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Intestinal Virome Signature Associated With Severity of Nonalcoholic Fatty Liver Disease
- Source :
- Gastroenterology, vol 159, iss 5, Gastroenterology, Vol. 159, no.5, p. 1839-1852 (2020), Gastroenterology
- Publication Year :
- 2020
- Publisher :
- eScholarship, University of California, 2020.
-
Abstract
- 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 cholangitis 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.
- Subjects :
- 0301 basic medicine
Liver Cirrhosis
Male
Cirrhosis
Gastroenterology
Severity of Illness Index
Oral and gastrointestinal
Liver disease
Feces
0302 clinical medicine
Fibrosis
Non-alcoholic Fatty Liver Disease
Nonalcoholic fatty liver disease
Medicine
Prospective Studies
Progression
Virome
Microbiota
Prognostic Factor
Liver Disease
Area under the curve
Middle Aged
Intestines
Biomarker (medicine)
030211 gastroenterology & hepatology
Female
Infection
Adult
medicine.medical_specialty
Chronic Liver Disease and Cirrhosis
Clinical Sciences
Article
Paediatrics and Reproductive Medicine
03 medical and health sciences
Young Adult
Clinical Research
Internal medicine
Humans
Human virome
Microbiome
Aged
Hepatology
Gastroenterology & Hepatology
business.industry
Neurosciences
Biomarker
medicine.disease
Gastrointestinal Microbiome
030104 developmental biology
Cross-Sectional Studies
Case-Control Studies
business
Digestive Diseases
Subjects
Details
- Database :
- OpenAIRE
- Journal :
- Gastroenterology, vol 159, iss 5, Gastroenterology, Vol. 159, no.5, p. 1839-1852 (2020), Gastroenterology
- Accession number :
- edsair.doi.dedup.....32a50cc817f68ab8657b8b376831787a