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., Competing Interests: Declaration of interests QMA is the coordinator of the Innovative Medicines Initiative 2 (IMI2) LITMUS consortium funded by the IMI2 Program of the EU (777377) and is a Newcastle National Institute for Health and Care Research Biomedical Research Centre investigator. The multistakeholder LITMUS consortium includes industry partners and received funding from the European Federation of Pharmaceutical Industries and Associations. QMA also declares research grant funding from AbbVie, AstraZeneca, Boehringer Ingelheim, Glympse Bio, Intercept, Novartis, and Pfizer; is a consultant on behalf of Newcastle University to Alimentiv, Akero, AstraZeneca, Axcella, 89Bio, Boehringer Ingelheim, Bristol-Myers Squibb, Galmed, Genfit, Genentech, Gilead, GlaxoSmithKline, Hanmi, HistoIndex, Intercept, Inventiva, Ionis, IQVIA, Janssen, Madrigal, Medpace, Merck, NGMBio, Novartis, Novo Nordisk, PathAI, Pfizer, Poxel, Resolution Therapeutics, Roche, Ridgeline Therapeutics, RTI International, Shionogi, and Terns; has received speaker fees from Fishawack, Integritas Communications, Kenes, Novo Nordisk, Madrigal, Medscape, and Springer Healthcare; is on the North Sea Therapeutics Data Safety and Monitoring Committee at Medpace on behalf of Newcastle University; and has received royalties from Elsevier. JB declares research grant funding from Echosens, Intercept, Inventiva, and Siemens; consulting fees from Echosens, Intercept, and Siemens; speaker fees from Gilead, Intercept, Lilly, and Siemens; and is a member of advisory boards of Bristol-Myers Squibb, Echosens, Intercept, Novo Nordisk, and Merck Sharp & Dohme. DT declares grants from and contracts with Histoindex; consulting fees from Alimentiv, Clinnovate Health UK, Allergan, Cirius Therapeutics, Intercept Pharmaceuticals, ICON Clinical Research, and Ionis Pharmaceuticals; and was the past President of the European Society of Pathology (unpaid). PB is the owner and Director of Liverpat. AG declares support from the IMI2 LITMUS project and research grants from Falk and Intercept; consulting fees from AbbVie, Alexion, Bayer, Bristol-Meyers Squibb, Eisai, Gilead, Intercept, Ipsen, Merck Sharp & Dohme, Novartis, Pfizer, Roche, Sanofi-Aventis, and Sequana; research fees from AbbVie, Alexion, Bristol-Meyers Squibb, Burger Stein, CSL Behring, Falk, Gilead, Intercept, Mert, Merck Sharp & Dohme, Novartis, Roche, and Sequana; travel and meeting support from Intercept, Gilead, AbbVie, and Falk; and is a member of an advisory board of Falk. SF has a Senior Clinical Investigator fellowship from the Research Foundation Flanders (1802154N); declares grants to his institution (University of Antwerp, Belgium) from Genfit, Gilead Sciences, Roche, and Bristol-Meyers Squibb; has been a consultant to Roche, Intercept, Gilead Sciences, Echosens, Allergan, Genentech, AbbVie, Novo Nordisk, Bayer, Novartis, Bristol-Meyers Squibb, AstraZeneca, Boehringer Ingelheim, Galmed, Merck Sharp & Dohme, Promethera, Janssen Pharmaceutica, Coherus, Actelion Madrigal, Astellas, Julius Clinical, Genfit, NGM Bio, and Inventiva; and has been lecturer for AbbVie, Allergan, Bayer, Genfit, and Gilead Sciences. MA declares research grants from GlaxoSmithKline, Takeda, and AstraZeneca and consulting fees from Intercept and AstraZeneca. GP declares support from AbbVie, Gilead Sciences, Janssen, and Takeda; consulting fees from AbbVie, Amgen, Astellas, Astra Zeneca, Gilead Sciences, GlaxoSmithKline, Janssen, Ipsen, Merck Sharp & Dohme, Novartis, Novo Nordisk, and Roche; speaker fees from AbbVie, Gilead Sciences, GlaxoSmithKline, Ipsen, Merck Sharp & Dohme, Novartis, Novo Nordisk, Roche, and Takeda; and travel support from AbbVie, Gilead Sciences, Ipsen, Janssen, and Novo Nordisk. HC-P declares support from the IMI2 LITMUS project; consulting fees from Intercept, Novo Nordisk, and Orphalan; and speaker fees from Eisai and Roche Portugal. J-FD is a member of the advisory committees of Alentis, AstraZeneca, Bayer, Bristol-Myers Squibb, Enyo, Esai, Falk, Genfit, Gilead Sciences, Intercept, Inventiva, Ipsen, Lilly, Madrigal, Merck, Novartis, Novo Nordisk, and Roche; declares travel and meeting support from Gilead and speaking and teaching fees from Bayer, Bristol-Myers Squibb, Intercept, Gilead Sciences, Novartis, and Roche; has received fees from the journal GUT as an Associate Editor and Uptodate; and is President of the Swiss NASH Foundation and the Swiss Foundation against Liver Cancer. DJL declares support from the IMI2 LITMUS project and Nordic Bioscience and has stock in Nordic Bioscience. SAH declares grants from Akero Therapeutics, Axcella Health, Cirius Therapeutics, CiVi Biopharma, Cymabay, Enyo Pharma, Galectin, Galmed Research and Development, Genfit, Gilead Sciences, Hepion Pharmaceuticals, Hightide Therapeutics, Intercept Pharmaceuticals, Madrigal Pharmaceuticals, Metacrine, NGM Bio, Northsea Therapeutics, Novartis Pharmaceuticals, Novo Nordisk, Poxel, Sagimet Biosciences, and Viking Therapeutics; consulting and speaker fees from AgomAB, Akero Therapeutics, Alentis Therapeutics, Alimentiv, Altimmune, Axcella Health, Boston Pharmaceuticals, Riley FBR, BVF Partners, Cohbar, Canfite, Corcept Therapeutics, Cymabay, Echosens North America, Enyo Pharma, Fibronostics, Foresite Labs, Fortress Biotech, Galectin Therapeutics, Genfit, Genius Group, Hepion Pharmaceuticals, Hightide Therapeutics, HistoIndex, Inipharm, Intercept Pharmaceuticals, Ionis, Kowa Research Institute, Madrigal Pharmaceuticals, Medpace, Metacrine, Microba, NGM Biopharmaceuticals, Northsea Therapeutics, Novo Nordisk, Nutrasource, Perspectum Diagnostics, Piper, Sandler, Poxel, Prometic Pharma, Ridgeline, Sagimet Biosciences, Sonic Incytes, Medical, Terns, and Viking Therapeutics; is a member of advisory boards of 89 Bio, Akero Therapeutics, Altimmune, Arrowhead, Axcella Health, Chronwell, CiVi, Cymabay, Echosens North America, Foresite Labs, Galectin Therapeutics, Galmed Research and Development, Genfit, Gilead Sciences, Hepion Pharmaceuticals, Hightide Therapeutics, HistoIndex, Indalo, Intercept Pharmaceuticals, Madrigal Pharmaceuticals, Medpace, Metacrine, NGM Bio, Northsea Therapeutics, Novartis Pharmaceuticals, Novo Nordisk, PathAI, Poxel, Prometic Pharma, Ridgeline, Sagimet Biosciences, Sonic Incytes Medical, Terns, and Theratechnologies; has stock in Akero Therapeutics, Chronwell, Cirius Therapeutics, Galectin Therapeutics, Genfit, Hepion Pharmaceuticals, HistoIndex, Metacrine, NGM Bio, Northsea Therapeutics, Sonic Incytes, and Medical Corp; and declares consultancy services to Akero Therapeutics, Axcella Health, Cirius Therapeutics, CiVi Biopharma, Cymabay, Enyo Pharma, Galectin Therapeutics, Galmed Research and Development, Genfit, Gilead Sciences, Hepion Pharmaceuticals, Hightide Therapeutics, Intercept Pharmaceuticals, Madrigal Pharmaceuticals, Metacrine, NGM Bio, Northsea Therapeutics, Novartis Pharmaceuticals, Novo Nordisk, Poxel, Sagimet Biosciences, and Viking Therapeutics. YC is an employee of Eli Lilly and the company and hold stocks and shares in Eli Lilly. JFC declares support from Oxford National Institute for Health and Care Research Biomedical Research Centre; consulting fees from Intercept and Alnylam; speaker fees from AstraZeneca; and is a member of an advisory board of Intercept. MP declares support from the IMI2 LITMUS project and grants from Cancer Research UK (C30358/A29725); has a patent for medical imaging (WO2015155521A1); and is a shareholder in Perspectum. HY-J declares support from the IMI2 LITMUS project; grants from Academy of Finland, Sigrid Juselius Foundation, and EVO foundation; consulting fees from Boehringer Ingelheim; speaker fees from Novo Nordisk and GlaxoSmithKline; and is a member of advisory boards of Merck Sharp & Dohme, Eli Lilly, and Hamni. JC declares grants and research support from Gilead Sciences, AbbVie, and Intercept Pharmaceuticals; consultant fees from Gilead Sciences, AbbVie, Merck Sharp & Dohme, Shionogi, Intercept Pharmaceuticals, Janssen Pharmaceuticals, Celgene, and Alexion; speaker support from Gilead Sciences, AbbVie, Shionogi, Janssen Pharmaceuticals, and Celgene; meeting and travel support from Gilead Sciences, AbbVie, and Janssen Pharmaceuticals; and is President of the Spanish Society of Digestive Pathology. MK declares support from the IMI2 LITMUS project and Nordic Bioscience. He is a Nordic Bioscience stock share holder. RO is an employee of SomaLogic; declares support from the IMI2 LITMUS project (SomaLogic funded the SomaScan proteomic assay results as a contribution to LITMUS); is on the patent application of SomaLogic for NASH biomarkers; and has stock in SomaLogic. RT is an employee of and holds stock in AstraZeneca, Sweden. KD is an employee of Eli Lilly and the company and hold stocks and shares in Eli Lilly. CY is an employee and stock and share holder of Pfizer. CB is a former employee of Novartis Pharma and declares financial support from Novartis Pharma; has pending patents for treatment of NASH (Novartis); and has stock in Novartis Pharma and Merck. ME is a member of the advisory board of AMRA Medical. GPA declares support from the IMI2 LITMUS project and consulting fees from Clinicpace, Servier Pharmaceuticals, GlaxoSmithKline, NuCana, AstraZeneca, and Benevolent AI. JMS declares grants from Gilead Sciences, Boehringer Ingelheim, Nordic Bioscience, and Siemens Healthcare; consulting fees from Apollo Endosurgery, Albireo Pharma, Bayer, Bristol-Meyers Squibb, Boehringer Ingelheim, Echosens, Genfit, Gilead Sciences, GlaxoSmithKline, Heel, Intercept Pharmaceuticals, Ipsen, Inventiva Pharma, Julius Clinical, Madrigal, Merck Sharp & Dohme, Nordic Bioscience, Novartis, Novo Nordisk, Pfizer, Roche, Sanofi, Shinogi, Siemens Healthcare, and Summit Clinical Research; speaker fees from Apollo Endosurgery, MedPublico, and Boehringer Ingelheim; and is a member of advisory boards of Novo Nordisk and Boehringer Ingelheim. EB declares consulting fees from Gilead, Novo Nordisk, Boehringer Ingelheim, and Intercept; speaker fees from Novo Nordisk, Intercept, and Merck Sharp & Dohme; and is a member of advisory boards of Novo Nordisk and Intercept. MR-G declares grants from Siemens, Gilead, and Intercept; consulting fees from AbbVie, Alpha-sigma, Allergen, AstraZeneca, Inventia, Kaleido, Novo Nordisk, Pfizer, Axcella, Bristol-Meyers Squibb, Boehringer Ingelheim, and Gilead; speaker fees from Inventia, Sobi, Novo Nordisk, Rubio, and Shionogi; meeting and travel support from Abbvie and Gilead; and is a member of an advisory board of Galmed. VR declares grants from Gilead Sciences and Intercept Pharmaceuticals and consulting fees from GlaxoSmithKline, Galmed, Novo Nordisk, Prosciento, Terns, NorthSea Therapeutics, Enyo, Sagimet, NGM Pharmaceuticals, and Madrigal. All other authors declare no competing interests., (Copyright © 2023 The Author(s). Published by Elsevier Ltd. This is an Open Access article under the CC BY 4.0 license. Published by Elsevier Ltd.. All rights reserved.)