Evidence map›Paper›PMID 31504375›Full record

ArticleEuropean heart journal. Cardiovascular pharmacotherapy2020

Pharmacogenomic polygenic response score predicts ischaemic events and cardiovascular mortality in clopidogrel-treated patients.

Joshua P Lewis, Joshua D Backman, Jean-Luc Reny, Thomas O Bergmeijer, Braxton D Mitchell, Marylyn D Ritchie, Jean-Pierre Déry, Ruth E Pakyz, Li Gong, Kathleen Ryan and 37 more

Erratum issuedAbstract readMulticenter Study
In one paragraph

Article in European heart journal. Cardiovascular pharmacotherapy, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. Cited by 59 papers, 2 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
59citing papers in PubMed, 2 pooled it
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

59 citing papers in PubMed, 2 syntheses or guidelines pooled it.

  1. Pooled it
  2. Pooled it
  3. Trial
  4. Trial
  5. Trial
  6. Recent research progress on the mechanisms of clopidogrel resistance.European journal of clinical pharmacology · 2026
    Review
  7. Article
  8. Article
  9. Article
  10. Article
  11. Review
  12. Article
  13. Prevalence ofPharmacogenomics and personalized medicine · 2025
    Article
  14. Circulation · 2024
    Review
  15. Article
  16. Review
  17. Journal of the American Heart Association · 2024
    Article
  18. IsGenes · 2024
    Article
  19. Effectiveness of Clopidogrel vs Alternative P2YJournal of the American College of Cardiology · 2024
    Article
  20. Article
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

47 authors.

Joshua P LewisDepartment of Medicine and Program for Personalized and Genomic Medicine, University of Maryland, 670 W. Baltimore St., Baltimore, MD 21201, USA.
Joshua D BackmanDepartment of Medicine and Program for Personalized and Genomic Medicine, University of Maryland, 670 W. Baltimore St., Baltimore, MD 21201, USA.
Jean-Luc RenyDepartment of Internal Medicine, Béziers Hospital, 2 Rue Valentin Hau, BP 740, Béziers 34525, France.
Thomas O BergmeijerDepartment of Cardiology, Antonius Center for Platelet Function Research, St Antonius Hospital, P O Box 2500, Nieuwegein 3432 EM, The Netherlands.
Braxton D MitchellDepartment of Medicine and Program for Personalized and Genomic Medicine, University of Maryland, 670 W. Baltimore St., Baltimore, MD 21201, USA.
Marylyn D RitchieCenter for Translational Bioinformatics, Institute for Biomedical Informatics, University of Pennsylvania, A301 Richards Building, 3700 Hamilton Walk, Philadelphia, PA 19104, USA.
Jean-Pierre DéryQuebec Heart and Lung Institute, University Laval, 2725 chemin Sainte-Foy, Quebec City G1V 4G5, Canada.
Ruth E PakyzDepartment of Medicine and Program for Personalized and Genomic Medicine, University of Maryland, 670 W. Baltimore St., Baltimore, MD 21201, USA.
Li GongDepartment of Biomedical Data Science, Stanford University, 443 Via Ortega, Room 213, Stanford, CA 94305, USA.
Kathleen RyanDepartment of Medicine and Program for Personalized and Genomic Medicine, University of Maryland, 670 W. Baltimore St., Baltimore, MD 21201, USA.
Eun-Young KimDepartment of Clinical Pharmacology, Inje University, Busan Paik Hospital, Bokji-ro 75, Busangjin-gu, Busan 614-735, South Korea.
Daniel AradiDepartment of Cardiology, Heart Center Balatonfüred, 2 Gyogy Ter, Balatonfured 8230, Hungary.
Israel Fernandez-CadenasStroke Pharmacogenomics and Genetic Group, Fundació Docencia i Recerca Mutuaterrassa, 508221 Terrassa, Barcelona 8041, Spain.
Ming Ta Michael LeeGenomic Medicine Institute, Geisinger Health System, 100 N. Academy Ave., Danville, PA 17822, USA.
Ryan M WhaleyDepartment of Biomedical Data Science, Stanford University, 443 Via Ortega, Room 213, Stanford, CA 94305, USA.
Joan MontanerNeurovascular Research Laboratory, Vall d'Hebron Institute of Research, Passeig Vall d'Hebron 119-129, Barcelona 8035, Spain.
Gian Franco GensiniDepartment of Experimental and Clinical Medicine, University of Florence, Largo Brambilla, Florence 50055, Italy.
John H CleatorDivision of Cardiology, Vanderbilt University Medical Center, 2215B Garland Avenue, Nashville, TN 37232, USA.
Kiyuk ChangDepartment of Internal Medicine, Cardiology Division, Seoul St. Mary's Hospital, The Catholic University of Korea, 222 Banpo-daero, Seocho-Gu, Seoul 6591, South Korea.
Lene HolmvangDepartment of Cardiology, Rigshospitalet, Copenhagen University Hospital, Inge Lehmannsvej 7 - 2142, Copenhagen 2100, Denmark.
Willibald HochholzerDepartment of Cardiology and Angiology II, University Heart Center Freiburg, Suedring 15, Bad Krozingen 79189, Germany.
Dan M RodenDepartment of Pharmacology, Vanderbilt University Medical Center, 2215B Garland Avenue, Nashville, TN 37232, USA.
Stefan WinterDr Margarete Fischer-Bosch Institute of Clinical Pharmacology, Auerbachstrasse 112, Stuttgart, 70376 Germany.
Russ B AltmanDepartment of Bioengineering, Genetics, and Medicine, Stanford University, 443 Via Ortega Drive, Shriram Room 209, Stanford, CA 94305, USA.
Dimitrios AlexopoulosDepartment of Cardiology, Patras University Hospital, Rio, Patras 26500, Greece.
Ho-Sook KimDepartment of Clinical Pharmacology, Inje University, Busan Paik Hospital, Gaegum2-dong 622-165, Busanjin-Gu, Busan 614-735, South Korea.
Meinrad GawazDepartment of Cardiology and Angiology, University of Tübingen, Otfired-Müller-Straße 10, Tübingen 72076, Germany.
Kevin P BlidenCenter for Thrombosis Research and Drug Development, Inova Heart and Vascular Institute, 3300 Gallows Rd, Falls Church, VA 22042, USA.
Marco ValgimigliDepartment of Cardiology, Bern University Hospital, Freiburgstrasse 8, Bern 3010, Switzerland.
Rossella MarcucciDepartment of Experimental and Clinical Medicine, University of Florence, Largo Brambilla, Florence 50055, Italy.
Gianluca CampoDepartment of Cardiology, University Hospital of Ferrara, Via Aldo Moro 8, Cona (FE), Ferrara 44123, Italy.
Elke SchaeffelerDr Margarete Fischer-Bosch Institute of Clinical Pharmacology, Auerbachstrasse 112, Stuttgart, 70376 Germany.
Nadia P DridiDepartment of Cardiology, Rigshospitalet, Copenhagen University Hospital, Inge Lehmannsvej 7 - 2142, Copenhagen 2100, Denmark.
Ming-Shien WenDivision of Cardiology, Department of Internal Medicine, Chang Gung Memorial Hospital, Linkou and School of Medicine, Chang Gung University, No. 5, Fuxing St, Guishan Dist., Taoyuan City 333, Taiwan.
Jae Gook ShinDepartment of Clinical Pharmacology, Inje University, Busan Paik Hospital, Gaegum2-dong 622-165, Busanjin-Gu, Busan 614-735, South Korea.
Pierre FontanaDepartment of Medicine, Geneva Platelet Group, University of Geneva School of Medicine, University Hospitals of Geneva, 24 rue du Général-Dufour, Genève 4 CH-1211, Switzerland.
Betti GiustiDepartment of Experimental and Clinical Medicine, University of Florence, Largo Brambilla, Florence 50055, Italy.
Tobias GeislerDepartment of Cardiology and Angiology, University of Tübingen, Otfired-Müller-Straße 10, Tübingen 72076, Germany.
Michiaki KuboLaboratory for Genotyping Development, RIKEN Center for Integrative Medical Sciences, 1-7-22, Suehiro-cho, Tsurumi, Yokohama 230-0045, Japan.
Dietmar TrenkDepartment of Cardiology and Angiology II, Clinical Pharmacology, University Heart Centre Freiburg, Suedring 15, Bad Krozingen D-79189, Germany.
Jolanta M Siller-MatulaDepartment of Cardiology, Medical University of Vienna, Waehringer Guertel 18-20, Vienna 1090, Austria.
Jurriën M Ten BergDepartment of Cardiology, Antonius Center for Platelet Function Research, St Antonius Hospital, P O Box 2500, Nieuwegein 3432 EM, The Netherlands.
Paul A GurbelDepartment of Cardiology and Angiology, University of Tübingen, Otfired-Müller-Straße 10, Tübingen 72076, Germany.
Matthias SchwabDr Margarete Fischer-Bosch Institute of Clinical Pharmacology, Auerbachstrasse 112, Stuttgart, 70376 Germany.
Teri E KleinDepartment of Biomedical Data Science, Stanford University, 443 Via Ortega, Room 213, Stanford, CA 94305, USA.
Alan R ShuldinerDepartment of Medicine and Program for Personalized and Genomic Medicine, University of Maryland, 670 W. Baltimore St., Baltimore, MD 21201, USA.
ICPC Investigators

Funding

PharmGKB: pharmacogenomics knowledge for precision medicineR24GM061374 · NIGMS · STANFORD UNIVERSITY · PI ALTMAN, RUSS BIAGIO, KLEIN, TERI ELLEN · 2010 to 2018
$25.2M
PHARMACOGENOMICS OF ARRHYTHMIA THERAPYU01HL065962 · NHLBI · VANDERBILT UNIVERSITY · PI RODEN, DAN M · 2001 to 2009
$24.8M
Pharmacogenomics of Arrhythmia TherapyU19HL065962 · NHLBI · VANDERBILT UNIVERSITY MEDICAL CENTER · PI RODEN, DAN M · 2010 to 2014
$17.4M
Pharmacogenomics of Anti-platlet Intervention-2 (PAPI-2) StudyU01HL105198 · NHLBI · UNIVERSITY OF MARYLAND BALTIMORE · PI SHULDINER, ALAN R. · 2010 to 2014
$13.6M
Pharmacogenomics of CVD risk ReductionU01GM074518 · NIGMS · UNIVERSITY OF MARYLAND BALTIMORE · PI SHULDINER, ALAN R. · 2005 to 2009
$7.3M
The Impact of Carboxylesterase 1 ( CES1 ) in Personalized Antiplalet TherapyR01HL137922 · NHLBI · UNIVERSITY OF MARYLAND BALTIMORE · PI LEWIS, JOSHUA PATRICK · 2017 to 2021
$1.9M
Aspirin Pharmacogenomics: Role of PEAR1 in Personalized Anti-Platelet TherapyK23GM102678 · NIGMS · UNIVERSITY OF MARYLAND BALTIMORE · PI LEWIS, JOSHUA PATRICK · 2012 to 2016
$806k
NHLBI NIH HHS R01 HL137922NHLBI NIH HHS U01 HL105198NHLBI NIH HHS U19 HL065962NIGMS NIH HHS K23 GM102678NIGMS NIH HHS R24 GM061374NIGMS NIH HHS U01 GM074518
6 · The paper itself

Abstract

aimsClopidogrel is prescribed for the prevention of atherothrombotic events. While investigations have identified genetic determinants of inter-individual variability in on-treatment platelet inhibition (e.g. CYP2C19*2), evidence that these variants have clinical utility to predict major adverse cardiovascular events (CVEs) remains controversial. METHODS AND

resultsWe assessed the impact of 31 candidate gene polymorphisms on adenosine diphosphate (ADP)-stimulated platelet reactivity in 3391 clopidogrel-treated coronary artery disease patients of the International Clopidogrel Pharmacogenomics Consortium (ICPC). The influence of these polymorphisms on CVEs was tested in 2134 ICPC patients (N = 129 events) in whom clinical event data were available. Several variants were associated with on-treatment ADP-stimulated platelet reactivity (CYP2C19*2, P = 8.8 × 10-54; CES1 G143E, P = 1.3 × 10-16; CYP2C19*17, P = 9.5 × 10-10; CYP2B6 1294 + 53 C > T, P = 3.0 × 10-4; CYP2B6 516 G > T, P = 1.0 × 10-3; CYP2C9*2, P = 1.2 × 10-3; and CYP2C9*3, P = 1.5 × 10-3). While no individual variant was associated with CVEs, generation of a pharmacogenomic polygenic response score (PgxRS) revealed that patients who carried a greater number of alleles that associated with increased on-treatment platelet reactivity were more likely to experience CVEs (β = 0.17, SE 0.06, P = 0.01) and cardiovascular-related death (β = 0.43, SE 0.16, P = 0.007). Patients who carried eight or more risk alleles were significantly more likely to experience CVEs [odds ratio (OR) = 1.78, 95% confidence interval (CI) 1.14-2.76, P = 0.01] and cardiovascular death (OR = 4.39, 95% CI 1.35-14.27, P = 0.01) compared to patients who carried six or fewer of these alleles.

conclusionSeveral polymorphisms impact clopidogrel response and PgxRS is a predictor of cardiovascular outcomes. Additional investigations that identify novel determinants of clopidogrel response and validating polygenic models may facilitate future precision medicine strategies.

Indexed as

Decision Support TechniquesPercutaneous Coronary InterventionPharmacogenomic VariantsPolymorphism, Single NucleotideAgedBrain IschemiaClopidogrelCoronary Artery DiseaseCoronary ThrombosisEuropeFemaleHumansMaleMiddle AgedMyocardial InfarctionPlatelet AggregationClopidogrelPlatelet Aggregation InhibitorsClopidogrelPharmacogeneticsPlatelet aggregation

Identifiers

PMID31504375
PMCPMC7363022

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.