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Metabolic signatures across the full spectrum of non-alcoholic fatty liver disease
BACKGROUND & AIMS: Non-alcoholic fatty liver disease (NAFLD) is a progressive liver disease with potentially severe complications including cirrhosis and hepatocellular carcinoma. Previously, we have identified circulating lipid signatures associating with liver fat content and non-alcoholic ste...
Autores principales: | , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9006858/ https://www.ncbi.nlm.nih.gov/pubmed/35434590 http://dx.doi.org/10.1016/j.jhepr.2022.100477 |
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author | McGlinchey, Aidan J. Govaere, Olivier Geng, Dawei Ratziu, Vlad Allison, Michael Bousier, Jerome Petta, Salvatore de Oliviera, Claudia Bugianesi, Elisabetta Schattenberg, Jörn M. Daly, Ann K. Hyötyläinen, Tuulia Anstee, Quentin M. Orešič, Matej |
author_facet | McGlinchey, Aidan J. Govaere, Olivier Geng, Dawei Ratziu, Vlad Allison, Michael Bousier, Jerome Petta, Salvatore de Oliviera, Claudia Bugianesi, Elisabetta Schattenberg, Jörn M. Daly, Ann K. Hyötyläinen, Tuulia Anstee, Quentin M. Orešič, Matej |
author_sort | McGlinchey, Aidan J. |
collection | PubMed |
description | BACKGROUND & AIMS: Non-alcoholic fatty liver disease (NAFLD) is a progressive liver disease with potentially severe complications including cirrhosis and hepatocellular carcinoma. Previously, we have identified circulating lipid signatures associating with liver fat content and non-alcoholic steatohepatitis (NASH). Here, we develop a metabolomic map across the NAFLD spectrum, defining interconnected metabolic signatures of steatosis (non-alcoholic fatty liver, NASH, and fibrosis). METHODS: We performed mass spectrometry analysis of molecular lipids and polar metabolites in serum samples from the European NAFLD Registry patients (n = 627), representing the full spectrum of NAFLD. Using various univariate, multivariate, and machine learning statistical approaches, we interrogated metabolites across 3 clinical perspectives: steatosis, NASH, and fibrosis. RESULTS: Following generation of the NAFLD metabolic network, we identify 15 metabolites unique to steatosis, 18 to NASH, and 15 to fibrosis, with 27 common to all. We identified that progression from F2 to F3 fibrosis coincides with a key pathophysiological transition point in disease natural history, with n = 73 metabolites altered. CONCLUSIONS: Analysis of circulating metabolites provides important insights into the metabolic changes during NAFLD progression, revealing metabolic signatures across the NAFLD spectrum and features that are specific to NAFL, NASH, and fibrosis. The F2–F3 transition marks a critical metabolic transition point in NAFLD pathogenesis, with the data pointing to the pathophysiological importance of metabolic stress and specifically oxidative stress. CLINICAL TRIALS REGISTRATION: The study is registered at Clinicaltrials.gov (NCT04442334). LAY SUMMARY: Non-alcoholic fatty liver disease is characterised by the build-up of fat in the liver, which progresses to liver dysfunction, scarring, and irreversible liver failure, and is markedly increasing in its prevalence worldwide. Here, we measured lipids and other small molecules (metabolites) in the blood with the aim of providing a comprehensive molecular overview of fat build-up, liver fibrosis, and diagnosed severity. We identify a key metabolic ‘watershed’ in the progression of liver damage, separating severe disease from mild, and show that specific lipid and metabolite profiles can help distinguish and/or define these cases. |
format | Online Article Text |
id | pubmed-9006858 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
spelling | pubmed-90068582022-04-14 Metabolic signatures across the full spectrum of non-alcoholic fatty liver disease McGlinchey, Aidan J. Govaere, Olivier Geng, Dawei Ratziu, Vlad Allison, Michael Bousier, Jerome Petta, Salvatore de Oliviera, Claudia Bugianesi, Elisabetta Schattenberg, Jörn M. Daly, Ann K. Hyötyläinen, Tuulia Anstee, Quentin M. Orešič, Matej JHEP Rep Research Article BACKGROUND & AIMS: Non-alcoholic fatty liver disease (NAFLD) is a progressive liver disease with potentially severe complications including cirrhosis and hepatocellular carcinoma. Previously, we have identified circulating lipid signatures associating with liver fat content and non-alcoholic steatohepatitis (NASH). Here, we develop a metabolomic map across the NAFLD spectrum, defining interconnected metabolic signatures of steatosis (non-alcoholic fatty liver, NASH, and fibrosis). METHODS: We performed mass spectrometry analysis of molecular lipids and polar metabolites in serum samples from the European NAFLD Registry patients (n = 627), representing the full spectrum of NAFLD. Using various univariate, multivariate, and machine learning statistical approaches, we interrogated metabolites across 3 clinical perspectives: steatosis, NASH, and fibrosis. RESULTS: Following generation of the NAFLD metabolic network, we identify 15 metabolites unique to steatosis, 18 to NASH, and 15 to fibrosis, with 27 common to all. We identified that progression from F2 to F3 fibrosis coincides with a key pathophysiological transition point in disease natural history, with n = 73 metabolites altered. CONCLUSIONS: Analysis of circulating metabolites provides important insights into the metabolic changes during NAFLD progression, revealing metabolic signatures across the NAFLD spectrum and features that are specific to NAFL, NASH, and fibrosis. The F2–F3 transition marks a critical metabolic transition point in NAFLD pathogenesis, with the data pointing to the pathophysiological importance of metabolic stress and specifically oxidative stress. CLINICAL TRIALS REGISTRATION: The study is registered at Clinicaltrials.gov (NCT04442334). LAY SUMMARY: Non-alcoholic fatty liver disease is characterised by the build-up of fat in the liver, which progresses to liver dysfunction, scarring, and irreversible liver failure, and is markedly increasing in its prevalence worldwide. Here, we measured lipids and other small molecules (metabolites) in the blood with the aim of providing a comprehensive molecular overview of fat build-up, liver fibrosis, and diagnosed severity. We identify a key metabolic ‘watershed’ in the progression of liver damage, separating severe disease from mild, and show that specific lipid and metabolite profiles can help distinguish and/or define these cases. Elsevier 2022-03-26 /pmc/articles/PMC9006858/ /pubmed/35434590 http://dx.doi.org/10.1016/j.jhepr.2022.100477 Text en © 2022 The Author(s) https://creativecommons.org/licenses/by/4.0/This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Research Article McGlinchey, Aidan J. Govaere, Olivier Geng, Dawei Ratziu, Vlad Allison, Michael Bousier, Jerome Petta, Salvatore de Oliviera, Claudia Bugianesi, Elisabetta Schattenberg, Jörn M. Daly, Ann K. Hyötyläinen, Tuulia Anstee, Quentin M. Orešič, Matej Metabolic signatures across the full spectrum of non-alcoholic fatty liver disease |
title | Metabolic signatures across the full spectrum of non-alcoholic fatty liver disease |
title_full | Metabolic signatures across the full spectrum of non-alcoholic fatty liver disease |
title_fullStr | Metabolic signatures across the full spectrum of non-alcoholic fatty liver disease |
title_full_unstemmed | Metabolic signatures across the full spectrum of non-alcoholic fatty liver disease |
title_short | Metabolic signatures across the full spectrum of non-alcoholic fatty liver disease |
title_sort | metabolic signatures across the full spectrum of non-alcoholic fatty liver disease |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9006858/ https://www.ncbi.nlm.nih.gov/pubmed/35434590 http://dx.doi.org/10.1016/j.jhepr.2022.100477 |
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