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Govaere O, Cockell SJ, Zatorska M, Wonders K, Tiniakos D, Frey AM, Palmowksi P, Walker R, Porter A, Trost M, Anstee QM, Daly AK. Pharmacogene expression during progression of metabolic dysfunction-associated steatotic liver disease: Studies on mRNA and protein levels and their relevance to drug treatment. Biochem Pharmacol 2024:116249. [PMID: 38697308 DOI: 10.1016/j.bcp.2024.116249] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/22/2024] [Revised: 04/16/2024] [Accepted: 04/29/2024] [Indexed: 05/04/2024]
Abstract
Metabolic dysfunction-associated steatotic liver disease (MASLD) is common worldwide. Genes and proteins contributing to drug disposition may show altered expression as MASLD progresses. To assess this further, we undertook transcriptomic and proteomic analysis of 137 pharmacogenes in liver biopsies from a large MASLD cohort. We performed sequencing on RNA from 216 liver biopsies (206 MASLD and 10 controls). Untargeted mass spectrometry proteomics was performed on a 103 biopsy subgroup. Selected RNA sequencing signals were replicated with an additional 187 biopsies. Comparison of advanced MASLD (fibrosis score 3/4) with milder disease (fibrosis score 0-2) by RNA sequencing showed significant alterations in expression of certain phase I, phase II and ABC transporters. For cytochromes P450, CYP2C19 showed the most significant decreased expression (30 % of that in mild disease) but significant decreased expression of other CYPs (including CYP2C8 and CYP2E1) also occurred. CYP2C19 also showed a significant decrease comparing the inflammatory form of MASLD (MASH) with non-MASH biopsies. Findings for CYP2C19 were confirmed in the replication cohort. Proteomics on the original discovery cohort confirmed decreased levels of several CYPs as MASLD advanced but this decrease was greatest for CYP2C19 where levels fell to 40 % control. This decrease may result in decreased CYP2C19 activity that could be problematic for prescription of drugs activated or metabolized by CYP2C19 as MASLD advances. More limited decreases for other P450s suggest fewer issues with non-CYP2C19 drug substrates. Negative correlations at RNA level between CYP2C19 and several cytokine genes provided initial insights into the mechanism underlying decreased expression.
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Affiliation(s)
- Olivier Govaere
- Translational and Clinical Research Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne, UK; Department of Imaging and Pathology, KU Leuven and University Hospitals Leuven, Leuven, Belgium
| | - Simon J Cockell
- Biosciences Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne NE2 4HH, UK
| | - Michalina Zatorska
- Translational and Clinical Research Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne, UK
| | - Kristy Wonders
- Translational and Clinical Research Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne, UK
| | - Dina Tiniakos
- Translational and Clinical Research Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne, UK; Department of Pathology, Aretaieio Hospital, National and Kapodistrian University of Athens, Athens, Greece
| | - Andrew M Frey
- Biosciences Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne NE2 4HH, UK
| | - Pawel Palmowksi
- Biosciences Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne NE2 4HH, UK
| | - Ruth Walker
- Biosciences Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne NE2 4HH, UK
| | - Andrew Porter
- Biosciences Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne NE2 4HH, UK
| | - Matthias Trost
- Biosciences Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne NE2 4HH, UK
| | - Quentin M Anstee
- Translational and Clinical Research Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne, UK; Newcastle NIHR Biomedical Research Centre, Newcastle Upon Tyne Hospitals NHS Trust, Newcastle upon Tyne, UK
| | - Ann K Daly
- Translational and Clinical Research Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne, UK.
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Pavlides M, Mózes FE, Akhtar S, Wonders K, Cobbold J, Tunnicliffe EM, Allison M, Godfrey EM, Aithal GP, Francis S, Romero-Gomez M, Castell J, Fernandez-Lizaranzu I, Aller R, González RS, Agustin S, Pericàs JM, Boursier J, Aube C, Ratziu V, Wagner M, Petta S, Antonucci M, Bugianesi E, Faletti R, Miele L, Geier A, Schattenberg JM, Tilman E, Ekstedt M, Lundberg P, Berzigotti A, Huber AT, Papatheodoridis G, Yki-Järvinen H, Porthan K, Schneider MJ, Hockings P, Shumbayawonda E, Banerjee R, Pepin K, Kalutkiewicz M, Ehman RL, Trylesinksi A, Coxson HO, Martic M, Yunis C, Tuthill T, Bossuyt PM, Anstee QM, Neubauer S, Harrison S. Liver Investigation: Testing Marker Utility in Steatohepatitis (LITMUS): Assessment & validation of imaging modality performance across the NAFLD spectrum in a prospectively recruited cohort study (the LITMUS imaging study): Study protocol. Contemp Clin Trials 2023; 134:107352. [PMID: 37802221 DOI: 10.1016/j.cct.2023.107352] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/30/2023] [Revised: 08/29/2023] [Accepted: 10/01/2023] [Indexed: 10/08/2023]
Abstract
Non-alcoholic fatty liver disease (NAFLD) is the liver manifestation of the metabolic syndrome with global prevalence reaching epidemic levels. Despite the high disease burden in the population only a small proportion of those with NAFLD will develop progressive liver disease, for which there is currently no approved pharmacotherapy. Identifying those who are at risk of progressive NAFLD currently requires a liver biopsy which is problematic. Firstly, liver biopsy is invasive and therefore not appropriate for use in a condition like NAFLD that affects a large proportion of the population. Secondly, biopsy is limited by sampling and observer dependent variability which can lead to misclassification of disease severity. Non-invasive biomarkers are therefore needed to replace liver biopsy in the assessment of NAFLD. Our study addresses this unmet need. The LITMUS Imaging Study is a prospectively recruited multi-centre cohort study evaluating magnetic resonance imaging and elastography, and ultrasound elastography against liver histology as the reference standard. Imaging biomarkers and biopsy are acquired within a 100-day window. The study employs standardised processes for imaging data collection and analysis as well as a real time central monitoring and quality control process for all the data submitted for analysis. It is anticipated that the high-quality data generated from this study will underpin changes in clinical practice for the benefit of people with NAFLD. Study Registration: clinicaltrials.gov: NCT05479721.
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Affiliation(s)
- Michael Pavlides
- Division of Cardiovascular Medicine, Radcliffe Department of Medicine, University of Oxford, Oxford, UK; Translational Gastroenterology Unit, University of Oxford, Oxford, UK; Oxford NIHR Biomedical Research Centre, Oxford University Hospitals NHS Foundation Trust and the University of Oxford, Oxford, UK.
| | - Ferenc E Mózes
- Division of Cardiovascular Medicine, Radcliffe Department of Medicine, University of Oxford, Oxford, UK
| | - Salma Akhtar
- Division of Cardiovascular Medicine, Radcliffe Department of Medicine, University of Oxford, Oxford, UK
| | - Kristy Wonders
- Translational & Clinical Research Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne, United Kingdom; Newcastle NIHR Biomedical Research Centre, Newcastle upon Tyne Hospitals NHS Foundation Trust, Newcastle upon Tyne, United Kingdom
| | - Jeremy Cobbold
- Translational Gastroenterology Unit, University of Oxford, Oxford, UK; Oxford NIHR Biomedical Research Centre, Oxford University Hospitals NHS Foundation Trust and the University of Oxford, Oxford, UK
| | - Elizabeth M Tunnicliffe
- Division of Cardiovascular Medicine, Radcliffe Department of Medicine, University of Oxford, Oxford, UK; Oxford NIHR Biomedical Research Centre, Oxford University Hospitals NHS Foundation Trust and the University of Oxford, Oxford, UK
| | - Michael Allison
- Liver Unit, Department of Medicine, Cambridge NIHR Biomedical Research Centre, Cambridge University NHS Foundation Trust, UK
| | - Edmund M Godfrey
- Department of Radiology, Cambridge University NHS Foundation Trust, Cambridge, UK
| | - Guruprasad P Aithal
- NIHR Nottingham Biomedical Research Centre, Nottingham University Hospitals NHS Trust and University of Nottingham, Nottingham, UK
| | - Susan Francis
- Sir Peter Mansfield Imaging Centre, University of Nottingham, Nottingham, UK
| | - Manuel Romero-Gomez
- Digestive Diseases Unit, Hospital Universitario Virgen del Rocío, Sevilla, Spain
| | - Javier Castell
- Radiodiagnosis Clinical Management Unit, Hospital Universitario Virgen del Rocío, Sevilla, Spain
| | | | - Rocio Aller
- Department of Gastroenterology, Clinic University Hospital, Medical School, University of Valladolid, CIBERINFEC, Valladolid, Spain
| | - Rebeca Sigüenza González
- Department of Radiology, Clinic University Hospital, Medical School, University of Valladolid, Valladolid, Spain
| | - Salvador Agustin
- Liver Unit, Vall d'Hebron Institut de Recerca, Vall d'Hebron Barcelona Hospital, Centros de Investigación Biomédica en Red Enfermedades Hepáticas y Digestivas (CIBERehd), Barcelona, Spain
| | - Juan M Pericàs
- Liver Unit, Vall d'Hebron Institut de Recerca, Vall d'Hebron Barcelona Hospital, Centros de Investigación Biomédica en Red Enfermedades Hepáticas y Digestivas (CIBERehd), Barcelona, Spain
| | - Jerome Boursier
- Centre Hospitalier Universitaire d'Angers, Angers, France; & Laboratoire HIFIH UPRES EA3859, Université d'Angers, Angers, France
| | - Christophe Aube
- Department of Radiology, Centre Hospitalier Universitaire d'Angers, Angers, France; & Laboratoire HIFIH UPRES EA3859, Université d'Angers, Angers, France
| | - Vlad Ratziu
- Sorbonne Université, Institute of Cardiometabolism and Nutrition, Pitié-Salpêtrière Hospital, Paris, France
| | - Mathilde Wagner
- Radiology department, AP-HP.6, GH Pitié Salpêtrière - Charles Foix Sorbonne Université, Paris, France
| | - Salvatore Petta
- Section of Gastroenterology, PROMISE, University of Palermo, Italy
| | - Michela Antonucci
- Section of Radiology - Di.Bi.Me.F., University of Palermo, Palermo, Italy
| | - Elisabetta Bugianesi
- Division of Gastroenterology, Department of Medical Sciences, University of Torino, Torino, Italy
| | - Riccardo Faletti
- Department of Diagnostic and Interventional Radiology, University of Turin, Turin, Italy
| | - Luca Miele
- Department of Translational Medicine and Surgery, Medical School, Università Cattolica del S. Cuore and Fondazione Pol. Gemelli IRCCS Hospital, Rome, Italy
| | - Andreas Geier
- Department of Hepatology, University of Würzburg, Würzburg, Germany
| | - Jörn M Schattenberg
- Metabolic Liver Research Program, I. Department of Medicine, University Medical Centre, Mainz, Germany
| | - Emrich Tilman
- Department of Diagnostic and Interventional Radiology, University Medical Center of Johannes-Gutenberg-University, Langenbeckstr. 1, 55131 Mainz, Germany
| | - Mattias Ekstedt
- Department of Health, Medicine and Caring Sciences, and Centre for Medical Image Science and Visualization (CMIV), Linköping University, Linköping, Sweden
| | - Peter Lundberg
- Department of Radiation Physics, and Centre for Medical Image Science and Visualization (CMIV), Linköping University, Linköping, Sweden
| | - Annalisa Berzigotti
- Department of Visceral Surgery and Medicine, Bern University Hospital, University of Bern, Bern, Switzerland
| | - Adrian T Huber
- Department of Diagnostic, Interventional and Paediatric Radiology (DIPR), Bern University Hospital, University of Bern, Bern, Switzerland
| | - George Papatheodoridis
- Department of Gastroenterology, Medical School of National and Kapodistrian University of Athens, General Hospital of Athens "Laiko", Athens, Greece
| | - Hannele Yki-Järvinen
- Department of Medicine, University of Helsinki and Helsinki University Hospital, Helsinki, Finland
| | - Kimmo Porthan
- Department of Medicine, University of Helsinki and Helsinki University Hospital, Helsinki, Finland
| | | | | | | | | | | | | | | | - Aldo Trylesinksi
- ADVANZPHARMA, Capital House, 1st Floor, 85 King William Street, London EC4N 7BL, United Kingdom
| | | | - Miljen Martic
- Novartis AG, Translational Medicine, Clinical and Precision Medicine Imaging, Basel, Switzerland
| | - Carla Yunis
- Clinical Development and Operations, Pfizer Inc., Lake Mary, FL, USA
| | - Theresa Tuthill
- Clinical Development and Operations, Pfizer Inc., Lake Mary, FL, USA
| | - Patrick M Bossuyt
- Department of Epidemiology & Data Science, Amsterdam Public Health, Amsterdam University Medical Centres, University of Amsterdam, the Netherlands
| | - Quentin M Anstee
- Translational & Clinical Research Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne, United Kingdom; Newcastle NIHR Biomedical Research Centre, Newcastle upon Tyne Hospitals NHS Foundation Trust, Newcastle upon Tyne, United Kingdom
| | - Stefan Neubauer
- Division of Cardiovascular Medicine, Radcliffe Department of Medicine, University of Oxford, Oxford, UK; Oxford NIHR Biomedical Research Centre, Oxford University Hospitals NHS Foundation Trust and the University of Oxford, Oxford, UK
| | - Stephen Harrison
- Division of Cardiovascular Medicine, Radcliffe Department of Medicine, University of Oxford, Oxford, UK
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Wonders K, Schmitz K, Harness JK, Lerner A, Hale ER. The Impact of Supervised, Individualized Exercise on Fatigue and Quality of Life during Adjuvant Radiotherapy for Breast Cancer. Int J Radiat Oncol Biol Phys 2023; 117:e267. [PMID: 37785014 DOI: 10.1016/j.ijrobp.2023.06.1229] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/04/2023]
Abstract
PURPOSE/OBJECTIVE(S) Adjuvant radiation therapy in treatment for breast cancer has been shown to improve patient outcomes and reduce mortality rates. However, many patients experience debilitating fatigue as a result. Currently, there are limited treatment options for fatigue in cancer survivors. Options include pharmaceutical agents, psychological interventions, or nutrition strategies, all of which have limited efficacy. Exercise is recommended in survivorship care plans, but it not widely implemented beyond the use of generalized statements or resource guides given to patients. Therefore, the purpose of this study was the examine the impact of an individualized exercise program on fatigue, quality of life, and physical functioning during radiation therapy for breast cancer. MATERIALS/METHODS This multi-institutional prospective trial evaluated the effects of supervised, individualized exercise therapy in 422 patients undergoing adjuvant radiotherapy for breast cancer. Following a comprehensive fitness assessment and the completion of the Brief Fatigue Instrument (BFI) questionnaire, each participant participated in a 12-week individualized exercise program offered through Maple Tree Cancer Alliance. At its conclusion, the patients repeated the assessment and questionnaire. RESULTS Individualized exercise had a positive impact on fitness parameters and severity of fatigue. Specifically, cardiovascular endurance, muscular strength, muscular endurance, and flexibility all significantly improved following the exercise intervention (p<0.05). On average, patients fatigue levels decreased by 31.1% (P<0.01). CONCLUSION These results signify that fatigue levels are positively impacted by exercise among patients with breast cancer.
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Affiliation(s)
- K Wonders
- Maple Tree Cancer Alliance, Dayton, OH; Wright State University, Dayton, OH
| | - K Schmitz
- University of Pittsburgh Medical Center, Pittsburgh, PA
| | | | - A Lerner
- Maple Tree Cancer Alliance, Dayton, OH
| | - E R Hale
- Kettering Health Cancer Center, Kettering, OH
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Lee J, Westphal M, Vali Y, Boursier J, Petta S, Ostroff R, Alexander L, Chen Y, Fournier C, Geier A, Francque S, Wonders K, Tiniakos D, Bedossa P, Allison M, Papatheodoridis G, Cortez-Pinto H, Pais R, Dufour JF, Leeming DJ, Harrison S, Cobbold J, Holleboom AG, Yki-Järvinen H, Crespo J, Ekstedt M, Aithal GP, Bugianesi E, Romero-Gomez M, Torstenson R, Karsdal M, Yunis C, Schattenberg JM, Schuppan D, Ratziu V, Brass C, Duffin K, Zwinderman K, Pavlides M, Anstee QM, Bossuyt PM. Machine learning algorithm improves the detection of NASH (NAS-based) and at-risk NASH: A development and validation study. Hepatology 2023; 78:258-271. [PMID: 36994719 DOI: 10.1097/hep.0000000000000364] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/16/2022] [Accepted: 12/22/2022] [Indexed: 03/31/2023]
Abstract
BACKGROUND AND AIMS Detecting NASH remains challenging, while at-risk NASH (steatohepatitis and F≥ 2) tends to progress and is of interest for drug development and clinical application. We developed prediction models by supervised machine learning techniques, with clinical data and biomarkers to stage and grade patients with NAFLD. APPROACH AND RESULTS Learning data were collected in the Liver Investigation: Testing Marker Utility in Steatohepatitis metacohort (966 biopsy-proven NAFLD adults), staged and graded according to NASH CRN. Conditions of interest were the clinical trial definition of NASH (NAS ≥ 4;53%), at-risk NASH (NASH with F ≥ 2;35%), significant (F ≥ 2;47%), and advanced fibrosis (F ≥ 3;28%). Thirty-five predictors were included. Missing data were handled by multiple imputations. Data were randomly split into training/validation (75/25) sets. A gradient boosting machine was applied to develop 2 models for each condition: clinical versus extended (clinical and biomarkers). Two variants of the NASH and at-risk NASH models were constructed: direct and composite models.Clinical gradient boosting machine models for steatosis/inflammation/ballooning had AUCs of 0.94/0.79/0.72. There were no improvements when biomarkers were included. The direct NASH model produced AUCs (clinical/extended) of 0.61/0.65. The composite NASH model performed significantly better (0.71) for both variants. The composite at-risk NASH model had an AUC of 0.83 (clinical and extended), an improvement over the direct model. Significant fibrosis models had AUCs (clinical/extended) of 0.76/0.78. The extended advanced fibrosis model (0.86) performed significantly better than the clinical version (0.82). CONCLUSIONS Detection of NASH and at-risk NASH can be improved by constructing independent machine learning models for each component, using only clinical predictors. Adding biomarkers only improved the accuracy of fibrosis.
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Affiliation(s)
- Jenny Lee
- Department of Epidemiology and Data Science, Amsterdam UMC, Amsterdam, the Netherlands
| | - Max Westphal
- Fraunhofer Institute for Digital Medicine MEVIS, Bremen, Germany
| | - Yasaman Vali
- Department of Epidemiology and Data Science, Amsterdam UMC, Amsterdam, the Netherlands
| | - Jerome Boursier
- Department of Hepatology, Angers University Hospital, Angers, France
| | - Salvatorre Petta
- Section of Gastroenterology and Hepatology, Promozione della Salute, Materno-Infantile, di Medicina Interna e Specialistica di Eccellenza, Department, University of Palermo, Palermo, Italy
| | | | | | - Yu Chen
- Lilly Research Laboratories, Eli Lilly and Company Ltd (LLY), Indianapolis, Indiana, USA
| | | | - Andreas Geier
- Division of Hepatology, Department of Medicine II, Wurzburg University Hospital, Wurzburg, Germany
| | - Sven Francque
- Department of Gastroenterology Hepatology, Antwerp University Hospital, and Laboratory of Experimental Medicine and Paediatrics, University of Antwerp, Belgium
| | - Kristy Wonders
- Translational and Clinical Research Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne, UK
| | - Dina Tiniakos
- Translational and Clinical Research Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne, UK
- Department of Pathology, Aretaieion Hospital, national and Kapodistrian University of Athens, Athens, Greece
| | - Pierre Bedossa
- Translational and Clinical Research Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne, UK
| | - Mike Allison
- Liver Unit, Department of Medicine, Cambridge NIHR Biomedical Research Centre, Cambridge University NHS Foundation Trust, CB2 0QQ, Cambridge, UK
| | - Georgios Papatheodoridis
- Gastroenterology Department, National and Kapodistrian University of Athens, General Hospital of Athens "Laiko", Athens, Greece
| | - Helena Cortez-Pinto
- Clínica Universitária de Gastrenterologia, Faculdade de Medicina, Universidade de Lisboa, Portugal
| | - Raluca Pais
- Assistance Publique-Hôpitaux de Paris, hôpital Pitié Salpêtrière, Sorbonne University, ICAN (Institute of Cardiometabolism and Nutrition), Paris, France
| | - Jean-Francois Dufour
- Hepatology, Department of Biomedical Research, University of Bern, Bern, Switzerland
| | | | - Stephen Harrison
- Department of Gastroenterology and Hepatology, Oxford NIHR Biomedical Research Centre, John Radcliffe Hospital, Oxford, UK
| | - Jeremy Cobbold
- Department of Gastroenterology and Hepatology, Oxford NIHR Biomedical Research Centre, John Radcliffe Hospital, Oxford, UK
| | - Adriaan G Holleboom
- Department of Internal and Vascular Medicine, Amsterdam University Medical Centres, location AMC, Amsterdam, the Netherlands
| | - Hannele Yki-Järvinen
- Department of Medicine, University of Helsinki and Helsinki University Hospital, Finland; Minerva Foundation Institute for Medical Research, Helsinki, Finland
| | - Javier Crespo
- Department of Gastroenterology and Hepatology, University Hospital Marques de Valdecilla. Research Institute Valdecilla-IDIVAL, Santander, Spain
| | - Mattias Ekstedt
- Department of Health, Medicine and Caring Sciences, Linköping University, Linköping, Sweden
| | - Guruprasad P Aithal
- Nottingham Digestive Diseases Centre, School of Medicine, NIHR Nottingham Biomedical Research Centre, Nottingham University Hospitals NHS Trust and The University of Nottingham, Nottingham, UK
| | - Elisabetta Bugianesi
- Department of Medical Sciences, Division of Gastro-Hepatology, A.O. Città della Salute e della Scienza di Torino, University of Turin, Turin, Italy
| | - Manuel Romero-Gomez
- UCM Digestive Diseases, ciberehd, Virgen del Rocio University Hospital. Institute of Biomedicine of Seville (CSIC/HUVR/US), Department of Medicine, University of Seville, Seville, Spain
| | - Richard Torstenson
- Cardiovascular, Renal and Metabolism Regulatory Affairs, AstraZeneca, Mölndal, Sweden
| | | | - Carla Yunis
- Internal Medicine and Hospital, Global Product Development, Pfizer, Inc, New York, New York, USA
| | - Jörn M Schattenberg
- Metabolic Liver Research Program, I. Department of Medicine, University Medical Center Mainz, Mainz, Germany
| | - Detlef Schuppan
- Institute of Translational Immunology and Research Center for Immune Therapy, University Medical Center Mainz, Mainz, Germany
- Division of Gastroenterology, Beth Israel Medical Center, Harvard Medical School, Boston, Massachusetts, USA
| | - Vlad Ratziu
- Assistance Publique-Hôpitaux de Paris, hôpital Pitié Salpêtrière, Sorbonne University, ICAN (Institute of Cardiometabolism and Nutrition), Paris, France
| | - Clifford Brass
- Novartis Pharmaceuticals Corporation, East Hanover, New Jersey
| | - Kevin Duffin
- Lilly Research Laboratories, Eli Lilly and Company Ltd (LLY), Indianapolis, Indiana, USA
| | - Koos Zwinderman
- Department of Epidemiology and Data Science, Amsterdam UMC, Amsterdam, the Netherlands
| | | | - Quentin M Anstee
- Department of Gastroenterology Hepatology, Antwerp University Hospital, and Laboratory of Experimental Medicine and Paediatrics, University of Antwerp, Belgium
- Newcastle NIHR Biomedical Research Centre, Newcastle upon Tyne Hospitals NHS Trust, Newcastle upon Tyne, UK
| | - Patrick M Bossuyt
- Department of Epidemiology and Data Science, Amsterdam UMC, Amsterdam, the Netherlands
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Vali Y, Lee J, Boursier J, Petta S, Wonders K, Tiniakos D, Bedossa P, Geier A, Francque S, Allison M, Papatheodoridis G, Cortez-Pinto H, Pais R, Dufour JF, Leeming DJ, Harrison SA, Chen Y, Cobbold JF, Pavlides M, Holleboom AG, Yki-Jarvinen H, Crespo J, Karsdal M, Ostroff R, Zafarmand MH, Torstenson R, Duffin K, Yunis C, Brass C, Ekstedt M, Aithal GP, Schattenberg JM, Bugianesi E, Romero-Gomez M, Ratziu V, Anstee QM, Bossuyt PM. Biomarkers for staging fibrosis and non-alcoholic steatohepatitis in non-alcoholic fatty liver disease (the LITMUS project): a comparative diagnostic accuracy study. Lancet Gastroenterol Hepatol 2023:S2468-1253(23)00017-1. [PMID: 36958367 DOI: 10.1016/s2468-1253(23)00017-1] [Citation(s) in RCA: 19] [Impact Index Per Article: 19.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/21/2022] [Revised: 01/20/2023] [Accepted: 01/23/2023] [Indexed: 03/25/2023]
Abstract
BACKGROUND The reference standard for detecting non-alcoholic steatohepatitis (NASH) and staging fibrosis-liver biopsy-is invasive and resource intensive. Non-invasive biomarkers are urgently needed, but few studies have compared these biomarkers in a single cohort. As part of the Liver Investigation: Testing Marker Utility in Steatohepatitis (LITMUS) project, we aimed to evaluate the diagnostic accuracy of 17 biomarkers and multimarker scores in detecting NASH and clinically significant fibrosis in patients with non-alcoholic fatty liver disease (NAFLD) and identify their optimal cutoffs as screening tests in clinical trial recruitment. METHODS This was a comparative diagnostic accuracy study in people with biopsy-confirmed NAFLD from 13 countries across Europe, recruited between Jan 6, 2010, and Dec 29, 2017, from the LITMUS metacohort of the prospective European NAFLD Registry. Adults (aged ≥18 years) with paired liver biopsy and serum samples were eligible; those with excessive alcohol consumption or evidence of other chronic liver diseases were excluded. The diagnostic accuracy of the biomarkers was expressed as the area under the receiver operating characteristic curve (AUC) with liver histology as the reference standard and compared with the Fibrosis-4 index for liver fibrosis (FIB-4) in the same subgroup. Target conditions were the presence of NASH with clinically significant fibrosis (ie, at-risk NASH; NAFLD Activity Score ≥4 and F≥2) or the presence of advanced fibrosis (F≥3), analysed in all participants with complete data. We identified thres holds for each biomarker for reducing the number of biopsy-based screen failures when recruiting people with both NASH and clinically significant fibrosis for future trials. FINDINGS Of 1430 participants with NAFLD in the LITMUS metacohort with serum samples, 966 (403 women and 563 men) were included after all exclusion criteria had been applied. 335 (35%) of 966 participants had biopsy-confirmed NASH and clinically significant fibrosis and 271 (28%) had advanced fibrosis. For people with NASH and clinically significant fibrosis, no single biomarker or multimarker score significantly reached the predefined AUC 0·80 acceptability threshold (AUCs ranging from 0·61 [95% CI 0·54-0·67] for FibroScan controlled attenuation parameter to 0·81 [0·75-0·86] for SomaSignal), with accuracy mostly similar to FIB-4. Regarding detection of advanced fibrosis, SomaSignal (AUC 0·90 [95% CI 0·86-0·94]), ADAPT (0·85 [0·81-0·89]), and FibroScan liver stiffness measurement (0·83 [0·80-0·86]) reached acceptable accuracy. With 11 of 17 markers, histological screen failure rates could be reduced to 33% in trials if only people who were marker positive had a biopsy for evaluating eligibility. The best screening performance for NASH and clinically significant fibrosis was observed for SomaSignal (number needed to test [NNT] to find one true positive was four [95% CI 4-5]), then ADAPT (six [5-7]), MACK-3 (seven [6-8]), and PRO-C3 (nine [7-11]). INTERPRETATION None of the single markers or multimarker scores achieved the predefined acceptable AUC for replacing biopsy in detecting people with both NASH and clinically significant fibrosis. However, several biomarkers could be applied in a prescreening strategy in clinical trial recruitment. The performance of promising markers will be further evaluated in the ongoing prospective LITMUS study cohort. FUNDING The Innovative Medicines Initiative 2 Joint Undertaking.
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Affiliation(s)
- Yasaman Vali
- Epidemiology and Data Science, Amsterdam Public Health, University of Amsterdam, Amsterdam, Netherlands
| | - Jenny Lee
- Epidemiology and Data Science, Amsterdam Public Health, University of Amsterdam, Amsterdam, Netherlands
| | - Jerome Boursier
- Laboratoire Hémodynamique, Interaction Fibrose et Invasivité Tumorales Hépatiques, University Paris Research, Structure Fédérative de Recherche, Interactions Cellulaires et Applications Thérapeutiques 4208, University of Angers, Angers, France; Department of Hepato-Gastroenterology and Digestive Oncology, University Hospital of Angers, Angers, France
| | - Salvatore Petta
- Section of Gastroenterology and Hepatology, Promozione della Salute, Materno-Infantile, di Medicina Interna e Specialistica di Eccellenza, Department, University of Palermo, Palermo, Italy
| | - Kristy Wonders
- Translational and Clinical Research Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne, UK
| | - Dina Tiniakos
- Translational and Clinical Research Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne, UK; Department of Pathology, Aretaieion Hospital, National and Kapodistrian University of Athens, Athens, Greece
| | - Pierre Bedossa
- Translational and Clinical Research Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne, UK
| | - Andreas Geier
- Division of Hepatology, Department of Medicine II, Wurzburg University Hospital, Wurzburg, Germany
| | - Sven Francque
- Department of Gastroenterology Hepatology, Antwerp University Hospital, Laboratory of Experimental Medicine and Paediatrics, University of Antwerp, Antwerp, Belgium
| | - Mike Allison
- Liver Unit, Department of Medicine, Cambridge National Institute for Health and Care Research Biomedical Research Centre, Cambridge University National Health Service Foundation Trust, Cambridge, UK
| | | | - Helena Cortez-Pinto
- University Clinic of Gastroenterology, Faculty of Medicine, University of Lisbon, Lisbon, Portugal
| | - Raluca Pais
- Public Assistance Hospital of Paris, Pitié Salpêtrière Hospital, Institute of Cardiometabolism and Nutrition, Sorbonne University, Paris, France
| | - Jean-Francois Dufour
- Hepatology, Department of Biomedical Research, University of Bern, Bern, Switzerland
| | | | | | - Yu Chen
- Lilly Research Laboratories, Eli Lilly, Indianapolis, IN, USA
| | - Jeremy F Cobbold
- Department of Gastroenterology and Hepatology, Oxford National Institute for Health and Care Research Biomedical Research Centre, Oxford University Hospitals, Oxford, UK
| | - Michael Pavlides
- Department of Medicine, Oxford National Institute for Health and Care Research Biomedical Research Centre, Oxford, UK
| | - Adriaan G Holleboom
- Department of Internal and Vascular Medicine, Amsterdam University Medical Centers, University of Amsterdam, Amsterdam, Netherlands
| | - Hannele Yki-Jarvinen
- Department of Medicine, Helsinki University Hospital, University of Helsinki, Helsinki, Finland; Minerva Foundation Institute for Medical Research, Helsinki, Finland
| | - Javier Crespo
- Gastroenterology and Hepatology Department, Valdecilla Health Research Institute, Marqués de Valdecilla University Hospital, Santander, Spain
| | | | | | - Mohammad Hadi Zafarmand
- Epidemiology and Data Science, Amsterdam Public Health, University of Amsterdam, Amsterdam, Netherlands
| | - Richard Torstenson
- Cardiovascular, Renal or Metabolism Regulatory Affairs, AstraZeneca, Mölndal, Sweden
| | - Kevin Duffin
- Lilly Research Laboratories, Eli Lilly, Indianapolis, IN, USA
| | - Carla Yunis
- Clinical Development and Operations, Pfizer, Lake Mary, FL, USA
| | | | - Mattias Ekstedt
- Department of Health, Medicine and Caring Sciences, Linköping University, Linköping, Sweden
| | - Guruprasad P Aithal
- Nottingham Digestive Diseases Centre, School of Medicine, National Institute for Health and Care Research Nottingham Biomedical Research Centre, Nottingham University Hospitals NHS Trust, The University of Nottingham, Nottingham, UK
| | - Jörn M Schattenberg
- Metabolic Liver Research Program, Department of Medicine, University Medical Center Mainz, Mainz, Germany
| | - Elisabetta Bugianesi
- Department of Medical Sciences, Division of Gastro-Hepatology, City of Health and Science of Turin, University of Turin, Turin, Italy
| | - Manuel Romero-Gomez
- Digestive Diseases, Virgen of Rocio University Hospital, Institute of Biomedicine of Seville, Department of Medicine, University of Seville, Seville, Spain
| | - Vlad Ratziu
- Public Assistance Hospital of Paris, Pitié Salpêtrière Hospital, Institute of Cardiometabolism and Nutrition, Sorbonne University, Paris, France
| | - Quentin M Anstee
- Translational and Clinical Research Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne, UK; Newcastle National Institute for Health and Care Research Biomedical Research Centre, Newcastle upon Tyne Hospitals National Health Service Trust, Newcastle upon Tyne, UK.
| | - Patrick M Bossuyt
- Epidemiology and Data Science, Amsterdam Public Health, University of Amsterdam, Amsterdam, Netherlands
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Francisco A, Brito J, Machado O, Moura J, Wonders K. 223P Implementing an exercise oncology program for breast cancer patients in Brazil: The Maple Tree Cancer Alliance experience. Ann Oncol 2022. [DOI: 10.1016/j.annonc.2022.03.244] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/01/2022] Open
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7
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Govaere O, Cockell S, Tiniakos D, Queen R, Younes R, Vacca M, Alexander L, Ravaioli F, Palmer J, Petta S, Boursier J, Rosso C, Johnson K, Wonders K, Day CP, Ekstedt M, Orešič M, Darlay R, Cordell HJ, Marra F, Vidal-Puig A, Bedossa P, Schattenberg JM, Clément K, Allison M, Bugianesi E, Ratziu V, Daly AK, Anstee QM. Transcriptomic profiling across the nonalcoholic fatty liver disease spectrum reveals gene signatures for steatohepatitis and fibrosis. Sci Transl Med 2020; 12:eaba4448. [PMID: 33268509 DOI: 10.1126/scitranslmed.aba4448] [Citation(s) in RCA: 168] [Impact Index Per Article: 42.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/04/2019] [Revised: 07/01/2020] [Accepted: 11/09/2020] [Indexed: 12/13/2022]
Abstract
The mechanisms that drive nonalcoholic fatty liver disease (NAFLD) remain incompletely understood. This large multicenter study characterized the transcriptional changes that occur in liver tissue across the NAFLD spectrum as disease progresses to cirrhosis to identify potential circulating markers. We performed high-throughput RNA sequencing on a discovery cohort comprising histologically characterized NAFLD samples from 206 patients. Unsupervised clustering stratified NAFLD on the basis of disease activity and fibrosis stage with differences in age, aspartate aminotransferase (AST), type 2 diabetes mellitus, and carriage of PNPLA3 rs738409, a genetic variant associated with NAFLD. Relative to early disease, we consistently identified 25 differentially expressed genes as fibrosing steatohepatitis progressed through stages F2 to F4. This 25-gene signature was independently validated by logistic modeling in a separate replication cohort (n = 175), and an integrative analysis with publicly available single-cell RNA sequencing data elucidated the likely relative contribution of specific intrahepatic cell populations. Translating these findings to the protein level, SomaScan analysis in more than 300 NAFLD serum samples confirmed that circulating concentrations of proteins AKR1B10 and GDF15 were strongly associated with disease activity and fibrosis stage. Supporting the biological plausibility of these data, in vitro functional studies determined that endoplasmic reticulum stress up-regulated expression of AKR1B10, GDF15, and PDGFA, whereas GDF15 supplementation tempered the inflammatory response in macrophages upon lipid loading and lipopolysaccharide stimulation. This study provides insights into the pathophysiology of progressive fibrosing steatohepatitis, and proof of principle that transcriptomic changes represent potentially tractable and clinically relevant markers of disease progression.
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Affiliation(s)
- Olivier Govaere
- Translational and Clinical Research Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne NE2 4HH, UK
| | - Simon Cockell
- Bioinformatics Support Unit, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne NE2 4HH, UK
| | - Dina Tiniakos
- Translational and Clinical Research Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne NE2 4HH, UK
- Department of Pathology, Aretaieio Hospital, National and Kapodistrian University of Athens, 15771 Athens, Greece
| | - Rachel Queen
- Bioinformatics Support Unit, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne NE2 4HH, UK
| | - Ramy Younes
- Translational and Clinical Research Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne NE2 4HH, UK
- Department of Medical Sciences, Division of Gastro-Hepatology, A.O. Città della Salute e della Scienza di Torino, University of Turin, 10124 Turin, Italy
| | - Michele Vacca
- University of Cambridge Metabolic Research Laboratories, Wellcome-MRC Institute of Metabolic Science, Addenbrooke's Hospital, Cambridge CB2 0QQ, UK
| | | | - Federico Ravaioli
- Translational and Clinical Research Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne NE2 4HH, UK
- Department of Medical and Surgical Sciences, University of Bologna, 40126 Bologna, Italy
| | - Jeremy Palmer
- Translational and Clinical Research Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne NE2 4HH, UK
| | - Salvatore Petta
- Sezione di Gastroenterologia, Dipartimento Biomedico di Medicina Interna e Specialistica, Università di Palermo, 90133 Palermo, Italy
| | - Jerome Boursier
- Hepatology Department, Angers University Hospital, 49933 Angers, France
| | - Chiara Rosso
- Department of Medical Sciences, Division of Gastro-Hepatology, A.O. Città della Salute e della Scienza di Torino, University of Turin, 10124 Turin, Italy
| | - Katherine Johnson
- Translational and Clinical Research Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne NE2 4HH, UK
| | - Kristy Wonders
- Translational and Clinical Research Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne NE2 4HH, UK
| | - Christopher P Day
- Translational and Clinical Research Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne NE2 4HH, UK
| | - Mattias Ekstedt
- Department of Health, Medicine and Caring Sciences, Linköping University, 581 83 Linköping, Sweden
| | - Matej Orešič
- School of Medical Sciences, Örebro University, 702 81 Örebro, Sweden
| | - Rebecca Darlay
- Population Health Sciences Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne NE2 4HH, UK
| | - Heather J Cordell
- Population Health Sciences Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne NE2 4HH, UK
| | - Fabio Marra
- Dipartimento di Medicina Sperimentale e Clinica, University of Florence, 50121 Florence, Italy
| | - Antonio Vidal-Puig
- University of Cambridge Metabolic Research Laboratories, Wellcome-MRC Institute of Metabolic Science, Addenbrooke's Hospital, Cambridge CB2 0QQ, UK
| | - Pierre Bedossa
- Translational and Clinical Research Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne NE2 4HH, UK
- Assistance Publique-Hôpitaux de Paris, Hôpital Pitié Salpêtrière, Sorbonne University, ICAN (Institute of Cardiometabolism and Nutrition), 75013 Paris, France
| | | | - Karine Clément
- Nutrition and Obesities: Systemic Approaches, INSERM, Sorbonne University, 75006 Paris, France
| | - Michael Allison
- Liver Unit, Department of Medicine, NIHR Cambridge Biomedical Research Centre, Cambridge University NHS Foundation Trust, Cambridge CB2 0QQ, UK
| | - Elisabetta Bugianesi
- Department of Medical Sciences, Division of Gastro-Hepatology, A.O. Città della Salute e della Scienza di Torino, University of Turin, 10124 Turin, Italy
| | - Vlad Ratziu
- Assistance Publique-Hôpitaux de Paris, Hôpital Pitié Salpêtrière, Sorbonne University, ICAN (Institute of Cardiometabolism and Nutrition), 75013 Paris, France
| | - Ann K Daly
- Translational and Clinical Research Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne NE2 4HH, UK.
| | - Quentin M Anstee
- Translational and Clinical Research Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne NE2 4HH, UK.
- NIHR Newcastle Biomedical Research Centre, Newcastle upon Tyne Hospitals NHS Trust, Newcastle upon Tyne NE7 7DN, UK
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8
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Hardy T, Wonders K, Younes R, Aithal GP, Aller R, Allison M, Bedossa P, Betsou F, Boursier J, Brosnan MJ, Burt A, Cobbold J, Cortez-Pinto H, Day CP, Dufour JF, Ekstedt M, Francque S, Harrison S, Miele L, Nasr P, Papatheodoridis G, Petta S, Tiniakos D, Torstenson R, Valenti L, Holleboom AG, Yki-Jarvinen H, Geier A, Romero-Gomez M, Ratziu V, Bugianesi E, Schattenberg JM, Anstee QM. The European NAFLD Registry: A real-world longitudinal cohort study of nonalcoholic fatty liver disease. Contemp Clin Trials 2020; 98:106175. [PMID: 33045403 DOI: 10.1016/j.cct.2020.106175] [Citation(s) in RCA: 58] [Impact Index Per Article: 14.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2020] [Revised: 10/03/2020] [Accepted: 10/06/2020] [Indexed: 02/07/2023]
Abstract
Non-Alcoholic Fatty Liver Disease (NAFLD), a progressive liver disease that is closely associated with obesity, type 2 diabetes, hypertension and dyslipidaemia, represents an increasing global public health challenge. There is significant variability in the disease course: the majority exhibit only fat accumulation in the liver but a significant minority develop a necroinflammatory form of the disease (non-alcoholic steatohepatitis, NASH) that may progress to cirrhosis and hepatocellular carcinoma. At present our understanding of pathogenesis, disease natural history and long-term outcomes remain incomplete. There is a need for large, well characterised patient cohorts that may be used to address these knowledge gaps and to support the development of better biomarkers and novel therapies. The European NAFLD Registry is an international, prospectively recruited observational cohort study that aims to establish a large, highly-phenotyped patient cohort and linked bioresource. Here we describe the infrastructure, data management and monitoring plans, and the standard operating procedures implemented to ensure the timely and systematic collection of high-quality data and samples. Already recruiting subjects at secondary/tertiary care centres across Europe, the Registry is supporting the European Union IMI2-funded LITMUS 'Liver Investigation: Testing Marker Utility in Steatohepatitis' consortium, which is a major international effort to robustly validate biomarkers that diagnose, risk stratify and/or monitor NAFLD progression and liver fibrosis stage. The European NAFLD Registry has the demonstrable capacity to support research and biomarker development at scale and pace.
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Affiliation(s)
- Timothy Hardy
- Translational & Clinical Research Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne, United Kingdom; Newcastle NIHR Biomedical Research Centre, Newcastle upon Tyne Hospitals NHS Foundation Trust, Newcastle upon Tyne, United Kingdom
| | - Kristy Wonders
- Translational & Clinical Research Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne, United Kingdom
| | - Ramy Younes
- Translational & Clinical Research Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne, United Kingdom; Division of Gastroenterology, Department of Medical Sciences, University of Torino, Torino, Italy
| | - Guruprasad P Aithal
- NIHR Nottingham Biomedical Research Centre, Nottingham University Hospitals NHS Trust and University of Nottingham, Nottingham, UK
| | - Rocio Aller
- Department of Gastroenterology, Clinic University Hospital, Medical School, University of Valladolid, Valladolid, Spain
| | - Michael Allison
- Liver Unit, Department of Medicine, Cambridge NIHR Biomedical Research Centre, Cambridge University NHS Foundation Trust, United Kingdom
| | - Pierre Bedossa
- Translational & Clinical Research Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne, United Kingdom
| | - Fay Betsou
- Integrated BioBank of Luxembourg (IBBL), 1, rue Louis Rech, L-3555, 3531 Dudelange, Luxembourg
| | - Jerome Boursier
- Service d'Hépato-Gastroentérologie, Centre Hospitalier Universitaire d'Angers, Angers, France; & Laboratoire HIFIH UPRES EA3859, Université d'Angers, Angers, France
| | | | - Alastair Burt
- Translational & Clinical Research Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne, United Kingdom; Newcastle NIHR Biomedical Research Centre, Newcastle upon Tyne Hospitals NHS Foundation Trust, Newcastle upon Tyne, United Kingdom
| | - Jeremy Cobbold
- Department of Gastroenterology and Hepatology, Oxford NIHR Biomedical Research Centre, Oxford University Hospitals NHS Foundation Trust, Oxford, UK
| | - Helena Cortez-Pinto
- Clínica Universitária de Gastrenterologia, Faculdade de Medicina, Universidade de Lisboa, Lisbon, Portugal
| | - Chris P Day
- Translational & Clinical Research Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne, United Kingdom; Newcastle NIHR Biomedical Research Centre, Newcastle upon Tyne Hospitals NHS Foundation Trust, Newcastle upon Tyne, United Kingdom
| | - Jean-Francois Dufour
- Department of Hepatology and Clinical Research, University of Bern, Bern, Switzerland
| | - Mattias Ekstedt
- Department of Gastroenterology and Hepatology, Department of Health, Medicine and Caring Sciences, Linköping University, Linköping, Sweden
| | - Sven Francque
- Department of Gastroenterology Hepatology, Antwerp University Hospital, Belgium; Translational Sciences in Inflammation and Immunology, Laboratory of Experimental Medicine and Paediatrics, Faculty of Medicine and Health Sciences, University of Antwerp, Antwerp, Belgium
| | - Stephen Harrison
- Radcliffe Department of Medicine, University of Oxford, Oxford, UK
| | - Luca Miele
- Department of Translational Medicine and Surgery, Medical School, Università Cattolica del S. Cuore and Fondazione Pol. Gemelli IRCCS Hospital, Rome, Italy
| | - Patrik Nasr
- Department of Gastroenterology and Hepatology, Department of Health, Medicine and Caring Sciences, Linköping University, Linköping, Sweden
| | - George Papatheodoridis
- Department of Gastroenterology, Medical School of National and Kapodistrian University of Athens, General Hospital of Athens "Laiko", Athens, Greece
| | - Salvatore Petta
- Sezione di Gastroenterologia, Dipartimento Promozione della Salute, Materno-Infantile, di Medicina Interna e Specialistica di Eccellenza "G. D'Alessandro", Università di Palermo, Palermo, Italy
| | - Dina Tiniakos
- Translational & Clinical Research Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne, United Kingdom; Department of Pathology, Aretaieion Hospital, National and Kapodistrian University of Athens, Athens, Greece
| | | | - Luca Valenti
- Department of Pathophysiology and Transplantation, University of Milan, Translational Medicine - Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, Milan, Italy
| | - Adriaan G Holleboom
- Department of Vascular Medicine, Amsterdam University Medical Centres, Amsterdam, The Netherlands
| | - Hannele Yki-Jarvinen
- University of Helsinki, Helsinki University Hospital, and Minerva Foundation Institute for Medical Research, Helsinki, Finland
| | - Andreas Geier
- Department of Hepatology, University of Würzburg, Würzburg, Germany
| | - Manuel Romero-Gomez
- UCM Digestive Diseases, ciberehd and IBIS, Virgen del Rocío University Hospital, University of Seville, Seville, Spain
| | - Vlad Ratziu
- Sorbonne Université, Institute of Cardiometabolism and Nutrition, Pitié-Salpêtrière Hospital, Paris, France
| | - Elisabetta Bugianesi
- Division of Gastroenterology, Department of Medical Sciences, University of Torino, Torino, Italy
| | - Jörn M Schattenberg
- Metabolic Liver Research Program, I. Department of Medicine, University Medical Centre, Mainz, Germany
| | - Quentin M Anstee
- Translational & Clinical Research Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne, United Kingdom; Newcastle NIHR Biomedical Research Centre, Newcastle upon Tyne Hospitals NHS Foundation Trust, Newcastle upon Tyne, United Kingdom.
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