Construction and evaluation of a polygenic hazard score for prognostic assessment in localized gastric cancer

IF 6.2 3区 综合性期刊 Q1 Multidisciplinary
Jing Ni , Mengyun Wang , Tianpei Wang , Caiwang Yan , Chuanli Ren , Gang Li , Yanbing Ding , Huizhang Li , Lingbin Du , Yue Jiang , Jiaping Chen , Yanong Wang , Dazhi Xu , Meng Zhu , Juncheng Dai , Hongxia Ma , Zhibin Hu , Hongbing Shen , Qingyi Wei , Guangfu Jin
{"title":"Construction and evaluation of a polygenic hazard score for prognostic assessment in localized gastric cancer","authors":"Jing Ni ,&nbsp;Mengyun Wang ,&nbsp;Tianpei Wang ,&nbsp;Caiwang Yan ,&nbsp;Chuanli Ren ,&nbsp;Gang Li ,&nbsp;Yanbing Ding ,&nbsp;Huizhang Li ,&nbsp;Lingbin Du ,&nbsp;Yue Jiang ,&nbsp;Jiaping Chen ,&nbsp;Yanong Wang ,&nbsp;Dazhi Xu ,&nbsp;Meng Zhu ,&nbsp;Juncheng Dai ,&nbsp;Hongxia Ma ,&nbsp;Zhibin Hu ,&nbsp;Hongbing Shen ,&nbsp;Qingyi Wei ,&nbsp;Guangfu Jin","doi":"10.1016/j.fmre.2022.09.031","DOIUrl":null,"url":null,"abstract":"<div><div>To investigate whether genetic variants may provide additional prognostic value to improve the existing clinical staging system for gastric cancer (GC), we performed two genome-wide association studies (GWASs) of GC survival in the Jiangsu (<em>N</em> = 1049) and Shanghai (<em>N</em> = 1405) cohorts. By using a TCGA dataset, we validated genetic markers identified from a meta-analysis of these two Chinese cohorts to determine GC survival-associated loci. Then, we constructed a weighted polygenic hazard score (PHS) and developed a nomogram in combination with clinical variables. We also evaluated prognostic accuracy with the time-dependent receiver operating characteristic (ROC) curve, net reclassification improvement (NRI) and integrated discrimination improvement (IDI). We identified a single nucleotide polymorphism (SNP) of rs1618332 at 15q15.1 that was associated with the survival of GC patients with a <em>P</em> value of 4.12 × 10<sup>−8</sup>, and we also found additional 25 SNPs having consistent associations among these two Chinese cohort and TCGA cohort. The PHS derived from these 26 SNPs (PHS-26) was an independent prognostic factor for GC survival (all <em>P</em> &lt; 0.001). The 5-year AUC of PHS-26 was 0.68, 0.66 and 0.67 for Jiangsu, Shanghai and their pooled cohorts, respectively, which increased to 0.80, 0.82 and 0.81, correspondingly, after being integrated into a nomogram together with variables of the clinical model. The PHS-26 could improve the NRIs by 16.20%, 4.90% and 8.70%, respectively, and the IDIs by 11.90%, 8.00% and 9.70%, respectively. The 26-SNP based PHS could substantially improve the accuracy of prognostic assessment and might facilitate precision medicine for GC patients.</div></div>","PeriodicalId":34602,"journal":{"name":"Fundamental Research","volume":"4 5","pages":"Pages 1331-1338"},"PeriodicalIF":6.2000,"publicationDate":"2024-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Fundamental Research","FirstCategoryId":"1085","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S2667325822004265","RegionNum":3,"RegionCategory":"综合性期刊","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"Multidisciplinary","Score":null,"Total":0}
引用次数: 0

Abstract

To investigate whether genetic variants may provide additional prognostic value to improve the existing clinical staging system for gastric cancer (GC), we performed two genome-wide association studies (GWASs) of GC survival in the Jiangsu (N = 1049) and Shanghai (N = 1405) cohorts. By using a TCGA dataset, we validated genetic markers identified from a meta-analysis of these two Chinese cohorts to determine GC survival-associated loci. Then, we constructed a weighted polygenic hazard score (PHS) and developed a nomogram in combination with clinical variables. We also evaluated prognostic accuracy with the time-dependent receiver operating characteristic (ROC) curve, net reclassification improvement (NRI) and integrated discrimination improvement (IDI). We identified a single nucleotide polymorphism (SNP) of rs1618332 at 15q15.1 that was associated with the survival of GC patients with a P value of 4.12 × 10−8, and we also found additional 25 SNPs having consistent associations among these two Chinese cohort and TCGA cohort. The PHS derived from these 26 SNPs (PHS-26) was an independent prognostic factor for GC survival (all P < 0.001). The 5-year AUC of PHS-26 was 0.68, 0.66 and 0.67 for Jiangsu, Shanghai and their pooled cohorts, respectively, which increased to 0.80, 0.82 and 0.81, correspondingly, after being integrated into a nomogram together with variables of the clinical model. The PHS-26 could improve the NRIs by 16.20%, 4.90% and 8.70%, respectively, and the IDIs by 11.90%, 8.00% and 9.70%, respectively. The 26-SNP based PHS could substantially improve the accuracy of prognostic assessment and might facilitate precision medicine for GC patients.

Abstract Image

构建和评估用于局部胃癌预后评估的多基因危险评分
为了研究基因变异是否能为改善现有的胃癌(GC)临床分期系统提供额外的预后价值,我们在江苏(N = 1049)和上海(N = 1405)队列中开展了两项胃癌生存率全基因组关联研究(GWAS)。通过使用 TCGA 数据集,我们验证了从这两个中国队列的荟萃分析中确定的遗传标记,以确定与 GC 生存相关的位点。然后,我们构建了一个加权多基因危险评分(PHS),并结合临床变量绘制了一个提名图。我们还利用随时间变化的接收者操作特征曲线(ROC)、净再分类改善率(NRI)和综合鉴别改善率(IDI)评估了预后准确性。我们发现了15q15.1的单核苷酸多态性(SNP)rs1618332与GC患者的生存相关,P值为4.12 × 10-8。由这 26 个 SNPs 得出的 PHS(PHS-26)是 GC 患者生存的独立预后因子(所有 P 均为 0.001)。PHS-26的5年AUC在江苏队列、上海队列及其汇总队列中分别为0.68、0.66和0.67,在与临床模型变量一起整合到提名图中后,分别提高到0.80、0.82和0.81。PHS-26 可使 NRIs 分别提高 16.20%、4.90% 和 8.70%,IDIs 分别提高 11.90%、8.00% 和 9.70%。基于26-SNP的PHS可大大提高预后评估的准确性,并可促进GC患者的精准医疗。
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 求助全文
来源期刊
Fundamental Research
Fundamental Research Multidisciplinary-Multidisciplinary
CiteScore
4.00
自引率
1.60%
发文量
294
审稿时长
79 days
期刊介绍:
×
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
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
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 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信