The polygenic implication of clopidogrel responsiveness: Insights from platelet reactivity analysis and next-generation sequencing

Clopidogrel is widely used worldwide as an antiplatelet therapy in patients with acute coronary disease. Genetic factors influence interindividual variability in response. Some studies have explored the polygenic contributions in the drug response, generating pharmacogenomic risk scores (PgxPRS). Im...

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Published inPloS one Vol. 19; no. 7; p. e0306445
Main Authors Echeverría, Omar, Angulo-Aguado, Mariana, Vela, Ricardo, Calderón-Ospina, Carlos, Parra, Katherine, Contreras, Nora, Morel, Adrien, Cabrera, Rodrigo, Restrepo, Carlos, Ramírez-Santana, Carolina, Ortega-Recalde, Oscar, Rojas-Quintana, Manuel Eduardo, Murcia, Luisa, Gaviria-Sabogal, Cristian Camilo, Valero, Nattaly, Fonseca-Mendoza, Dora Janeth
Format Journal Article
LanguageEnglish
Published United States Public Library of Science 11.07.2024
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Abstract Clopidogrel is widely used worldwide as an antiplatelet therapy in patients with acute coronary disease. Genetic factors influence interindividual variability in response. Some studies have explored the polygenic contributions in the drug response, generating pharmacogenomic risk scores (PgxPRS). Importantly, these factors are less explored in underrepresented populations, such as Latin-American countries. Identifying patients at risk of high-on-treatment platelet reactivity (HTPR) is highly valuable in translational medicine. In this study we used a custom next-generation sequencing (NGS) panel composed of 91 single nucleotide polymorphisms (SNPs) and 28 genes related to clopidogrel metabolism, to analyze 70 patients with platelet reactivity values, assessed through closure time (CT). Our results demonstrated the association of SNPs with HTPR and non-HTPR, revealing the strongest associations with rs2286823 (OR: 5,0; 95% CI: 1,02-24,48; p: 0,03), rs2032582 (OR: 4,41; 95% CI: 1,20-16,12; p: 0,019), and rs1045642 (OR: 3,38; 95% CI: 0,96-11,9; p: 0,05). Bivariate regression analysis demonstrated the significant association of several SNPs with the CT value, a "surrogate" biomarker of clopidogrel response. Exploratory results from the LASSO regression model showed a high discriminatory capacity between HTPR and non-HTPR patients (AUC: 0,955), and the generated PgxPRS demonstrated a significant negative association between the risk score, CT value, and the condition of HTPR and non-HTPR. To our knowledge, our study addresses for the first time the analysis of the polygenic contribution in platelet reactivity using NGS and establishes PgxPRS derived from the LASSO model. Our results demonstrate the polygenic implication of clopidogrel response and offer insights applicable to the translational medicine of antiplatelet therapy in an understudied population.
AbstractList Clopidogrel is widely used worldwide as an antiplatelet therapy in patients with acute coronary disease. Genetic factors influence interindividual variability in response. Some studies have explored the polygenic contributions in the drug response, generating pharmacogenomic risk scores (PgxPRS). Importantly, these factors are less explored in underrepresented populations, such as Latin-American countries. Identifying patients at risk of high-on-treatment platelet reactivity (HTPR) is highly valuable in translational medicine. In this study we used a custom next-generation sequencing (NGS) panel composed of 91 single nucleotide polymorphisms (SNPs) and 28 genes related to clopidogrel metabolism, to analyze 70 patients with platelet reactivity values, assessed through closure time (CT). Our results demonstrated the association of SNPs with HTPR and non-HTPR, revealing the strongest associations with rs2286823 (OR: 5,0; 95% CI: 1,02-24,48; p: 0,03), rs2032582 (OR: 4,41; 95% CI: 1,20-16,12; p: 0,019), and rs1045642 (OR: 3,38; 95% CI: 0,96-11,9; p: 0,05). Bivariate regression analysis demonstrated the significant association of several SNPs with the CT value, a "surrogate" biomarker of clopidogrel response. Exploratory results from the LASSO regression model showed a high discriminatory capacity between HTPR and non-HTPR patients (AUC: 0,955), and the generated PgxPRS demonstrated a significant negative association between the risk score, CT value, and the condition of HTPR and non-HTPR. To our knowledge, our study addresses for the first time the analysis of the polygenic contribution in platelet reactivity using NGS and establishes PgxPRS derived from the LASSO model. Our results demonstrate the polygenic implication of clopidogrel response and offer insights applicable to the translational medicine of antiplatelet therapy in an understudied population.
Clopidogrel is widely used worldwide as an antiplatelet therapy in patients with acute coronary disease. Genetic factors influence interindividual variability in response. Some studies have explored the polygenic contributions in the drug response, generating pharmacogenomic risk scores (PgxPRS). Importantly, these factors are less explored in underrepresented populations, such as Latin-American countries. Identifying patients at risk of high-on-treatment platelet reactivity (HTPR) is highly valuable in translational medicine. In this study we used a custom next-generation sequencing (NGS) panel composed of 91 single nucleotide polymorphisms (SNPs) and 28 genes related to clopidogrel metabolism, to analyze 70 patients with platelet reactivity values, assessed through closure time (CT). Our results demonstrated the association of SNPs with HTPR and non-HTPR, revealing the strongest associations with rs2286823 (OR: 5,0; 95% CI: 1,02-24,48; p: 0,03), rs2032582 (OR: 4,41; 95% CI: 1,20-16,12; p: 0,019), and rs1045642 (OR: 3,38; 95% CI: 0,96-11,9; p: 0,05). Bivariate regression analysis demonstrated the significant association of several SNPs with the CT value, a "surrogate" biomarker of clopidogrel response. Exploratory results from the LASSO regression model showed a high discriminatory capacity between HTPR and non-HTPR patients (AUC: 0,955), and the generated PgxPRS demonstrated a significant negative association between the risk score, CT value, and the condition of HTPR and non-HTPR. To our knowledge, our study addresses for the first time the analysis of the polygenic contribution in platelet reactivity using NGS and establishes PgxPRS derived from the LASSO model. Our results demonstrate the polygenic implication of clopidogrel response and offer insights applicable to the translational medicine of antiplatelet therapy in an understudied population.Clopidogrel is widely used worldwide as an antiplatelet therapy in patients with acute coronary disease. Genetic factors influence interindividual variability in response. Some studies have explored the polygenic contributions in the drug response, generating pharmacogenomic risk scores (PgxPRS). Importantly, these factors are less explored in underrepresented populations, such as Latin-American countries. Identifying patients at risk of high-on-treatment platelet reactivity (HTPR) is highly valuable in translational medicine. In this study we used a custom next-generation sequencing (NGS) panel composed of 91 single nucleotide polymorphisms (SNPs) and 28 genes related to clopidogrel metabolism, to analyze 70 patients with platelet reactivity values, assessed through closure time (CT). Our results demonstrated the association of SNPs with HTPR and non-HTPR, revealing the strongest associations with rs2286823 (OR: 5,0; 95% CI: 1,02-24,48; p: 0,03), rs2032582 (OR: 4,41; 95% CI: 1,20-16,12; p: 0,019), and rs1045642 (OR: 3,38; 95% CI: 0,96-11,9; p: 0,05). Bivariate regression analysis demonstrated the significant association of several SNPs with the CT value, a "surrogate" biomarker of clopidogrel response. Exploratory results from the LASSO regression model showed a high discriminatory capacity between HTPR and non-HTPR patients (AUC: 0,955), and the generated PgxPRS demonstrated a significant negative association between the risk score, CT value, and the condition of HTPR and non-HTPR. To our knowledge, our study addresses for the first time the analysis of the polygenic contribution in platelet reactivity using NGS and establishes PgxPRS derived from the LASSO model. Our results demonstrate the polygenic implication of clopidogrel response and offer insights applicable to the translational medicine of antiplatelet therapy in an understudied population.
Audience Academic
Author Gaviria-Sabogal, Cristian Camilo
Murcia, Luisa
Ortega-Recalde, Oscar
Parra, Katherine
Contreras, Nora
Vela, Ricardo
Echeverría, Omar
Angulo-Aguado, Mariana
Ramírez-Santana, Carolina
Calderón-Ospina, Carlos
Morel, Adrien
Cabrera, Rodrigo
Rojas-Quintana, Manuel Eduardo
Restrepo, Carlos
Valero, Nattaly
Fonseca-Mendoza, Dora Janeth
AuthorAffiliation Universiti Sains Malaysia, MALAYSIA
3 Center for Autoimmune Diseases Research (CREA), School of Medicine and Health Sciences, Universidad del Rosario, Bogotá D.C., Colombia
1 School of Medicine and Health Sciences, Center for Research in Genetics and Genomics (CIGGUR), Institute of Translational Medicine (IMT), Universidad Del Rosario, Bogotá D.C., Colombia
2 Hospital Universitario Mayor—Méderi—Universidad del Rosario, Bogotá D.C., Colombia
5 Division of Rheumatology, Allergy and Clinical Immunology, University of California, Davis, CA, United States of America
4 Departamento de Morfología, Facultad de Medicina, Universidad Nacional de Colombia, Bogotá D.C., Colombia
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BackLink https://www.ncbi.nlm.nih.gov/pubmed/38991024$$D View this record in MEDLINE/PubMed
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2024 Echeverría et al. This is an open access article distributed under the terms of the Creative Commons Attribution License: http://creativecommons.org/licenses/by/4.0/ (the “License”), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
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– notice: 2024 Echeverría et al. This is an open access article distributed under the terms of the Creative Commons Attribution License: http://creativecommons.org/licenses/by/4.0/ (the “License”), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
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License Copyright: © 2024 Echeverría et al. This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
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Competing Interests: The authors have declared that no competing interests exist.
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Snippet Clopidogrel is widely used worldwide as an antiplatelet therapy in patients with acute coronary disease. Genetic factors influence interindividual variability...
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SubjectTerms Acute coronary syndromes
Adenosine diphosphate
Aged
Analysis
Biology and Life Sciences
Biomarkers
Bivariate analysis
Blood Platelets - drug effects
Blood Platelets - metabolism
Cardiac patients
Cardiovascular disease
Care and treatment
Chromosomes
Clopidogrel
Clopidogrel - pharmacology
Clopidogrel - therapeutic use
Coronary heart disease
Drug dosages
Female
Gene sequencing
Genetic analysis
Genetic aspects
Genetic factors
Genetic testing
Genetic variability
Genomes
Heart diseases
High-Throughput Nucleotide Sequencing - methods
Humans
Male
Medical research
Medicine and Health Sciences
Medicine, Experimental
Middle Aged
Multifactorial Inheritance - genetics
Mutation
Next-generation sequencing
Nucleotides
Pharmacodynamics
Pharmacogenetics
Pharmacogenomics
Pharmacokinetics
Physiological aspects
Platelet Aggregation Inhibitors - pharmacology
Platelet Aggregation Inhibitors - therapeutic use
Platelets
Polymorphism, Single Nucleotide
Population studies
Regression analysis
Regression models
Research and analysis methods
Risk
Single nucleotide polymorphisms
Single-nucleotide polymorphism
Software
Ticlopidine - analogs & derivatives
Ticlopidine - pharmacology
Ticlopidine - therapeutic use
Translation
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Title The polygenic implication of clopidogrel responsiveness: Insights from platelet reactivity analysis and next-generation sequencing
URI https://www.ncbi.nlm.nih.gov/pubmed/38991024
https://www.proquest.com/docview/3078994777/abstract/
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https://pubmed.ncbi.nlm.nih.gov/PMC11239111
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