A Risk Prediction Model for Hepatocellular Carcinoma in the General Population Without Traditional Risk Factors for Liver Disease

IF 3.4 3区 医学 Q2 GASTROENTEROLOGY & HEPATOLOGY Journal of Gastroenterology and Hepatology Pub Date : 2025-01-29 DOI:10.1111/jgh.16893
Byeong Geun Song, GoEun Park, Myung Ji Goh, Wonseok Kang, Geum-Youn Gwak, Yong-Han Paik, Moon Seok Choi, Joon Hyeok Lee, Dong Hyun Sinn
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Abstract

Background and Aim

Existing hepatocellular carcinoma (HCC) prediction models for the general population without traditional risk factors for chronic liver disease are limited. This study aimed to develop an HCC prediction model for individuals lacking these traditional risk factors.

Methods

The total of 138 452 adult participants without chronic viral hepatitis or significant alcohol intake who underwent regular health checkup at a tertiary hospital in South Korea were followed up for the development of HCC. Risk factors for HCC development were analyzed using Cox regression analysis, and prediction model was developed using the risk factors.

Results

Significant predictors of HCC development included older age, male sex, higher body mass index, presence of diabetes mellitus, and levels of aspartate aminotransferase, total cholesterol, and platelet count. A new HCC prediction model using these variables was developed. Harrell's concordance index and Heagerty's integrated area under the receiver operating characteristics (AUROC) curve of the model were 0.88 (95% confidence interval [CI] 0.85–0.91) and 0.89 (95% CI 0.86–0.91), respectively. The 5- and 10-year AUROC were 0.89 (95% CI 0.88–0.89) and 0.87 (95% CI 0.87–0.88), respectively. This model significantly outperformed the FIB-4 scoring model in predicting HCC and effectively stratified individuals into low-, intermediate-, and high-risk groups with significantly different cumulative incidences of HCC.

Conclusions

The new model, based on clinical parameters, provides a valuable tool for clinicians to stratify HCC risk in the general population without risk factors for chronic liver disease.

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无传统肝脏疾病危险因素的普通人群肝细胞癌风险预测模型
背景与目的:现有的无传统慢性肝病危险因素的普通人群肝细胞癌(HCC)预测模型是有限的。本研究旨在为缺乏这些传统危险因素的个体建立HCC预测模型。方法:在韩国一家三级医院接受定期健康检查的133852名无慢性病毒性肝炎或大量饮酒的成年参与者进行HCC的随访。采用Cox回归分析肝癌发生的危险因素,并利用危险因素建立预测模型。结果:HCC发展的重要预测因素包括年龄较大、男性、较高的体重指数、糖尿病的存在、天冬氨酸转氨酶水平、总胆固醇和血小板计数。利用这些变量建立了一个新的HCC预测模型。模型的受试者工作特征(AUROC)曲线下的Harrell’s concordance index和Heagerty’s integrated area分别为0.88(95%置信区间[CI] 0.85 ~ 0.91)和0.89(95%置信区间[CI] 0.86 ~ 0.91)。5年和10年AUROC分别为0.89 (95% CI 0.88-0.89)和0.87 (95% CI 0.87-0.88)。该模型在预测HCC方面明显优于FIB-4评分模型,并有效地将个体分为低、中、高风险组,且HCC累积发病率显著不同。结论:基于临床参数的新模型为临床医生在无慢性肝病危险因素的普通人群中进行HCC风险分层提供了有价值的工具。
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来源期刊
CiteScore
7.90
自引率
2.40%
发文量
326
审稿时长
2.3 months
期刊介绍: Journal of Gastroenterology and Hepatology is produced 12 times per year and publishes peer-reviewed original papers, reviews and editorials concerned with clinical practice and research in the fields of hepatology, gastroenterology and endoscopy. Papers cover the medical, radiological, pathological, biochemical, physiological and historical aspects of the subject areas. All submitted papers are reviewed by at least two referees expert in the field of the submitted paper.
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