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Record W4411609312 · doi:10.5114/ceh.2025.151896

Association between metabolic associated fatty liver disease and HCC risk after SVR in HCV patients: A systematic review and meta-analysis

2025· review· en· W4411609312 on OpenAlexaboutno aff
Adinda Ayu Dyah Rahadini, Adinda Rahadina

Bibliographic record

VenueClinical and Experimental Hepatology · 2025
Typereview
Languageen
FieldMedicine
TopicLiver Disease Diagnosis and Treatment
Canadian institutionsnot available
Fundersnot available
KeywordsMeta-analysisFatty liverMedicineDiseaseInternal medicineHepatocellular carcinomaBioinformaticsBiology

Abstract

fetched live from OpenAlex

Aim of the study: Chronic hepatitis C (CHC) infection remains one of the most prevalent chronic liver disease worldwide.A sustained virological response (SVR) can be achieved at high rates for CHC patients receiving direct-acting antivirals (DAAs).However, even small subsets of patients achieving SVR still have a risk of developing hepatocellular carcinoma (HCC).Metabolic-associated fatty liver disease (MAFLD) is associated with increased risk of HCC.We aimed to summarize the effect of MAFLD on HCC development on CHC patients, even after achieving SVR.Material and methods: We conducted a search of PubMed and Google Scholar from inception to July 7 th 2024, for studies assessing the association between the presence of MAFLD or metabolic dysfunction-associated steatotic liver disease (MASLD) or non-alcoholic fatty liver disease (NAFLD) and HCC risk in CHC patients who achieved SVR.The quality of included studies was evaluated using the Newcastle-Ottawa Scale (NOS).We analyzed the pooled hazard ratios (HRs) with 95% confidence intervals (CIs) using a fixed and random-effects model.Heterogeneity was assessed using I 2 .Results: Five studies with a total of 7,034 patients were included.The quality of studies ranged from 6 to 8 stars.Metabolic dysfunction is associated with increased risk of HCC after SVR in CHC patients (HR = 2.02, 95% CI: 1.61-2.54,p < 0.00).No heterogeneity was present.Conclusions: Metabolic dysfunction is associated with increased risk of HCC progression in CHC patients even after achieving SVR.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Meta-analysis · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.718
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0110.002
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.068
GPT teacher head0.404
Teacher spread0.336 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

Study designMeta-analysis
Domainnot available
GenreReview

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations3
Published2025
Admission routes1
Has abstractyes

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