Integrative genetic analysis of shared genetic architecture of stroke and coronary artery disease: implications for pharmacist-led precision medicine.

IF 3.2 4区 医学 Q2 PHARMACOLOGY & PHARMACY
Weizhong Shi, Luofei Zhang, Zhigang Zhao, Kefu Yu
{"title":"Integrative genetic analysis of shared genetic architecture of stroke and coronary artery disease: implications for pharmacist-led precision medicine.","authors":"Weizhong Shi, Luofei Zhang, Zhigang Zhao, Kefu Yu","doi":"10.1007/s11096-025-01952-w","DOIUrl":null,"url":null,"abstract":"<p><strong>Introduction: </strong>Coronary artery disease (CAD) and stroke are leading causes of global morbidity and mortality. Their frequent comorbidities and overlapping risk profiles highlight the importance of understanding shared genetic mechanisms, particularly in identifying therapeutic targets relevant to personalized pharmacotherapy.</p><p><strong>Aim: </strong>This study aimed to explore the shared genetic architecture between stroke and CAD, identify common therapeutic targets, and provide implications for clinical pharmacy practice.</p><p><strong>Method: </strong>We integrated multi-ancestry genome-wide association study (GWAS) summary statistics (stroke: 110,182 cases; CAD: 210,842 cases) and employed linkage disequilibrium score regression to assess genetic correlations. Bidirectional two-sample Mendelian randomization (MR) was employed to infer causal inference. Shared genetic variants were identified through cross-trait meta-analyses (MTAG and CPASSOC) and validated using Bayesian colocalization. Pharmacogenomic pathways associated with shared genes were linked to approved drugs using a pathway-pairing score to assess the therapeutic alignment. A score of ≥ 0.5 indicated a strong alignment between a drug's pharmacological mechanism and the disease's genetic pathophysiology.</p><p><strong>Results: </strong>A significant genetic correlation was observed between stroke and CAD (rg = 0.48, P = 3.38 × 10<sup>-34</sup>). Eight pleiotropic SNPs and five colocalized causal variants were identified, implicating ten disease-shared genes. Drug-target analyses prioritized the 19 approved cardiovascular agents. Beta-blockers (e.g., bisoprolol, esmolol) and antihypertensives (e.g., fenoldopam bromide/mesylate) demonstrated strong therapeutic potential (pathway score ≥ 0.5).</p><p><strong>Conclusion: </strong>This study provides genomic evidence to support integrated therapeutic strategies for stroke and CAD. Pharmacogenomic insights into shared genetic determinants can assist clinical pharmacists in optimizing treatment selection, mitigating polypharmacy risks, and guiding precision medicine in patients with dual cardiocerebrovascular risks.</p>","PeriodicalId":13828,"journal":{"name":"International Journal of Clinical Pharmacy","volume":" ","pages":"1437-1446"},"PeriodicalIF":3.2000,"publicationDate":"2025-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"International Journal of Clinical Pharmacy","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1007/s11096-025-01952-w","RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2025/6/30 0:00:00","PubModel":"Epub","JCR":"Q2","JCRName":"PHARMACOLOGY & PHARMACY","Score":null,"Total":0}
引用次数: 0

Abstract

Introduction: Coronary artery disease (CAD) and stroke are leading causes of global morbidity and mortality. Their frequent comorbidities and overlapping risk profiles highlight the importance of understanding shared genetic mechanisms, particularly in identifying therapeutic targets relevant to personalized pharmacotherapy.

Aim: This study aimed to explore the shared genetic architecture between stroke and CAD, identify common therapeutic targets, and provide implications for clinical pharmacy practice.

Method: We integrated multi-ancestry genome-wide association study (GWAS) summary statistics (stroke: 110,182 cases; CAD: 210,842 cases) and employed linkage disequilibrium score regression to assess genetic correlations. Bidirectional two-sample Mendelian randomization (MR) was employed to infer causal inference. Shared genetic variants were identified through cross-trait meta-analyses (MTAG and CPASSOC) and validated using Bayesian colocalization. Pharmacogenomic pathways associated with shared genes were linked to approved drugs using a pathway-pairing score to assess the therapeutic alignment. A score of ≥ 0.5 indicated a strong alignment between a drug's pharmacological mechanism and the disease's genetic pathophysiology.

Results: A significant genetic correlation was observed between stroke and CAD (rg = 0.48, P = 3.38 × 10-34). Eight pleiotropic SNPs and five colocalized causal variants were identified, implicating ten disease-shared genes. Drug-target analyses prioritized the 19 approved cardiovascular agents. Beta-blockers (e.g., bisoprolol, esmolol) and antihypertensives (e.g., fenoldopam bromide/mesylate) demonstrated strong therapeutic potential (pathway score ≥ 0.5).

Conclusion: This study provides genomic evidence to support integrated therapeutic strategies for stroke and CAD. Pharmacogenomic insights into shared genetic determinants can assist clinical pharmacists in optimizing treatment selection, mitigating polypharmacy risks, and guiding precision medicine in patients with dual cardiocerebrovascular risks.

卒中和冠状动脉疾病共享遗传结构的综合遗传分析:对药剂师主导的精准医学的影响。
导言:冠状动脉疾病(CAD)和中风是全球发病率和死亡率的主要原因。它们频繁的合并症和重叠的风险特征突出了理解共同遗传机制的重要性,特别是在确定与个性化药物治疗相关的治疗靶点方面。目的:本研究旨在探讨卒中和CAD之间的共同遗传结构,确定共同的治疗靶点,并为临床药学实践提供启示。方法:我们整合多祖先全基因组关联研究(GWAS)汇总统计数据(卒中:110,182例;CAD: 210,842例),并采用连锁不平衡评分回归评估遗传相关性。采用双向双样本孟德尔随机化(MR)进行因果推理。通过跨性状荟萃分析(MTAG和CPASSOC)确定共享遗传变异,并使用贝叶斯共定位进行验证。与共享基因相关的药物基因组学途径与批准的药物相关联,使用途径配对评分来评估治疗一致性。≥0.5分表明药物的药理机制与疾病的遗传病理生理之间有很强的一致性。结果:卒中与CAD有显著的遗传相关性(rg = 0.48, P = 3.38 × 10-34)。鉴定出8个多效性snp和5个共定位的因果变异,涉及10个疾病共享基因。药物靶标分析优先考虑了19种已批准的心血管药物。-受体阻滞剂(如比索洛尔、艾司洛尔)和抗高血压药(如溴化非诺多巴/甲磺酸)显示出强大的治疗潜力(通路评分≥0.5)。结论:本研究为卒中和CAD的综合治疗策略提供了基因组证据。对共同遗传决定因素的药物基因组学见解可以帮助临床药师优化治疗选择,减轻多种药物风险,并指导双心脑血管风险患者的精准医疗。
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
CiteScore
4.10
自引率
8.30%
发文量
131
审稿时长
4-8 weeks
期刊介绍: The International Journal of Clinical Pharmacy (IJCP) offers a platform for articles on research in Clinical Pharmacy, Pharmaceutical Care and related practice-oriented subjects in the pharmaceutical sciences. IJCP is a bi-monthly, international, peer-reviewed journal that publishes original research data, new ideas and discussions on pharmacotherapy and outcome research, clinical pharmacy, pharmacoepidemiology, pharmacoeconomics, the clinical use of medicines, medical devices and laboratory tests, information on medicines and medical devices information, pharmacy services research, medication management, other clinical aspects of pharmacy. IJCP publishes original Research articles, Review articles , Short research reports, Commentaries, book reviews, and Letters to the Editor. International Journal of Clinical Pharmacy is affiliated with the European Society of Clinical Pharmacy (ESCP). ESCP promotes practice and research in Clinical Pharmacy, especially in Europe. The general aim of the society is to advance education, practice and research in Clinical Pharmacy . Until 2010 the journal was called Pharmacy World & Science.
×
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:604180095
Book学术官方微信