ArticleJournal of hepatology2022
Comparative performance of risk prediction models for hepatitis B-related hepatocellular carcinoma in the United States.
Article in Journal of hepatology, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 23 papers, 2 of them syntheses that pooled it.
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Who cites it
23 citing papers in PubMed, 2 syntheses or guidelines pooled it.
- Evaluating the predictive value of clinical models for HBV-related hepatocellular carcinoma: A meta-analysis.Frontiers in medicine · 2025Pooled it
- HCC prediction models in chronic hepatitis B patients receiving entecavir or tenofovir: a systematic review and meta-analysis.Virology journal · 2023Pooled it
- Predictive tool for evident histological liver injury in chronic hepatitis B patients: Development and validation.World journal of hepatology · 2026Article
- HLA-DQB1*03:01 and risk of HBV-related HCC.Hepatology (Baltimore, Md.) · 2026Article
- Risk Scores for Stratifying Hepatocellular Carcinoma and Optimizing Surveillance Strategies.Cancers · 2026Review
- Putative Imprinting Control Regions with Aberrant Blood-Based DNA Methylation are Associated with Hepatocellular Carcinoma Risk.Journal of hepatocellular carcinoma · 2026Article
- The Management of Chronic Hepatitis B: 2025 Guidelines Update from the Canadian Association for the Study of the Liver and Association of Medical Microbiology and Infectious Disease Canada.Canadian liver journal · 2025Article
- Development and validation of an interpretable machine learning model for predicting the risk of hepatocellular carcinoma in patients with chronic hepatitis B: a case-control study.BMC gastroenterology · 2025Article
- Contemporary epidemiology of hepatocellular carcinoma: understanding risk factors and surveillance strategies.Journal of the Canadian Association of Gastroenterology · 2024Review
- [Risk prediction model of hepatitis B associated hepatocellular carcinoma].Zhonghua gan zang bing za zhi = Zhonghua ganzangbing zazhi = Chinese journal of hepatology · 2024Review
- Point-based risk score for the risk stratification and prediction of hepatocellular carcinoma: a population-based random survival forest modeling study.EClinicalMedicine · 2024Article
- Article
- Changing Epidemiology of Hepatocellular Carcinoma Within the United States and Worldwide.Surgical oncology clinics of North America · 2024Review
- Hepatocellular carcinoma surveillance - utilization, barriers and the impact of changing aetiology.Nature reviews. Gastroenterology & hepatology · 2023Review
- Risk Stratification Model for Hepatocellular Cancer in Patients With Cirrhosis.Clinical gastroenterology and hepatology : the official clinical practice journal of the American Gastroenterological Association · 2023Article
- Global trends in hepatocellular carcinoma epidemiology: implications for screening, prevention and therapy.Nature reviews. Clinical oncology · 2023Review
- Fibulin-2 Facilitates Malignant Progression of Hepatocellular Carcinoma.The Turkish journal of gastroenterology : the official journal of Turkish Society of Gastroenterology · 2023Article
- Prognostic significance of the preoperative alkaline phosphatase‑to‑albumin ratio in patients with hepatocellular carcinoma after hepatic resection.Oncology letters · 2023Article
- Prediction Model withInternational journal of molecular sciences · 2023Article
- Article
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Abstract
BACKGROUND &
aimsGuidelines recommend hepatocellular carcinoma (HCC) surveillance in patients with chronic HBV infection. Several HCC risk prediction models are available to guide surveillance decisions, but their comparative performance remains unclear.
methodsUsing a retrospective cohort of patients with HBV treated with nucleos(t)ide analogues at 130 Veterans Administration facilities between 9/1/2008 and 12/31/2018, we calculated risk scores from 10 HCC risk prediction models (REACH-B, PAGE-B, m-PAGE-B, CU-HCC, HCC-RESCUE, CAMD, APA-B, REAL-B, AASL-HCC, RWS-HCC). We estimated the models' discrimination and calibration. We calculated HCC incidence in risk categories defined by the reported cut-offs for all models.
resultsOf 3,101 patients with HBV (32.2% with cirrhosis), 47.0% were treated with entecavir, 40.6% tenofovir, and 12.4% received both. During a median follow-up of 4.5 years, 113 patients developed HCC at an incidence of 0.75/100 person-years. AUC values for 3-year HCC risk were the highest for RWS-HCC, APA-B, REAL-B, and AASL-HCC (all >0.80). Of these, 3 (APA-B, RWS-HCC, REAL-B) incorporated alpha-fetoprotein. AUC values for the other models ranged from 0.73 for PAGE-B to 0.79 for CAMD and HCC-RESCUE. Of the 7 models with AUC >0.75, only APA-B was poorly calibrated. In total, 10-20% of the cohort was deemed low-risk based on the published cut-offs. None of the patients in the low-risk groups defined by PAGE-B, m-PAGE-B, AASL-HCC, and REAL-B developed HCC during the study timeframe.
conclusionIn this national cohort of US-based patients with HBV on antiviral treatment, most models performed well in predicting HCC risk. A low-risk group, in which no cases of HCC occurred within a 3-year timeframe, was identified by several models (PAGE-B, m-PAGE-B, CAMD, AASL-HCC, REAL-B). Further studies are warranted to examine whether these patients could be excluded from HCC surveillance. LAY SUMMARY: Risk prediction models for hepatocellular carcinoma (HCC) in patients infected with hepatitis B virus (HBV) could guide HCC surveillance decisions. In this large cohort of US-based patients receiving treatment for HBV, most published models discriminated between those who did or did not develop HCC, although the RWS-HCC, REAL-B, and AASL-HCC performed the best. If confirmed in future studies, these models could help identify a low-risk subset of patients on antiviral treatment who could be excluded from HCC surveillance.
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