Evidence map›Paper›PMID 42257496›Full record

ArticleLiver international : official journal of the International Association for the Study of the Liver2026

Validation of Risk Models for Predicting Post-SVR HCC in Real-World Surveillance Across Global Geographic Regions.

Hidenori Toyoda, Yujin Hoshida, Neehar D Parikh, Prasun K Jalal, Federico Piñero, Manuel Mendizabal, Ezequiel Ridruejo, Hugo Cheinquer, Andrea Casadei-Gardini, Mounika Kanneganti and 27 more

Abstract readValidation Study
In one paragraph

Article in Liver international : official journal of the International Association for the Study of the Liver, 2026. 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. Validation of Risk Models for Predicting Post-SVR HCC in Real-World Surveillance Across Global Geographic Regions.Liver international : official journal of the International Association for the Study of the Liver · 2026
    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

37 authors.

Hidenori ToyodaDepartment of Gastroenterology, Ogaki Municipal Hospital, Ogaki, Japan.ORCID 0000-0002-1652-6168
Yujin HoshidaDivision of Digestive and Liver Diseases, Department of Internal Medicine, University of Texas Southwestern Medical Center, Dallas, Texas, USA.
Neehar D ParikhDepartment of Internal Medicine, University of Michigan, Ann Arbor, Michigan, USA.ORCID 0000-0002-5874-9933
Prasun K JalalDivision of Abdominal Transplantation, Department of Medicine, Baylor College of Medicine, Houston, Texas, USA.
Federico PiñeroHospital Universitario Austral, School of Medicine, Austral University, Buenos Aires, Argentina.ORCID 0000-0002-9528-2279
Manuel MendizabalHospital Universitario Austral, School of Medicine, Austral University, Buenos Aires, Argentina.
Ezequiel RidruejoCEMIC, Centro de Educación Medica e Investigaciones Clinicas, Norberto Quirno, Buenos Aires, Argentina.ORCID 0000-0002-3321-0683
Hugo CheinquerGastroenterology and Hepatology Division, Universidad de Federal Do Rio Grande Do Sul, Porto Alegre, Brazil.
Andrea Casadei-GardiniDepartment of Medical Oncology, Vita-Salute San Raffaele University, Milan, Italy.
Mounika KannegantiDivision of Digestive and Liver Diseases, Department of Internal Medicine, University of Texas Southwestern Medical Center, Dallas, Texas, USA.
Arndt WeinmannDepartment of Internal Medicine I, University Medical Center of the Johannes Gutenberg University, Mainz, Germany.
Markus Peck-RadosavljevicInnere Medizin Und Gastroenterologie, Klinikum Klagenfurt Am Worthersee, Klagenfurt, Austria.
Jean-Francois DufourHepatology-Department of Biomedical Research, University of Bern, Bern, Switzerland.
Pompilia RaduHepatology-Department of Biomedical Research, University of Bern, Bern, Switzerland.ORCID 0000-0001-7208-1477
Gamal ShihaHepatology and Gastroenterology Unit, Internal Medicine Department, Faculty of Medicine, Mansoura University and Egyptian Liver Research Institute and Hospital (ELRIAH), El Mansoura, Egypt.ORCID 0000-0002-9338-8854
Riham SolimanTropical Medicine Department, Faculty of Medicine, Port Said University, Port Said, Egypt.ORCID 0000-0002-4562-9748
Shiv K SarinDepartment of Hepatology, Institute of Liver and Biliary Sciences, New Delhi, India.ORCID 0000-0002-0544-5610
Manoj KumarDepartment of Hepatology, Institute of Liver and Biliary Sciences, New Delhi, India.
Jing-Houng WangDivision of Hepatogastroenterology, Department of Internal Medicine, Kaohsiung Chang Gung Memorial Hospital, Chang Gung University College of Medicine, Kaohsiung, Taiwan.ORCID 0000-0002-4916-9814
Pisit TangkijvanichCenter of Excellence in Hepatitis and Liver Cancer, Faculty of Medicine, Chulalongkorn University, Bangkok, Thailand.
Wattana SukeepaisarnjaroenDivision of Gastroenterology, Department of Medicine, Faculty of Medicine, Khon Kaen University, Khon Kaen, Thailand.
Masanori AtsukawaDepartment of Internal Medicine, Division of Gastroenterology and Hepatology, Nippon Medical School, Tokyo, Japan.ORCID 0000-0003-3374-7111
Haruki UojimaDepartment of Gastroenterology, Internal Medicine, Kitasato University School of Medicine, Sagamihara, Japan.ORCID 0000-0003-1719-1352
Akito NozakiGastroenterology Center, Yokohama City University Medical Center, Yokohama, Japan.
Makoto NakamutaNational Hospital Organization Kyushu Medical Center, Fukuoka, Japan.
Koichi TakaguchiDepartment of Hepatology, Kagawa Prefectural Central Hospital, Takamatsu, Japan.
Atsushi HiraokaGastroenterology Center, Ehime Prefectural Central Hospital, Matsuyama, Japan.ORCID 0000-0003-1989-0480
Hiroshi AbeDepartment of Internal Medicine, Division of Gastroenterology and Hepatology, Shinmatusdo Central General Hospital, Matsudo, Japan.
Kentaro MatsuuraDepartment of Gastroenterology and Metabolism, Nagoya City University, Graduate School of Medical Sciences, Nagoya, Japan.ORCID 0009-0005-0163-3971
Tsunamasa WatanabeDepartment of Internal Medicine, St. Marianna University School of Medicine, Kawasaki, Japan.ORCID 0000-0002-7659-914X
Noritomo ShimadaDepartment of Internal Medicine, Division of Gastroenterology and Hepatology, Otakanomori Hospital, Kashiwa, Japan.
Kunihiko TsujiCenter for Gastroenterology, Teine Keijinkai Hospital, Sapporo, Japan.ORCID 0009-0007-4152-9364
Toru IshikawaDepartment of Hepatology, Saiseikai Niigata Hospital, Niigata, Japan.ORCID 0000-0002-5470-9694
Shigeru MikamiDepartment of Internal Medicine, Division of Gastroenterology, Kikkoman General Hospital, Noda, Japan.
Ei ItobayashiDepartment of Gastroenterology, Asahi General Hospital, Asahi, Japan.ORCID 0000-0003-0475-2819
Philip J JohnsonDepartment of Molecular and Clinical Cancer Medicine, University of Liverpool, Liverpool, UK.
Amit G SingalDivision of Digestive and Liver Diseases, Department of Internal Medicine, University of Texas Southwestern Medical Center, Dallas, Texas, USA.ORCID 0000-0002-1172-3971

Funding

UT Southwestern Liver Cancer SPOREP50CA295495 · NCI · UT SOUTHWESTERN MEDICAL CENTER · PI Yujin Hoshida, Amit Singal · 2025 to 2026
$7.5M
Clinical Validation Center for Hepatocellular CarcinomaU01CA271887 · NCI · UT SOUTHWESTERN MEDICAL CENTER · PI FASIHA KANWAL, JORGE A MARRERO · 2022 to 2026
$4.7M
Precision Risk Stratification and Screening for HCC among Patients with Indeterminate Liver NodulesU01CA283935 · NCI · UT SOUTHWESTERN MEDICAL CENTER · PI HOSHIDA, YUJIN, SINGAL, AMIT · 2023 to 2025
$3.9M
Trial of Statins for Chemoprevention in Hepatocellular CarcinomaR01CA255621 · NCI · MASSACHUSETTS GENERAL HOSPITAL · PI CHUNG, RAYMOND T, HOSHIDA, YUJIN · 2021 to 2025
$3.6M
Reverse-engineering precision liver cancer chemopreventionR01CA233794 · NCI · UT SOUTHWESTERN MEDICAL CENTER · PI HOSHIDA, YUJIN · 2019 to 2023
$3.5M
Non-invasive etiology-adjusted precision liver cancer risk predictionR01CA292930 · NCI · UT SOUTHWESTERN MEDICAL CENTER · PI HOSHIDA, YUJIN · 2025 to 2025
$2.9M
Epigallocatechin gallate for prevention of lethal cirrhosis complicationsR01CA282178 · NCI · UT SOUTHWESTERN MEDICAL CENTER · PI Yujin Hoshida, Amit Singal · 2023 to 2026
$1.8M
Therapeutic modulation of a proteomic HCC risk signature with statins in patients with liver cirrhosisU01CA288375 · NCI · UT SOUTHWESTERN MEDICAL CENTER · PI CHUNG, RAYMOND T, DIEHL, ANNA MAE ELIZABETH · 2023 to 2025
$1.3M
NCI NIH HHS P50 CA295495NCI NIH HHS R01 CA233794NCI NIH HHS R01 CA255621NCI NIH HHS R01 CA282178NCI NIH HHS R01 CA292930NCI NIH HHS U01 CA271887NCI NIH HHS U01 CA283935NCI NIH HHS U01 CA288375NIH HHS U01 CA271887NIH HHS U01 CA283935
6 · The paper itself

Abstract

BACKGROUND &

aimsSeveral clinical risk models have been proposed to stratify hepatocellular carcinoma (HCC) risk in patients with chronic hepatitis C virus (HCV) after sustained virologic response (SVR). However, validation efforts have focused on monocentric or country-specific cohorts, and it is unclear if clinical risk models can be broadly applied to global populations. We characterised regional variation in model performance for HCC risk stratification in post-SVR patients.

methodsFour HCC clinical risk models (aMAP score, FIB-4 index, GES score, and Toronto HCC risk index [THRI]) were analysed in six real-world cohorts, which included 8796 post-SVR patients from different geographic regions globally. Model discrimination was assessed using Harrel's c-statistic index. HCC incidence rates were compared across low-, intermediate-, and high-risk groups for each model.

resultsDistributions of patient characteristics and HCC incidence rates varied across geographic regions. Predictive performances of models were comparable within each cohort despite the model with the highest c-statistics differing by regions. Performance was lower than those from original reports overall; c-statistics of models across most regions remained below 0.70.

conclusionsThere remains a continued need to improve discrimination and calibration of clinical models to stratify HCC risk in post-SVR patients. Accuracy of models may differ by geographic region, underscoring the importance of external validation to assess transportability of models and suggesting no single model can be universally applied.

Indexed as

Carcinoma, HepatocellularHepatitis C, ChronicLiver NeoplasmsAgedAntiviral AgentsFemaleHumansIncidenceMaleMiddle AgedRisk AssessmentRisk FactorsSustained Virologic ResponseAntiviral Agentshepatitis Chepatocellular carcinomareal‐worldrisk modelsurveillance practice

Identifiers

PMID42257496
PMCPMC13244809

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

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.