Evidence map›Paper›PMID 42768894›Full record

ArticleClinical and translational science2026

Discovery of Epidermal Growth Factor-Like 7 as a Potential Non-Invasive Biomarker for Fibrosis and Mortality Risk in MASLD.

Heather Collis, Sara F Hansson, Patrik Nasr, Cecilia Jönsson, Mathias Liljeblad, Björn Carlsson, Showgy Ma'ayeh, Boxi Zhang, Jana de Wiljes, Mattias Ekstedt and 2 more

Abstract read
In one paragraph

Article in Clinical and translational science, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

12 authors.

Heather CollisClinical Pharmacology and Quantitative Pharmacology, Clinical Pharmacology and Safety Sciences, R&D, AstraZeneca, Gothenburg, Sweden.ORCID https://orcid.org/0000-0003-1335-2374
Sara F HanssonTranslational Science and Experimental Medicine, Research and Early Development, Cardiovascular, Renal and Metabolism (CVRM), BioPharmaceuticals R&D, AstraZeneca, Gothenburg, Sweden.ORCID https://orcid.org/0000-0002-9045-0333
Patrik NasrDepartment of Health, Medicine, and Caring Sciences, Linköping University, Linköping, Sweden.ORCID https://orcid.org/0000-0002-2928-4188
Cecilia JönssonDepartment of Health, Medicine, and Caring Sciences, Linköping University, Linköping, Sweden.ORCID https://orcid.org/0000-0003-0981-0264
Mathias LiljebladTranslational Science and Experimental Medicine, Research and Early Development, Cardiovascular, Renal and Metabolism (CVRM), BioPharmaceuticals R&D, AstraZeneca, Gothenburg, Sweden.ORCID https://orcid.org/0000-0002-8368-5775
Björn CarlssonTranslational Science and Experimental Medicine, Research and Early Development, Cardiovascular, Renal and Metabolism (CVRM), BioPharmaceuticals R&D, AstraZeneca, Gothenburg, Sweden.ORCID https://orcid.org/0000-0002-3023-9878
Showgy Ma'ayehOlink Proteomics AB, Uppsala, Sweden.ORCID https://orcid.org/0000-0001-7091-5570
Boxi ZhangOlink Proteomics AB, Uppsala, Sweden.ORCID https://orcid.org/0000-0001-7758-6204
Jana de WiljesInstitute of Mathematics, Technical University of Ilmenau, Ilmenau, Germany.ORCID https://orcid.org/0000-0002-9636-1147
Mattias EkstedtDepartment of Health, Medicine, and Caring Sciences, Linköping University, Linköping, Sweden.ORCID https://orcid.org/0000-0002-5590-8601
Stergios KechagiasDepartment of Health, Medicine, and Caring Sciences, Linköping University, Linköping, Sweden.ORCID https://orcid.org/0000-0001-7614-739X
Jane KnöchelClinical Pharmacology and Quantitative Pharmacology, Clinical Pharmacology and Safety Sciences, R&D, AstraZeneca, Gothenburg, Sweden.ORCID https://orcid.org/0000-0001-9839-2433

Funding

ALF Grants, Region ÖstergötlandBengt Ihre Foundation, Sweden SLS-959713Deutsche Forschungsgemeinschaft 318763901-SFB1294Lion Research Grant, LinköpingMag-TarmfondenRut and Richard Juhlin Foundation, SwedenSwedish Society of Medicine SLS-960925Wallenberg Center for Molecular Medicine, Linköping University
6 · The paper itself

Abstract

Metabolic dysfunction-associated steatotic liver disease (MASLD) is a major cause of liver-related morbidity and mortality worldwide. Although liver biopsy remains the gold standard for assessing fibrosis and predicting outcomes, it is invasive, costly and associated with complications. Therefore, a non-invasive assessment of fibrosis stage or outcome prediction are urgently needed. In a clinical cohort of 87 patients with biopsy-confirmed MASLD, we developed a random forest pipeline to determine potential novel biomarkers of interest for the non-invasive assessment of advanced fibrosis (F3-F4). We investigated the top-ranked Boruta-selected biomarker, epidermal growth factor-like 7 (EGFL7), as a non-invasive test for advanced fibrosis, using Youden's index to establish a threshold. We performed a Kaplan Meier survival analysis and Cox proportional-hazards analysis of EGFL7 in a MASLD subpopulation of the UK Biobank to assess its predictive value for all-cause and liver-related mortality. This study discovered EGFL7 as a promising candidate for fibrosis classification, achieving 83% accuracy and an AUROC of 0.77. Its diagnostic performance was comparable to FIB-4. Furthermore, our analysis of a MASLD subpopulation of the UK Biobank revealed that elevated plasma EGFL7 levels were associated with all-cause mortality (p < 0.0001) and liver-related mortality (p < 0.0001). Cox proportional-hazards analysis revealed patients with a plasma EGFL7 level above 0.12 had a 51% (HR = 1.51, CI = [1.05-2.17], p = 0.026) higher mortality hazard than those with EGFL7 plasma value below 0.12. Our results suggest that circulating levels of plasma EGFL7 may have utility in the diagnosis and prognosis of patients with MASLD, although these finding do not yet establish EGFL7 as a clinically actionable test.

Indexed as

Calcium-Binding ProteinsEGF Family of ProteinsLiver CirrhosisAgedBiomarkersBiopsyFemaleHumansKaplan-Meier EstimateLiverMaleMiddle AgedPredictive Value of TestsPrognosisRandom ForestBiomarkersCalcium-Binding ProteinsEGF Family of ProteinsEGFL7 protein, humandiagnosticfibrosismachine learningMASLDprognosticproteomics

Identifiers

PMID42768894
PMCPMC13594762

What OpenQuestion holds

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.