Gut metagenome‐derived signature predicts hepatic decompensation and mortality in NAFLD‐related cirrhosis. Issue 10 (26th September 2022)
- Record Type:
- Journal Article
- Title:
- Gut metagenome‐derived signature predicts hepatic decompensation and mortality in NAFLD‐related cirrhosis. Issue 10 (26th September 2022)
- Main Title:
- Gut metagenome‐derived signature predicts hepatic decompensation and mortality in NAFLD‐related cirrhosis
- Authors:
- Sharpton, Suzanne R.
Oh, Tae Gyu
Madamba, Egbert
Wang, Chenjingyi
Yu, Ruth T.
Atkins, Annette R.
Huan, Tao
Downes, Michael
Evans, Ronald M.
Loomba, Rohit - Abstract:
- Summary: Background: There are limited data on the diagnostic accuracy of gut microbial signatures for predicting hepatic decompensation in patients with cirrhosis. Aims: To determine whether a stool metagenome‐derived signature accurately detects hepatic decompensation and mortality risk in cirrhosis secondary to non‐alcoholic fatty liver disease (NAFLD) Methods: Shotgun metagenomic sequencing was performed on faecal samples collected at study entry from a prospective cohort of adults with NAFLD‐related cirrhosis. A Random Forest machine learning algorithm was utilised to identify a metagenomic signature of decompensated cirrhosis (defined by ascites, hepatic encephalopathy or variceal haemorrhage) and subsequently validated in an external cohort. A Cox proportional hazards regression model was used to examine predictors of all‐cause mortality. Results: In all, 25 adults with NAFLD‐related cirrhosis (training cohort) were included. Among the 16 participants with decompensated cirrhosis, 33% had ascites, 56% had hepatic encephalopathy and 22% had experienced a variceal haemorrhage (not mutually exclusive). We identified a stool metagenomic signature comprising 13 discriminatory species that reliably distinguished decompensated NAFLD‐related cirrhosis (diagnostic accuracy, 0.97, 95% confidence interval [CI] 0.96–0.99). Diagnostic accuracy of the 13‐species signature remained high after adjustment for lactulose (area under the curve [AUC] 0.99) and rifaximin use (AUC 0.93).Summary: Background: There are limited data on the diagnostic accuracy of gut microbial signatures for predicting hepatic decompensation in patients with cirrhosis. Aims: To determine whether a stool metagenome‐derived signature accurately detects hepatic decompensation and mortality risk in cirrhosis secondary to non‐alcoholic fatty liver disease (NAFLD) Methods: Shotgun metagenomic sequencing was performed on faecal samples collected at study entry from a prospective cohort of adults with NAFLD‐related cirrhosis. A Random Forest machine learning algorithm was utilised to identify a metagenomic signature of decompensated cirrhosis (defined by ascites, hepatic encephalopathy or variceal haemorrhage) and subsequently validated in an external cohort. A Cox proportional hazards regression model was used to examine predictors of all‐cause mortality. Results: In all, 25 adults with NAFLD‐related cirrhosis (training cohort) were included. Among the 16 participants with decompensated cirrhosis, 33% had ascites, 56% had hepatic encephalopathy and 22% had experienced a variceal haemorrhage (not mutually exclusive). We identified a stool metagenomic signature comprising 13 discriminatory species that reliably distinguished decompensated NAFLD‐related cirrhosis (diagnostic accuracy, 0.97, 95% confidence interval [CI] 0.96–0.99). Diagnostic accuracy of the 13‐species signature remained high after adjustment for lactulose (area under the curve [AUC] 0.99) and rifaximin use (AUC 0.93). The discriminative ability of 13‐species metagenomic signature was robust in an independent test cohort (AUC 0.95, 95% CI 0.81–1.00). The 13‐species metagenomic signature (hazard ratio [HR] 1.54, 95% CI 1.10–2.15, p = 0.01) was a stronger predictor of mortality than the Model for End‐Stage Liver Disease score (HR 1.25, 95% CI 1.03–1.53, p = 0.03). Conclusions: This study provides evidence for a gut metagenome‐derived signature with high diagnostic accuracy for hepatic decompensation that predicts risk of mortality in NAFLD‐related cirrhosis. Abstract : Gut microbial signature in NAFLD‐related cirrhosis. … (more)
- Is Part Of:
- Alimentary pharmacology & therapeutics. Volume 56:Issue 10(2022)
- Journal:
- Alimentary pharmacology & therapeutics
- Issue:
- Volume 56:Issue 10(2022)
- Issue Display:
- Volume 56, Issue 10 (2022)
- Year:
- 2022
- Volume:
- 56
- Issue:
- 10
- Issue Sort Value:
- 2022-0056-0010-0000
- Page Start:
- 1475
- Page End:
- 1485
- Publication Date:
- 2022-09-26
- Subjects:
- Digestive organs -- Diseases -- Treatment -- Periodicals
Digestive organs -- Effect of drugs on -- Periodicals
Gastrointestinal system -- Diseases -- Treatment -- Periodicals
Gastrointestinal system -- Effect of drugs on -- Periodicals
615.73 - Journal URLs:
- http://onlinelibrary.wiley.com/journal/10.1111/(ISSN)1365-2036 ↗
http://onlinelibrary.wiley.com/ ↗ - DOI:
- 10.1111/apt.17236 ↗
- Languages:
- English
- ISSNs:
- 0269-2813
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 0787.886000
British Library DSC - BLDSS-3PM
British Library STI - ELD Digital store - Ingest File:
- 24149.xml