The risk stratification and predictive performance of a new combined polygenic risk score for hepatocellular carcinoma.

IF 6.9 2区 医学 Q1 GASTROENTEROLOGY & HEPATOLOGY Journal of Gastroenterology Pub Date : 2024-11-01 Epub Date: 2024-08-10 DOI:10.1007/s00535-024-02144-5
Chengxiao Yu, Yuchen Tang, Maojie Liu, Xin Xu, Xinyuan Ge, Hongxia Ma, Guangfu Jin, Hongbing Shen, Ci Song, Zhibin Hu
{"title":"The risk stratification and predictive performance of a new combined polygenic risk score for hepatocellular carcinoma.","authors":"Chengxiao Yu, Yuchen Tang, Maojie Liu, Xin Xu, Xinyuan Ge, Hongxia Ma, Guangfu Jin, Hongbing Shen, Ci Song, Zhibin Hu","doi":"10.1007/s00535-024-02144-5","DOIUrl":null,"url":null,"abstract":"<p><strong>Background: </strong>Recent genome-wide association studies (GWASs) in liver diseases have generated some polygenic risk scores (PRSs), but their predictive effectiveness on hepatocellular carcinoma (HCC) risk assessment remains unclear.</p><p><strong>Methods: </strong>Here, we constructed a novel combined polygenic risk score and evaluated its increment to the well-established risk model. We used 15 HCC-associated genetic loci from two PRSs and FinnGen GWAS data to calculate a PRS-combined score and to fit the related PRS model in the UK Biobank cohort (N = 436,162). The PRS-combined score was further assessed for risk stratification for HCC integrating with the recommended clinical risk scores.</p><p><strong>Results: </strong>The PRS-combined model achieved a better AUC (0.657) than that of PRS-HFC (0.637) and PRS-cirrhosis (0.645). The top 20% of the PRS-combined distribution had a 3.25 increased risk of HCC vs. the middle decile (45-55%). At the population level, the addition of PRS-combined to the CLivD score significantly increased the C-statistic (from 0.716 to 0.746) and provided a remarkable improvement in reclassification (NRI = 0.088) at the 10-year risk threshold of 0.2%. In clinic, additional assessment of PRS-combined would reclassify 34,647 intermediate-risk participants as high genetic risk, corresponding to an increase of 63.92% (62/97) of the HCC events classified at high risk using the Fibrosis-4 alone.</p><p><strong>Conclusions: </strong>The PRS may enhance HCC risk prediction effectiveness in the general population and refine risk stratification of the conventional clinical indicator.</p>","PeriodicalId":16059,"journal":{"name":"Journal of Gastroenterology","volume":" ","pages":"1011-1020"},"PeriodicalIF":6.9000,"publicationDate":"2024-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Gastroenterology","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1007/s00535-024-02144-5","RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2024/8/10 0:00:00","PubModel":"Epub","JCR":"Q1","JCRName":"GASTROENTEROLOGY & HEPATOLOGY","Score":null,"Total":0}
引用次数: 0

Abstract

Background: Recent genome-wide association studies (GWASs) in liver diseases have generated some polygenic risk scores (PRSs), but their predictive effectiveness on hepatocellular carcinoma (HCC) risk assessment remains unclear.

Methods: Here, we constructed a novel combined polygenic risk score and evaluated its increment to the well-established risk model. We used 15 HCC-associated genetic loci from two PRSs and FinnGen GWAS data to calculate a PRS-combined score and to fit the related PRS model in the UK Biobank cohort (N = 436,162). The PRS-combined score was further assessed for risk stratification for HCC integrating with the recommended clinical risk scores.

Results: The PRS-combined model achieved a better AUC (0.657) than that of PRS-HFC (0.637) and PRS-cirrhosis (0.645). The top 20% of the PRS-combined distribution had a 3.25 increased risk of HCC vs. the middle decile (45-55%). At the population level, the addition of PRS-combined to the CLivD score significantly increased the C-statistic (from 0.716 to 0.746) and provided a remarkable improvement in reclassification (NRI = 0.088) at the 10-year risk threshold of 0.2%. In clinic, additional assessment of PRS-combined would reclassify 34,647 intermediate-risk participants as high genetic risk, corresponding to an increase of 63.92% (62/97) of the HCC events classified at high risk using the Fibrosis-4 alone.

Conclusions: The PRS may enhance HCC risk prediction effectiveness in the general population and refine risk stratification of the conventional clinical indicator.

Abstract Image

查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
新的肝细胞癌多基因综合风险评分的风险分层和预测性能。
背景:方法:在此,我们构建了一个新的多基因风险综合评分,并评估了其对已建立的风险模型的增量。我们利用两个PRS和FinnGen GWAS数据中的15个HCC相关基因位点计算了PRS组合评分,并在英国生物库队列(N = 436,162)中拟合了相关的PRS模型。PRS 组合评分与推荐的临床风险评分相结合,对 HCC 风险分层进行了进一步评估:结果:PRS-组合模型的AUC(0.657)优于PRS-HFC(0.637)和PRS-肝硬化(0.645)。PRS 组合分布的前 20% 与中间十分位数(45-55%)相比,患 HCC 的风险增加了 3.25。在人群水平上,将 PRS 组合加入 CLivD 评分可显著提高 C 统计量(从 0.716 提高到 0.746),并在 0.2% 的 10 年风险阈值下显著改善重新分类(NRI = 0.088)。在临床中,额外的 PRS 合并评估可将 34,647 名中度风险参与者重新归类为高遗传风险,这相当于在仅使用 Fibrosis-4 的高风险 HCC 事件中增加了 63.92% (62/97):PRS可提高普通人群的HCC风险预测效果,并完善传统临床指标的风险分层。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
来源期刊
Journal of Gastroenterology
Journal of Gastroenterology 医学-胃肠肝病学
CiteScore
12.20
自引率
1.60%
发文量
99
审稿时长
4-8 weeks
期刊介绍: The Journal of Gastroenterology, which is the official publication of the Japanese Society of Gastroenterology, publishes Original Articles (Alimentary Tract/Liver, Pancreas, and Biliary Tract), Review Articles, Letters to the Editors and other articles on all aspects of the field of gastroenterology. Significant contributions relating to basic research, theory, and practice are welcomed. These publications are designed to disseminate knowledge in this field to a worldwide audience, and accordingly, its editorial board has an international membership.
期刊最新文献
Publisher Correction: CRAFITY score as a predictive marker for refractoriness to atezolizumab plus bevacizumab therapy in hepatocellular carcinoma: a multicenter retrospective study. Alcohol-associated liver disease increases the risk of muscle loss and mortality in patients with cirrhosis. Small extracellular vesicles derived from adipose mesenchymal stem cells alleviate intestinal fibrosis by inhibiting the FAK/Akt signaling pathway via MFGE8. Response to letter to the editor regarding: "Alcohol-associated liver disease increases the risk of muscle reduction and mortality in patients with cirrhosis". Association of circulating cytokine levels and tissue-infiltrating myeloid cells with achalasia: results from Mendelian randomization and validation through clinical characteristics and single-cell RNA sequencing.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1