Review: Opportunities and barriers for omics-based biomarker discovery in steatotic liver diseases.

Genetics Metabolomics Metagenomics Microbiome Non-invasive test Viromics lipidomics metatranscriptomics proteomics

Journal

Journal of hepatology
ISSN: 1600-0641
Titre abrégé: J Hepatol
Pays: Netherlands
ID NLM: 8503886

Informations de publication

Date de publication:
27 Mar 2024
Historique:
received: 20 09 2023
revised: 16 02 2024
accepted: 19 03 2024
medline: 30 3 2024
pubmed: 30 3 2024
entrez: 29 3 2024
Statut: aheadofprint

Résumé

The rising prevalence of liver diseases related to obesity and excessive use of alcohol is fuelling an increasing demand for accurate biomarkers aimed at community screening, diagnosis of steatohepatitis and significant fibrosis, monitoring, prognosis and prediction of treatment efficacy. Breakthroughs in omics methodologies and the power of bioinformatics have created an excellent opportunity to combine clinical needs with technological advancements. Omics technologies allow for advanced investigations into biological processes from the genes to transcription and regulation, to circulating protein, metabolite and lipid levels, as well as the microbiome including bacteria, viruses and fungi. We consequently find ourselves in a period of rapid progress in technology and bioinformatics that may allow for development of precision biomarkers for personalised medicine. However, there are important barriers to consider in omics biomarker discovery and validation, including the use of semi-quantitative measurements from untargeted platforms, which may exhibit high analytical, inter- and intra-individual variance. Standardising methods and the need to validate across diverse populations, presents a challenge, partly due to disease complexity and the dynamic nature of biomarker expression in different disease stages. Lack of validity causes lost opportunities when studies fail to provide the knowledge needed for regulatory approvals, all of which contributes to a delayed translation of these discoveries into clinical practice. While no omics-based biomarkers have matured to clinical implementation, the extent of data generated through omics-technologies holds the power of hypothesis-free discovery of a plethora of candidate biomarkers to be further validated. To explore the many opportunities of omics technologies, hepatologists need detailed knowledge of commonalities and differences between the various omics layers, and both the barriers to and advantages of these approaches.

Identifiants

pubmed: 38552880
pii: S0168-8278(24)00219-8
doi: 10.1016/j.jhep.2024.03.035
pii:
doi:

Types de publication

Journal Article Review

Langues

eng

Sous-ensembles de citation

IM

Investigateurs

Aleksander Krag (A)
Peer Bork (P)
Torben Hansen (T)
Manimozhiyan Arumugam (M)
Jonel Trebicka (J)
Morten Karsdal (M)
Ema Anastasiadou (E)
Hans Israelsen (H)
Hans Olav Melberg (HO)
Cristina Legido-Quigley (C)
Maja Thiele (M)
Torben Hansen (T)
Matthias Mann (M)
Jelle Matthijnssens (J)
Aleksander Krag (A)

Informations de copyright

Copyright © 2024 The Author(s). Published by Elsevier B.V. All rights reserved.

Déclaration de conflit d'intérêts

Conflicts of interest MT: Speaker’s fee from Echosens, Siemens Healthcare, Norgine, Tillotts Pharma, and advisory fee from GE Healthcare. DJL and MK: Fulltime employee and stockholder of Nordic Bioscience. AK: Speaker for Novo Nordisk, Norgine, Siemens and Nordic Bioscience and participated in advisory boards for Norgine, Siemens, Resalis Therapeutics, Boehringer Ingelheim and Novo Nordisk, all outside the submitted work. Research support; Norgine, Siemens, Nordic Bioscience, Astra, Echosens. Consulting Takeda, Resalis Therapeutics, Zealand Pharma, Novo Nordisk, Boehringer Ingelheim. Board member and co-founder Evido. JT: Speaker and/or consulting fees from Versantis, Gore, Boehringer-Ingelheim, Falk, Grifols, Genfit and CSL Behring. LJJ: Speaker’s fee from Boehringer Ingelheim Fonds.

Auteurs

Maja Thiele (M)

Center for Liver Research, Department of Gastroenterology and Hepatology, Odense University Hospital, Odense, Denmark; Department for Clinical Research, University of Southern Denmark, Odense, Denmark.

Ida Falk Villesen (IF)

Center for Liver Research, Department of Gastroenterology and Hepatology, Odense University Hospital, Odense, Denmark; Department for Clinical Research, University of Southern Denmark, Odense, Denmark.

Lili Niu (L)

Novo Nordisk Foundation Center for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark; Department of Proteomics and Signal Transduction, Max Planck Institute of Biochemistry, Martinsried, Germany.

Stine Johansen (S)

Center for Liver Research, Department of Gastroenterology and Hepatology, Odense University Hospital, Odense, Denmark.

Karolina Sulek (K)

Steno Diabetes Center Copenhagen, Herlev, Denmark.

Suguru Nishijima (S)

Structural and Computational Biology Unit, European Molecular Biology Laboratory, Heidelberg, Germany.

Lore Van Espen (L)

KU Leuven, Department of Microbiology, Immunology, and Transplantation, Rega Institute, Laboratory of Viral Metagenomics, Leuven, Belgium.

Marisa Keller (M)

Structural and Computational Biology Unit, European Molecular Biology Laboratory, Heidelberg, Germany.

Mads Israelsen (M)

Center for Liver Research, Department of Gastroenterology and Hepatology, Odense University Hospital, Odense, Denmark; Department for Clinical Research, University of Southern Denmark, Odense, Denmark.

Tommi Suvitaival (T)

Steno Diabetes Center Copenhagen, Herlev, Denmark.

Andressa de Zawadzki (A)

Steno Diabetes Center Copenhagen, Herlev, Denmark.

Helene Bæk Juel (HB)

Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Science, University of Copenhagen, Copenhagen, Denmark.

Maximilian Joseph Brol (MJ)

Medizinische Klinik B (Gastroenterologie, Hepatologie, Endokrinologie, Klinische Infektiologie), Universitätsklinikum Münster Westfälische, Wilhelms-Universität Münster, Germany.

Sara Elisabeth Stinson (SE)

Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Science, University of Copenhagen, Copenhagen, Denmark.

Yun Huang (Y)

Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Science, University of Copenhagen, Copenhagen, Denmark.

Maria Camilla Alvarez Silva (MC)

Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Science, University of Copenhagen, Copenhagen, Denmark.

Michael Kuhn (M)

Structural and Computational Biology Unit, European Molecular Biology Laboratory, Heidelberg, Germany.

Ema Anastasiadou (E)

Idryma Iatroviologikon Ereunon Akademias Athinon, Greece.

Diana Julie Leeming (DJ)

Fibrosis, Hepatic and Pulmonary Research, Nordic Bioscience, Herlev, Denmark.

Morten Karsdal (M)

Fibrosis, Hepatic and Pulmonary Research, Nordic Bioscience, Herlev, Denmark.

Jelle Matthijnssens (J)

KU Leuven, Department of Microbiology, Immunology, and Transplantation, Rega Institute, Laboratory of Viral Metagenomics, Leuven, Belgium.

Manimozhiyan Arumugam (M)

Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Science, University of Copenhagen, Copenhagen, Denmark.

Louise Torp Dalgaard (LT)

Department of Science and Environment Roskilde University, Roskilde, Denmark.

Cristina Legido-Quigley (C)

Steno Diabetes Center Copenhagen, Herlev, Denmark.

Mathias Mann (M)

Novo Nordisk Foundation Center for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark; Department of Proteomics and Signal Transduction, Max Planck Institute of Biochemistry, Martinsried, Germany.

Jonel Trebicka (J)

Medizinische Klinik B (Gastroenterologie, Hepatologie, Endokrinologie, Klinische Infektiologie), Universitätsklinikum Münster Westfälische, Wilhelms-Universität Münster, Germany.

Peer Bork (P)

Structural and Computational Biology Unit, European Molecular Biology Laboratory, Heidelberg, Germany; Max Delbrück Centre for Molecular Medicine, Berlin, Germany; Department of Bioinformatics, Biocenter, University of Würzburg, Würzburg, Germany.

Lars Juhl Jensen (LJ)

Novo Nordisk Foundation Center for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark.

Torben Hansen (T)

Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Science, University of Copenhagen, Copenhagen, Denmark.

Aleksander Krag (A)

Center for Liver Research, Department of Gastroenterology and Hepatology, Odense University Hospital, Odense, Denmark; Department for Clinical Research, University of Southern Denmark, Odense, Denmark. Electronic address: Aleksander.Krag@rsyd.dk.

Classifications MeSH