{"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.
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.