Evidence map›Paper›PMID 40375278›Full record

ArticleJournal of experimental & clinical cancer research : CR2025

Genome-Wide Methylation Sequencing to Identify DNA Methylation Markers for Early-stage Hepatocellular Carcinoma in Liver and Blood.

Siyu Fu, Ruben G Boers, Joachim B Boers, Pam E van der Meeren, Jean Helmijr, Vanja de Weerd, Michail Doukas, Maurice Jansen, Bettina E Hansen, Roeland F de Wilde and 5 more

Abstract read
In one paragraph

Article in Journal of experimental & clinical cancer research : CR, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Article
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

15 authors.

Siyu FuDepartment of Gastroenterology and Hepatology, Erasmus University Medical Center, Wytemaweg 80, 3015 CN, Rotterdam, The Netherlands.
Ruben G BoersDepartment of Developmental Biology, Erasmus University Medical Center, Rotterdam, The Netherlands.
Joachim B BoersDepartment of Developmental Biology, Erasmus University Medical Center, Rotterdam, The Netherlands.
Pam E van der MeerenDepartment of Surgery, Erasmus MC Transplant Institute, Erasmus University Medical Center, Rotterdam, The Netherlands.
Jean HelmijrDepartment of Medical Oncology, Erasmus University Medical Center, Rotterdam, The Netherlands.
Vanja de WeerdDepartment of Medical Oncology, Erasmus University Medical Center, Rotterdam, The Netherlands.
Michail DoukasDepartment of Pathology, Erasmus University Medical Center, Rotterdam, The Netherlands.
Maurice JansenDepartment of Medical Oncology, Erasmus University Medical Center, Rotterdam, The Netherlands.
Bettina E HansenToronto Centre for Liver Disease, University Health Network, University of Toronto, Toronto, Canada.
Roeland F de WildeDepartment of Surgery, Erasmus MC Transplant Institute, Erasmus University Medical Center, Rotterdam, The Netherlands.
Dave SprengersDepartment of Gastroenterology and Hepatology, Erasmus University Medical Center, Wytemaweg 80, 3015 CN, Rotterdam, The Netherlands.
Joost GribnauDepartment of Developmental Biology, Erasmus University Medical Center, Rotterdam, The Netherlands.
Saskia M WiltingDepartment of Medical Oncology, Erasmus University Medical Center, Rotterdam, The Netherlands.
José D DebesDepartment of Gastroenterology and Hepatology, Erasmus University Medical Center, Wytemaweg 80, 3015 CN, Rotterdam, The Netherlands.
Andre BoonstraDepartment of Gastroenterology and Hepatology, Erasmus University Medical Center, Wytemaweg 80, 3015 CN, Rotterdam, The Netherlands. p.a.boonstra@erasmusmc.nl.

Funding

EU Horizon 2020 program 825510
6 · The paper itself

Abstract

backgroundHepatocellular carcinoma (HCC) is associated with a poor 5-year survival mainly due to detection at late stages. Better non-invasive surveillance methods are needed to improve early detection and maximize survival. We performed a strict assessment of DNA methylation markers (DMMs) for HCC detection.

methodsA total of 385 samples from liver tissues and blood were analyzed. Genome-wide Methylated DNA sequencing (MeD-seq) was initially performed on 46 liver tissues, followed by the validation using quantitative methylation-specific PCR (qMSP) on 175 liver tissues. The selected DMMs with and without ASAP/GAAD score were further evaluated in 180 blood samples. Additionally, MeD-seq was performed to validate the results on blood.

resultsMeD-seq revealed a substantial number of differentially methylated regions (DMRs) in HCC tissues compared to non-HCC controls. By qMSP, the top 5 DMMs demonstrated strong performance in distinguishing cirrhotic HCC from cirrhosis controls in tissue (AUC 0.842 to 0.957). However, evaluation of these DMMs in blood showed lower performance in early HCC detection compared to cirrhosis in both the training (sensitivity 26.7-43.3%, 81.3% specificity) and validation cohorts (sensitivity 16.2-43.2%, 85.7% specificity). The addition of DMMs to the ASAP/GAAD score only provided an additional 5.4% sensitivity in the validation cohort compared to the ASAP/GAAD score alone. These findings were confirmed using MeD-seq analysis in blood samples, which revealed no detectable DMRs between cirrhotic HCC and cirrhosis controls. Interestingly, DNA methylation patterns in blood of healthy individuals differed strongly from both groups (cirrhosis and cirrhotic HCC).

conclusionDNA methylation patterns in liver tissue were distinctly different between HCC and controls. In blood, DMMs contributed minimally to early-stage HCC detection compared to cirrhosis, whether used alone or in combination with the ASAP/GAAD score. It is likely that high baseline DNA methylation related to cirrhosis and possibly the low input of tumor-related DNA impacts the use of DMMs in early HCC detection in blood.

Indexed as

Biomarkers, TumorCarcinoma, HepatocellularDNA MethylationLiver NeoplasmsAdultAgedEarly Detection of CancerFemaleHumansMaleMiddle AgedNeoplasm StagingWhole Genome SequencingBiomarkers, TumorCell-free DNADNA methylation markersHepatocellular carcinomaMethylated DNA sequencing

Identifiers

PMID40375278
PMCPMC12079860

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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.