Intestinal Virome Signature Associated With Severity of Nonalcoholic Fatty Liver Disease

被引:134
作者
Lang, Sonja [1 ,2 ,3 ]
Demir, Muenevver [4 ]
Martin, Anna [2 ,3 ]
Jiang, Lu [1 ,5 ]
Zhang, Xinlian [6 ]
Duan, Yi [1 ,5 ]
Gao, Bei [1 ]
Wisplinghoff, Hilmar [7 ,8 ,9 ]
Kasper, Philipp [2 ,3 ]
Roderburg, Christoph [4 ]
Tacke, Frank [4 ]
Steffen, Hans-Michael [2 ,3 ]
Goeser, Tobias [2 ,3 ]
Abraldes, Juan G. [10 ]
Tu, Xin M. [6 ]
Loomba, Rohit [1 ]
Starkel, Peter [11 ]
Pride, David [1 ,12 ,13 ]
Fouts, Derrick E. [14 ]
Schnabl, Bernd [1 ,5 ,13 ]
机构
[1] Univ Calif San Diego, Dept Med, MC0063,9500 Gilman Dr, La Jolla, CA 92093 USA
[2] Univ Cologne, Fac Med, Cologne, Germany
[3] Univ Cologne, Univ Hosp Cologne, Dept Gastroenterol & Hepatol, Cologne, Germany
[4] Charite, Dept Hepatol & Gastroenterol, Campus Virchow Clin, Berlin, Germany
[5] Vet Affairs San Diego Healthcare Syst, Dept Med, San Diego, CA USA
[6] Univ Calif San Diego, Dept Family Med & Publ Hlth, Div Biostat & Bioinformat, La Jolla, CA 92093 USA
[7] Wisplinghoff Labs, Cologne, Germany
[8] Univ Witten Herdecke, Inst Virol & Med Microbiol, Witten, Germany
[9] Univ Cologne, Univ Hosp Cologne, Fac Med, Inst Med Microbiol Immunol & Hyg, Cologne, Germany
[10] Univ Alberta, Liver Unit, Div Gastroenterol, Dept Med, Edmonton, AB, Canada
[11] Catholic Univ Louvain, St Luc Univ Hosp, Brussels, Belgium
[12] Univ Calif San Diego, Dept Pathol, La Jolla, CA 92093 USA
[13] Univ Calif San Diego, Ctr Innovat Phage Applicat & Therapeut, La Jolla, CA 92093 USA
[14] J Craig Venter Inst, Rockville, MD USA
基金
美国国家卫生研究院;
关键词
Microbiota; Biomarker; Prognostic Factor; Progression; HUMAN GUT; MICROBIOTA; FIBROSIS; PREDICTION; MORTALITY; BACTERIA; NAFLD;
D O I
10.1053/j.gastro.2020.07.005
中图分类号
R57 [消化系及腹部疾病];
学科分类号
摘要
BACKGROUND & AIMS: 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. METHODS: 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 chol-angitis were included in the analysis. We performed shotgun metagenomic sequencing of virus-like particles. RESULTS: 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. CONCLUSIONS: 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.
引用
收藏
页码:1839 / 1852
页数:14
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