣ,Xin Tu,Rohit Loomba,Peter Stärkel,David T. Pride,Derrick E. Fouts,Bernd Schnabl
出处
期刊:Gastroenterology [Elsevier BV]
卷期号:159 (5): 1839-1852 被引量:166
标识
DOI:10.1053/j.gastro.2020.07.005
摘要

Alterations in the gut microbiome have been associated with the severity of nonalcoholic fatty liver disease (NAFLD). Previous studies focused exclusively on the bacteria in the microbiome; we investigated changes in the viral microbiome (virome) in patients with NAFLD.In a prospective, cross-sectional, observational study, we extracted RNA and DNA virus-like particles from fecal samples from 73 patients with NAFLD: 29 patients had an NAFLD Activity Score (NAS) of 0-4, 44 patients had an NAS of 5-8 or liver cirrhosis (LCI), 37 patients had F0-F1 fibrosis, and 36 patients had F2-F4 fibrosis. As controls, 9 individuals without liver disease and 13 patients with mild primary biliary cholangitis were included in the analysis. We performed shotgun metagenomic sequencing of virus-like particles.Patients with NAFLD and NAS 5-8/LCI had a significant decrease in intestinal viral diversity compared with patients with NAFLD and NAS 0-4 or control individuals. The presence of more advanced NAFLD was associated with a significant reduction in the proportion of bacteriophages compared with other intestinal viruses. Using multivariate logistic regression analysis with leave-1-out cross validation, we developed a model, including a viral diversity index and simple clinical variables, that identified patients with NAS 5-8/LCI with an area under the curve of 0.95 (95% confidence interval, 0.91-0.99) and F2-F4 fibrosis with an area under the curve of 0.88 (95% confidence interval, 0.80-0.95). Addition of data on viral diversity significantly improved multivariate models, including those based on only clinical parameters or bacterial diversity.In a study of fecal viromes from patients with NAFLD and control individuals, we associated histologic markers of NAFLD severity with significant decreases in viral diversity and proportion of bacteriophages. We developed a model based on fecal viral diversity and clinical data that identifies patients with severe NAFLD and fibrosis more accurately than models based only on clinical or bacterial data.
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