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Clinical Research |

Influence of Genetic Polymorphisms on the Effect of High- and Standard-Dose Clopidogrel After Percutaneous Coronary Intervention: The GIFT (Genotype Information and Functional Testing) Study FREE

Matthew J. Price, MD; Sarah S. Murray, PhD; Dominick J. Angiolillo, MD, PhD; Elizabeth Lillie, PhD; Erin N. Smith, PhD; Rebecca L. Tisch, BS; Nicholas J. Schork, PhD; Paul S. Teirstein, MD; Eric J. Topol, MD
[+] Author Information

A portion of these data was presented as a featured clinical study at the i2/American College of Cardiology Scientific Sessions, New Orleans, Louisiana, April 5, 2011.

This study was funded through an investigator-initiated grant from Bristol-Myers Squibb/sanofi-aventis. The main trial (GRAVITAS) was funded by Accumetrics Inc., and study drug was provided through an investigator-initiated grant from Bristol-Myers Squibb/sanofi-aventis. Dr. Price has received research grant funding from Bristol-Myers Squibb/sanofi-aventis, Accumetrics, and Quest Diagnostics; consulting fees from Daiichi Sankyo/Eli Lilly & Co., AstraZeneca, Bristol-Myers Squibb/sanofi-aventis, Accumetrics, Medicure; lecture fees from Daiichi Sankyo/Eli Lilly & Co., Quest Diagnostics, AstraZeneca, and Nanosphere; and equity interest in Iverson Genetics. Dr. Angiolillo has received consulting fees from Abbott Vascular, Bristol-Myers Squibb/sanofi-aventis, Daiichi Sankyo/Eli Lilly & Co., AstraZeneca, The Medicines Company, Portola, Novartis, Medicure, Accumetrics, Arena Pharmaceuticals, and Merck; and speaking fees from Bristol-Myers Squibb/sanofi-aventis, GlaxoSmithKline, Otsuka, The Medicines Company, Portola, Accumetrics, Schering-Plough, AstraZeneca, Eisai, and Daiichi Sankyo/Eli Lilly & Co. Dr. Teirstein has received consulting fees, research fees, and speaker fees from Accumetrics, Abbott, Medtronic, Boston Scientific, and Daiichi Sankyo/Eli Lilly & Co. Dr. Topol has received consulting fees from Daiichi Sankyo/Eli Lilly & Co., Bristol-Myers Squibb/sanofi-aventis, and Quest Diagnostics. All other authors have reported that they have no relationships relevant to the contents of this paper to disclose.Reprint requests and correspondence: Dr. Matthew J. Price, Scripps Clinic, 10666 North Torrey Pines Road, Maildrop S1056, La Jolla, California 92037

American College of Cardiology Foundation

J Am Coll Cardiol. 2012;59(22):1928-1937. doi:10.1016/j.jacc.2011.11.068
Published online

Objectives  This study sought to evaluate the influence of single nucleotide polymorphisms (SNPs) on the pharmacodynamic effect of high- or standard-dose clopidogrel after percutaneous coronary intervention (PCI).

Background  There is a lack of prospective, multicenter data regarding the effect of different genetic variants on clopidogrel pharmacodynamics over time in patients undergoing PCI.

Methods  The GRAVITAS (Gauging Responsiveness with A VerifyNow assay–Impact on Thrombosis And Safety) trial screened patients with platelet function testing after PCI and randomly assigned those with high on-treatment reactivity (OTR) to either high- or standard-dose clopidogrel; a cohort of patients without high OTR were also followed. DNA samples obtained from 1,028 patients were genotyped for 41 SNPs in 17 genes related to platelet reactivity. After adjusting for clinical characteristics, the associations between the SNPs and OTR using linear regression were evaluated.

Results  CYP2C19*2 was significantly associated with OTR at 12 to 24 h (R2 = 0.07, p = 2.2 × 10−15), 30 days (R2 = 0.10, p = 1.3 × 10−7), and 6 months after PCI (R2 = 0.07, p = 1.9 × 10−11), whereas PON1, ABCB1 3435 C→T, and other candidate SNPs were not. Carriers of 1 and 2 reduced-function CYP2C19 alleles were significantly more likely to display persistently high OTR at 30 days and 6 months, irrespective of treatment assignment. The portion of the risk of persistently high OTR at 30 days attributable to reduced-function CYP2C19 allele carriage was 5.2% in the patients randomly assigned to high-dose clopidogrel.

Conclusions  CYP2C19, but not PON1 or ABCB1, is a significant determinant of the pharmacodynamic effects of clopidogrel, both early and late after PCI. In patients with high OTR identified by platelet function testing, the CYP2C19 genotype provides limited incremental information regarding the risk of persistently high reactivity with clopidogrel 150-mg maintenance dosing. (Genotype Information and Functional Testing Study [GIFT]; NCT00992420)

Figures in this Article
ACS

acute coronary syndrome(s)

CI

confidence interval

CYP

cytochrome 450

MD

maintenance dose

OTR

on-treatment reactivity

PCI

percutaneous coronary artery

PRU

P2Y12 reaction unit

SNP

single nucleotide polymorphism

Clopidogrel, in combination with aspirin, reduces the risk of cardiovascular events in patients with acute coronary syndromes (ACS) and in those undergoing percutaneous coronary intervention (PCI) (13). However, the pharmacokinetics and pharmacodynamics of clopidogrel vary widely among individuals (47). Single-center studies using a candidate gene approach have identified associations between reduced-function variants of the cytochrome 450 (CYP) 2C19 isozyme and on-treatment reactivity (OTR) while receiving clopidogrel (813), and a genome-wide association study identified the reduced-function CYP2C19*2 allele as the major determinant of adenosine diphosphate–induced platelet aggregation in healthy Amish subjects treated with clopidogrel (14). These findings are consistent with a 2-step oxidative process required for transformation of clopidogrel to its labile active metabolite, in which CYP2C19 contributes substantially to each step (15). Candidate gene studies have also detected associations between other single nucleotide polymorphisms (SNPs) and clopidogrel pharmacodynamics and outcomes after PCI, in particular the 3435 C→T polymorphism of the ABCB1 gene that encodes the intestinal efflux transporter P-glycoprotein (1618), and the Q192R polymorphism of the PON1 gene that encodes the esterase paraoxonase-1 (19). The latter observation has led to a suggested alternative pathway of clopidogrel active metabolite formation that does not significantly involve CYP2C19, challenging the mechanistic basis underlying the association between reduced-function CYP2C19 allele carriage and clinical outcomes in ACS and PCI patients treated with clopidogrel (18,2024). However, the clinical impact of the ABCB1 and PON1 polymorphisms on clopidogrel efficacy has been inconsistent (2526), and therefore their effect on clopidogrel pharmacodynamics in patients undergoing PCI requires further validation.

A higher clopidogrel maintenance dose (MD) could potentially provide a more intense antiplatelet effect in patients with a genetic predisposition to a diminished response to standard-dose therapy by providing greater substrate for biotransformation into the active metabolite. However, the relationships between common genetic polymorphisms and clopidogrel pharmacodynamics using different dosing strategies have not been examined in the setting of a large clinical trial of patients undergoing PCI, where this antiplatelet drug is mostly used. The objective of the current study was to assess the genetic determinants of clopidogrel response variability during the acute and maintenance phases of therapy in a multicenter, randomized, double-blind trial of high-dose compared with standard-dose clopidogrel after PCI.

Study population

Patients were enrolled as part of a pre-specified genetic substudy of the GRAVITAS (Gauging Responsiveness with A VerifyNow assay–Impact on Thrombosis And Safety) trial. The study design, entry criteria, baseline characteristics, and primary results of this trial were described previously (2728). The GRAVITAS trial was a prospective, multinational, multicenter, double-blind, randomized, active-controlled trial. Patients with stable coronary artery disease or ACS who had undergone PCI with at least 1 drug-eluting stent and on a specified periprocedural clopidogrel dosing regimen underwent platelet function assessment with the VerifyNow P2Y12 test 12 to 24 h after PCI. Patients with high on-treatment platelet reactivity, defined as ≥230 P2Y12 reaction units (PRU), were randomly assigned by an interactive voice response system to treatment with high-dose clopidogrel (600 mg loading dose followed by a 150-mg MD) or standard-dose clopidogrel (no additional loading dose, 75-mg MD). A randomly selected cohort of patients with OTR <230 PRU were selected by the interactive voice response system to be followed in a blinded fashion and treated with a 75-mg MD of clopidogrel, and the remainder exited the study after platelet function testing per protocol. In those treated with study drug, platelet function was reassessed in a blinded fashion 30 ± 7 days and 180 ± 14 days after enrollment.

The genetic substudy was conducted at 48 participating sites, was approved by all institutional review boards, and written informed consent was obtained from all participants. All patients who were entered into the GRAVITAS trial interactive voice response system were eligible to be enrolled in the genetic substudy. A total of 1,170 patients consented and provided blood samples for genotyping either at the time of screening platelet function assessment 12 to 24 h after PCI or during follow-up (Figure 1). Patients were excluded from the analysis if they were not of Caucasian ancestry (self-identified) to avoid potential effects of population stratification.

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Figure 1

Patient Flow

Patient flow in the study from enrollment through follow-up. PCI = percutaneous coronary intervention; PRU = P2Y12 reaction unit.

Genotype analysis

Forty-three SNPs of 17 genes related to platelet reactivity and/or previously implicated for having an effect on clopidogrel responsiveness were genotyped using the MassARRAY platform (Sequenom, San Diego, California). Polymerase chain reaction assays and extension primers for these SNPs were designed using the MassARRAY design software, version 3.1. SNPs were genotyped using the iPLEX Gold assay (Sequenom, Inc., San Diego, California), based on multiplex polymerase chain reaction, followed by a single base primer extension reaction. The masses of the primer extension products correlating with genotype were determined using matrix-assisted laser desorption/ionization time-of-flight mass spectroscopy. Final genotypes were called using the MassARRAY Typer, version 4.0. Seven samples were removed due to low call rates (sample call cutoff = 90%). The mean call rate across the 43 SNPs was 99.6% (range, 93.3% to 100%). Hardy-Weinberg equilibrium was tested in a cohort of 611 patients who consented and had their genetic sample drawn at screening 12 to 24 h after PCI (i.e., patients who were and were not selected to be followed on study drug) because the distribution of OTR in this cohort should better reflect the general PCI population. Equilibrium was observed for 41 of the 43 SNPs, and therefore these were included in subsequent analyses (Table 1).

Table Grahic Jump Location
Table 1Candidate SNPs, Their Frequencies, and Their Associations With On-Treatment Reactivity at 12 to 24 h, 30 Days, and 6 Months After PCI(fn1)
Table Footer NoteR2 values are adjusted for clinical covariates and at 30 days and 6 months for treatment assignment.
Table Footer NoteAllelic frequencies were obtained from the cohort of 611 patients in whom genetic samples were obtained at the time of platelet function assessment after PCI and before study drug assignment or study exit to avoid bias due to the study design. See Methods for more details.
Table Footer NoteA cutoff of p < 0.0012 was determined a priori as the level at which to determine statistical significance to correct for multiple comparisons.
Table Footer Note§No carriers were present in the population enrolled at screening 12 to 24 h after PCI.
Endpoints

The primary pharmacodynamic endpoint was OTR. Pre-specified analyses included the relationship between SNPs and OTR at screening 12 to 24 h after PCI and at 30-day and 6-month follow-up; the change in OTR from screening to 30 days; and the rate of high OTR, defined as ≥230 PRU. The primary efficacy endpoint was a composite of death from cardiovascular causes, nonfatal myocardial infarction, or stent thrombosis. A clinical events committee blinded to treatment assignment and genotype and independent of the sponsor adjudicated all suspected primary efficacy end points, as previously described (28).

Statistical analyses

SNPs were tested for their association with OTR by linear regression using a codominant model after adjusting for clinical characteristics associated with OTR at an α = 0.05 level. These covariates were determined separately for the analyses of OTR at the time of randomization (12 to 24 h after PCI) and at 30 days; 6-month analyses used the same covariates as at 30 days. Bonferroni-adjusted p value cutoffs were used to determine statistical significance. Associations between the 41 genotyped SNPs and on-treatment platelet reactivity were thus evaluated at the α = 0.0012 level of significance (i.e., 0.05 ÷ 41). Multivariate generalized linear regression models were built for significant polymorphisms that included relevant clinical characteristics as fixed covariates. The specific portion of variance explained by genotype and clinical characteristics were determined by calculating the partial η2 from this model. The population-attributable risk of persistently high reactivity was determined by subtracting the incidence of high reactivity at 30 days in noncarriers from the incidence in carriers and noncarriers combined. Categorical variables are reported as counts (percentages) and continuous variables as mean ± SD where appropriate. Because this was a substudy, a target sample size was not pre-specified. The sample size that was achieved provided 90% power to detect an effect size (f2) of 0.021 and 80% power to detect an effect size of 0.017 with α = 0.001. Analyses were performed with SAS version 9.2 (SAS Institute Inc., Cary, North Carolina). The sponsors had no role in the collection, management, analysis, or interpretation of the data or in the preparation, review, or approval of this paper.

A total 1,170 patients provided DNA samples over the course of the study, of which 1,028 were included in the analysis of OTR 12 to 24 h after PCI (Figure 1). Their mean age was 65.3 ± 10.5 years, 301 patients (29.3%) were women, 286 patients (27.8%) had diabetes mellitus, 118 patients (11.5%) presented with ACS, and 450 (44%) displayed normal OTR. A total of 741 patients were assigned to and followed on the study drug: 285 patients displayed high OTR and were randomly assigned to high-dose clopidogrel, 293 patients displayed high OTR and were randomly assigned to standard-dose clopdiogrel, and 157 patients displayed normal OTR and were treated with standard-dose clopidogrel. Repeat platelet function assessment on the study drug was available at 30 days in 702 patients (95%) and at 6 months in 672 patients (91%).

Genetic determinants of OTR after PCI

(Table 1) shows the relationships between the candidate SNPs and OTR 12 to 24 h after PCI adjusted for clinical covariates significantly associated with OTR according to univariate analysis (age, sex, body mass index, current smoking, creatinine clearance <60 ml/min, diabetes mellitus, history of congestive heart failure, hypertension, or hyperlipidemia). The CYP2C19*2 reduced-function allele was significantly associated with OTR (R2 = 0.07, p = 2.2 × 10−15), whereas the PON1 Q192R, ABCB1 3435 C→T, and CYP2C19*17 alleles were not (R2 = 0.002, p = 0.42; R2 < 0.001, p = 0.97; and R2 = 0.005, p = 0.08, respectively). There was a strong trend for an association between the CYP2B6*1B allele and OTR (R2 = 0.013, p = 0.0017). No interaction was observed between the CYP2C19 and CYP2B6 genotypes (p = 0.11).

Carriers of reduced-function CYP2C19 alleles present in the study population (i.e., *2, *3, *4, *6, and *8) were pooled for further analyses. Compared with noncarriers, the risk of high OTR 12 to 24 h after PCI was 2.5-fold greater for carriers of 1 reduced-function CYP2C19 allele and approximately 4.5-fold greater for carriers of 2 reduced-function CYP2C19 alleles (Figure 2).

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Figure 2

Adjusted Odds Ratios for High On-Treatment Reactivity by CYP2C19 Genotype

At randomization (A), at 30 days (B), and at 6 months (C). Odd ratios are versus noncarriers, adjusted for clinical covariates at randomization and for clinical covariates and treatment arm at 30 days and 6 months. The number of patients with high on-treatment reactivity and the total number of patients at risk of high on-treatment reactivity are presented for each comparison. The p values for trend are <0.0001 for the CYP2C19 genotype and the risk of high on-treatment reactivity for all time points. Patient numbers may vary due to the lack of complete data for multivariate analysis in some patients. CI = confidence interval.

Genetic determinants of OTR during follow-up

The CYP2C19*2 allele was significantly associated with OTR at 30 days (R2 = 0.10, p = 1.3 × 10−17) and at 6 months (R2 = 0.07, p = 1.9 × 10−11). Carriage of PON1 Q192R and ABCB1 3435 C→T were not associated with OTR at 30 days or 6 months; an association between CYP2C19*17 carriage and reduced levels of OTR became apparent at 30 days (R2 = 0.022, p = 0.0004), although the association did not reach the threshold of significance at 6 months (R2 = 0.015, p = 0.01) (Table 1). Body mass index, diabetes mellitus, age, and current smoking also contributed significantly to the variance in OTR at both time points in the multivariate model incorporating the CYP2C19 genotype (Table 2).

Table Grahic Jump Location
Table 2Full Multivariate Generalized Linear Models of On-Treatment Reactivity at 30 Days and 6 Months After PCI
Table Footer Noteη2 is the specific portion of variance explained by the characteristic.
Table Footer NoteCYP2C19 genotype was classified according to 0, 1, or 2 loss-of-function alleles.
Clopidogrel MD strategy, CYP2C19 genotype, and OTR

(Figure 3) shows the change in OTR from randomization to 30 days according to treatment arm stratified by the CYP2C19 genotype. After adjustment for treatment assignment, characteristics significantly associated with the change in reactivity from randomization to 30 days on multivariate analysis were CYP2C19 genotype (η2 = 0.054, p < 0.0001), age (η2 = 0.02, p = 0.001), and body mass index (η2 = 0.006, p = 0.032).

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Figure 3

Change in On-Treatment Reactivity From Randomization to 30 Days by CYP2C19 Genotype and Treatment Group

Unadjusted (A) and adjusted (B) for clinical covariates. In the group of patients without high on-treatment reactivity followed on standard-dose clopidogrel, only 1 patient was a carrier of 2 reduced-function CYP2C19 alleles and is not included. Central markers denote the mean, and error bars the SDs. p Values are corrected for multiple comparisons using the Bonferroni method. LOF = loss of function.

CYP2C19 reduced-function allele carriage was associated with a substantially greater risk of high OTR at 30 days and 6 months, particularly for carriers of 2 reduced-function alleles, irrespective of maintenance dosing strategy (Figure 4). Among the patients with high OTR after PCI who were randomly assigned to clopidogrel 150-mg MD, the portion of the risk of persistently high reactivity attributable to reduced-function allele carriage (population-attributable risk) was 5.2%. The population-attributable risk was 7.3% using a cut point of PRU >208 for persistently high reactivity. The CYP2C19 genotype was also significantly associated with a greater risk of persistently high reactivity during follow-up among the patients with high OTR randomly assigned to standard-dose clopidogrel (p = 0.0002) (Figure 4).

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Figure 4

Adjusted Odds Ratios for High On-Treatment Reactivity at 30 Days and 6 Months by CYP2C19 Genotype According to Maintenance Dose Assignment

Odds ratios are versus noncarriers and are adjusted for clinical covariates. (A) High-dose clopidogrel MD at 30 days; p trend = 0.004 for the CYP2C19 genotype. (B) High-dose clopidogrel at 6 months; p trend = 0.003. (C) Standard-dose clopidogrel at 30 days; p trend = 0.0002. (D) Standard-dose clopdiogrel at 6 months; p trend = 0.0002. Patient numbers may vary due to the lack of complete data for multivariate analysis in some patients. CI = confidence interval; MD = maintenance dose.

Clinical outcomes

The primary clinical endpoint of death due to cardiovascular causes, nonfatal myocardial infarction, or stent thrombosis occurred in 14 patients (1.9%) during follow-up. Carriers of 2 reduced-function alleles were at significantly higher risk of the primary endpoint compared with noncarriers (1 event in 24 patients at-risk compared with 11 events in 466 patients at-risk; hazard ratio: 1.58; 95% confidence interval [CI]: 1.04 to 2.41; p = 0.03). There was no association between carriage of 1 reduced-function CYP2C19 allele and the primary endpoint (2 events in 244 patients at risk; hazard ratio: 1.07; 95% CI: 0.91 to 1.25; p = 0.42). There was no association between PON1 Q192R carriage and clinical outcomes (carriers of 1 allele compared with noncarriers: odds ratio: 0.97; 95% CI: 0.83 to 1.14; p = 0.73; carriers of 2 alleles compared with noncarriers: odds ratio: 0.90; 95% CI: 0.69 to 1.17; p = 0.44).

In this prospective substudy of a large, randomized, multicenter clinical trial, we tested the association between OTR and several gene variants that plausibly could be related to interindividual variability in adenosine diphosphate–induced platelet reactivity in patients treated with clopidogrel, including those encoding the CYP450 enzyme family, cell surface receptors, kinases, and other signaling molecules (29). This study provides strong evidence that: 1) CYP2C19 is a key genetic determinant of OTR while receiving clopidogrel early and late after PCI; 2) identification of the CYP2C19 genotype in patients with high OTR according to platelet function testing provides only limited information regarding the risk of persistently high reactivity with clopidogrel 150-mg MD; and 3) it is unlikely that PON1 or ABCB1 contributes significantly to clopidogrel response variability and, by extension, to clopidogrel metabolism.

Despite the clinical risk that appears to be imparted by the CYP2C19 genotype in PCI patients treated with clopidogrel (2122), the pharmacodynamic effect of CYP2C19 among this patient population has not been previously examined in a prospective, multicenter setting. Our finding of a very robust association between the CYP2C19 genotype and OTR is strengthened by several factors: the moderate-to-large effect size (R2 between 0.065 and 0.10 during follow-up, adjusted odds ratios >2.5 for high OTR in carriers of at least 1 reduced-function allele); the magnitude of the p value (<1 × 1010); statistical correction for multiple comparisons; and the low likelihood of population stratification given the homogeneous ethnicity of the analysis cohort. We thereby avoided common pitfalls of candidate gene studies that can lead to false-positive reporting. We believe that these results provide definitive evidence supporting a pharmacodynamic basis for the reported association between CYP2C19 and cardiovascular outcomes. Our findings that, after adjustment for clinical and procedural characteristics, reduced-function CYP2C19 allele carriage explains approximately 10% of clopidogrel response variability in the long-term phase of therapy at 30 days and 7% at 6 months extend previous observations of a similar contribution in the acute setting (14,30), and supports the continued influence of CYP2C19 on clopidogrel pharmacodynamics over time.

In the GRAVITAS trial, high-dose clopidogrel compared with standard-dose clopidogrel did not reduce the incidence of cardiovascular events among patients with high OTR after PCI (28). An insufficient pharmacodynamic response may have contributed in part to the lack of clinical effectiveness observed with high-dose therapy (31). The current study demonstrates that among patients with high OTR according to platelet function testing after PCI, CYP2C19 is a key determinant of a persistently heightened level of OTR with a standard clopidogrel MD and a diminished antiplatelet effect with a high clopidogrel MD. However, in patients randomly assigned to the 150-mg MD of clopidogrel, the portion of the risk of persistently high OTR at 30 days attributable to reduced-function allele carriage was only 5% using the pre-specified definition of high reactivity (>230 PRU) and only 7% using a post hoc definition (>208 PRU) that has been associated with subsequent cardiovascular events (31).

The association that we observed between the CYP2C19*17 allele and an increased antiplatelet effect of clopidogrel was inconsistent, with a significant relationship noted at 30 days but not reaching the threshold for significance after PCI or at 6-month follow-up. Although some observational studies have shown increased platelet inhibition in carriers of the so-called gain-of-function CYP2C19*17 allele (3233), other studies have shown no effect (14,21,3436). The findings of clinical outcome studies are similarly inconsistent (18,25,32,3738). The comparative strength of the association of CYP2C19*2 in our cohort further supports the supposition that reduced-function alleles play the dominant genetic role in determining on-clopidogrel platelet reactivity (36), and, by extension, in influencing clinical outcomes.

We investigated the influence of polymorphisms of the ABCB1 gene, which encodes the P-glycoprotein efflux transporter believed to mediate the intestinal absorption of clopidogrel (16). Data regarding the effect of the ABCB1 3435 C→T polymorphism on clopidogrel pharmacodynamics is limited and inconsistent (14,17,3536). The impact of the ABCB1 genotype on clinical outcomes after PCI has also been discordant between studies (1718,25). In the present study, none of the common polymorphisms of ABCB1, including 3435 C→T, influenced OTR after PCI, at 30 days, or at 6 months, thereby challenging the biological plausibility of an effect of the ABCB1 genotype on clinical outcomes in clopidogrel-treated patients in the acute or maintenance phases.

We assessed the influence of PON1, which encodes the paroxonase-1 enzyme that has been proposed to mediate the rate-limiting step in clopidogrel metabolism (19). A case-cohort and replication study observed that the PON1 Q192R polymorphism was associated with lower paraoxonase-1 plasma activity, lower active metabolite levels, lower platelet inhibition, and a 10-fold greater risk of stent thrombosis in PCI patients receiving clopidogrel (19). We did not detect any influence of PON1 Q192R on the antiplatelet effect of clopidogrel, either in the acute or chronic phase of therapy after PCI. Therefore, according to our findings, there does not appear to be a pharmacodynamic basis for a clinical effect of PON1 on cardiovascular outcomes in clopidogrel-treated patients. A retrospective case-cohort study also did not confirm an effect of PON1 Q192R in patients with stent thrombosis (26), and a retrospective, post hoc single-center study of elective PCI patients also did not observe a relationship between the PON1 genotype and the effect of clopidogrel on residual platelet aggregation by light transmittance aggregometry (39).

Clinical implications

On-treatment reactivity while receiving clopidogrel has been associated with clinical outcomes in a patient-level meta-analysis and in a pharmacodynamic analysis of the GRAVITAS trial (31,40). The findings of the current study have several implications regarding optimal antiplatelet therapy after PCI. The CYP2C19 genotype is predictive of high OTR in both the early and late phases after PCI. Carriers of 2 reduced-function CYP2C19 alleles are highly likely to display levels of OTR associated with adverse outcomes, and a 150-mg MD of clopidogrel had a particularly marginal pharmacodynamic effect in these patients. Therefore, in patients who are identified to be poor metabolizers by genotyping, the use of alternative P2Y12 antagonists that are not influenced by CYP2C19 should be considered if an adequate pharmacodynamic effect is desired. In patients who have undergone platelet function testing and are thereby determined to be at higher risk of ischemic events, additional CYP2C19 genotyping provides little help in identifying who will adequately respond to a 150-mg MD of clopidogrel. Whether even larger doses of clopidogrel may provide an improved response in reduced-function CYP2C19 allele carriers is being examined in the ELEVATE–TIMI 56 (Escalating Clopidogrel by Involving a Genetic Strategy–Thrombolysis In Myocardial Infarction 56) trial (NCT01235351).

Study limitations

A potential limitation of the present study is that the GRAVITAS trial, by design, preferentially enrolled patients with higher levels of OTR. This selection bias potentially reduced the power of our association tests. Procedural characteristics and concomitant medications, including proton pump inhibitor use, were not available for the entire cohort at randomization, but were available and included in the adjusted analyses at follow-up. We did not examine the pharmacodynamic effect of CYP2C19 on different clopidogrel loading doses, although our findings are consistent with those reported by a single-center case-control study (41). The study was not powered to detect the influence of genotype on clinical events, and the significant association between carriage of 2 reduced-function CYP2C19 alleles and outcomes must be considered exploratory and hypothesis generating, although it is consistent with previous reports (18,2122).

The findings of this pharmacogenetic analysis of a multicenter, randomized clinical trial demonstrate a strong and consistent association between the CYP2C19 genotype and OTR while receiving clopidogrel after PCI, present during both the early and long-term phases after the procedure and irrespective of MD. In patients with high OTR identified by platelet function testing, the CYP2C19 genotype provides only limited incremental information regarding the risk of persistently high reactivity with a treatment strategy of clopidogrel 150 mg daily. Our findings do not support a pharmacodynamic basis for the influence of PON1 or ABCB1 on clinical outcomes after PCI in clopidogrel-treated patients.

The authors acknowledge Judy Sheard of the Scripps Translational Science Institute for her assistance in the management of this study.

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Hulot  J.-S., Bura  A., Villard  E.; Cytochrome P450 2C19 loss-of-function polymorphism is a major determinant of clopidogrel responsiveness in healthy subjects. Blood. 108 2006:2244-2247.
CrossRef | PubMed
Brandt  J.T., Close  S.L., Iturria  S.J.; Common polymorphisms of CYP2C19 and CYP2C9 affect the pharmacokinetic and pharmacodynamic response to clopidogrel but not prasugrel. J Thromb Haemost. 5 2007:2428-2436.
CrossRef
Frere  C., Cuisset  T., Morange  P.E.; Effect of cytochrome p450 polymorphisms on platelet reactivity after treatment with clopidogrel in acute coronary syndrome. Am J Cardiol. 101 2008:1088-1093.
CrossRef | PubMed
Kim  K.A., Park  P.W., Hong  S.J., Park  J.Y.; The effect of CYP2C19 polymorphism on the pharmacokinetics and pharmacodynamics of clopidogrel: a possible mechanism for clopidogrel resistance. Clin Pharmacol Ther. 84 2008:236-242.
CrossRef | PubMed
Varenhorst  C., James  S., Erlinge  D.; Genetic variation of CYP2C19 affects both pharmacokinetic and pharmacodynamic responses to clopidogrel but not prasugrel in aspirin-treated patients with coronary artery disease. Eur Heart J. 30 2009:1744-1752.
CrossRef | PubMed
Bouman  H.J., Harmsze  A.M., van Werkum  J.W.; Variability in on-treatment platelet reactivity explained by CYP2C19*2 genotype is modest in clopidogrel pretreated patients undergoing coronary stenting. Heart. 22 2012:169-175.
Shuldiner  A.R., O'Connell  J.R., Bliden  K.P.; Association of cytochrome P450 2C19 genotype with the antiplatelet effect and clinical efficacy of clopidogrel therapy. JAMA. 302 2009:849-857.
CrossRef | PubMed
Kazui  M., Nishiya  Y., Ishizuka  T.; Identification of the human cytochrome P450 enzymes involved in the two oxidative steps in the bioactivation of clopidogrel to its pharmacologically active metabolite. Drug Metab Dispos. 38 2010:92-99.
CrossRef | PubMed
Taubert  D., von Beckerath  N., Grimberg  G.; Impact of P-glycoprotein on clopidogrel absorption. Clin Pharmacol Ther. 80 2006:486-501.
CrossRef | PubMed
Mega  J.L., Close  S.L., Wiviott  S.D.; Genetic variants in ABCB1 and CYP2C19 and cardiovascular outcomes after treatment with clopidogrel and prasugrel in the TRITON-TIMI 38 trial: a pharmacogenetic analysis. Lancet. 376 2010:1312-1319.
CrossRef | PubMed
Simon  T., Verstuyft  C., Mary-Krause  M.; Genetic determinants of response to clopidogrel and cardiovascular events. N Engl J Med. 360 2009:363-375.
CrossRef | PubMed
Bouman  H.J., Schömig  E., van Werkum  J.W.; Paraoxonase-1 is a major determinant of clopidogrel efficacy. Nat Med. 17 2011:110-116.
CrossRef | PubMed
Collet  J.P., Hulot  J.S., Pena  A.; Cytochrome P450 2C19 polymorphism in young patients treated with clopidogrel after myocardial infarction: a cohort study. Lancet. 373 2009:309-317.
CrossRef | PubMed
Mega  J.L., Simon  T., Collet  J.P.; Reduced-function CYP2C19 genotype and risk of adverse clinical outcomes among patients treated with clopidogrel predominantly for PCI: a meta-analysis. JAMA. 304 2010:1821-1830.
CrossRef | PubMed
Hulot  J.S., Collet  J.P., Silvain  J.; Cardiovascular risk in clopidogrel-treated patients according to cytochrome P450 2C19*2 loss-of-function allele or proton pump inhibitor coadministration: a systematic meta-analysis. J Am Coll Cardiol. 56 2010:134-143.
CrossRef | PubMed
Giusti  B., Gori  A.M., Marcucci  R.; Relation of cytochrome P450 2C19 loss-of-function polymorphism to occurrence of drug-eluting coronary stent thrombosis. Am J Cardiol. 103 2009:806-811.
CrossRef | PubMed
Sibbing  D., Stegherr  J., Latz  W.; Cytochrome P450 2C19 loss-of-function polymorphism and stent thrombosis following percutaneous coronary intervention. Eur Heart J. 30 2009:916-922.
CrossRef | PubMed
Wallentin  L., James  S., Storey  R.F.; Effect of CYP2C19 and ABCB1 single nucleotide polymorphisms on outcomes of treatment with ticagrelor versus clopidogrel for acute coronary syndromes: a genetic substudy of the PLATO trial. Lancet. 376 2010:1320-1328.
CrossRef | PubMed
Sibbing  D., Koch  W., Massberg  S.; No association of paraoxonase-1 Q192R genotypes with platelet response to clopidogrel and risk of stent thrombosis after coronary stenting. Eur Heart J. 32 2011:1605-1613.
CrossRef | PubMed
Price  M.J., Berger  P.B., Angiolillo  D.J.; Evaluation of individualized clopidogrel therapy after drug-eluting stent implantation in patients with high residual platelet reactivity: design and rationale of the GRAVITAS trial. Am Heart J. 157 2009:818-824.e1.
CrossRef | PubMed
Price  M.J., Berger  P.B., Teirstein  P.S.; Standard- vs high-dose clopidogrel based on platelet function testing after percutaneous coronary intervention: the GRAVITAS randomized trial. JAMA. 305 2011:1097-1105.
CrossRef | PubMed
Jones  C.I., Bray  S., Garner  S.F.; A functional genomics approach reveals novel quantitative trait loci associated with platelet signaling pathways. Blood. 114 2009:1405-1416.
CrossRef | PubMed
Hochholzer  W., Trenk  D., Fromm  M.F.; Impact of cytochrome P450 2c19 loss-of-function polymorphism and of major demographic characteristics on residual platelet function after loading and maintenance treatment with clopidogrel in patients undergoing elective coronary stent placement. J Am Coll Cardiol. 55 2010:2427-2434.
CrossRef | PubMed
Price  M.J., Angiolillo  D.J., Teirstein  P.S.; Platelet reactivity and cardiovascular outcomes after percutaneous coronary intervention: a time-dependent analysis of the Gauging Responsiveness With a VerifyNow P2Y12 Assay: Impact on Thrombosis and Safety (GRAVITAS) trial. Circulation. 124 2011:1132-1137.
CrossRef | PubMed
Sibbing  D., Koch  W., Gebhard  D.; Cytochrome 2C19*17 allelic variant, platelet aggregation, bleeding events, and stent thrombosis in clopidogrel-treated patients with coronary stent placement. Circulation. 121 2010:512-518.
CrossRef | PubMed
Frere  C., Cuisset  T., Gaborit  B., Alessi  M.C., Hulot  J.S.; CYP2C19*17 allele is associated with better platelet response to clopidogrel in patients admitted for non-ST acute coronary syndrome. J Thromb Haemost. 7 2009:1409-1411.
CrossRef | PubMed
Gurbel  P.A., Shuldiner  A.R., Bliden  K.P., Ryan  K., Pakyz  R.E., Tantry  U.S.; The relation between CYP2C19 genotype and phenotype in stented patients on maintenance dual antiplatelet therapy. Am Heart J. 161 2011:598-604.
CrossRef | PubMed
Gladding  P., Webster  M., Zeng  I.; The pharmacogenetics and pharmacodynamics of clopidogrel response: an analysis from the PRINC (Plavix Response in Coronary Intervention) trial. J Am Coll Cardiol Intv. 1 2008:620-627.
Tantry  U.S., Bliden  K.P., Wei  C.; First analysis of the relation between CYP2C19 genotype and pharmacodynamics in patients treated with ticagrelor versus clopidogrel: the ONSET/OFFSET and RESPOND genotype studies. Circ Cardiovasc Genet. 3 2010:556-566.
CrossRef | PubMed
Pare  G., Mehta  S.R., Yusuf  S.; Effects of CYP2C19 genotype on outcomes of clopidogrel treatment. N Engl J Med. 363 2010:1704-1714.
CrossRef | PubMed
Tiroch  K.A., Sibbing  D., Koch  W.; Protective effect of the CYP2C19 *17 polymorphism with increased activation of clopidogrel on cardiovascular events. Am Heart J. 160 2010:506-512.
CrossRef | PubMed
Trenk  D., Hochholzer  W., Fromm  M.F.; Paraoxonase-1 Q192R polymorphism and antiplatelet effects of clopidogrel in patients undergoing elective coronary stent placement. Circ Cardiovasc Genet. 4 2011:429-436.
CrossRef | PubMed
Brar  S.S., ten Berg  J., Marcucci  R.; Impact of platelet reactivity on clinical outcomes after percutaneous coronary intervention: a collaborative meta-analysis of individual participant data. J Am Coll Cardiol. 58 2011:1945-1954.
CrossRef | PubMed
Collet  J.P., Hulot  J.S., Anzaha  G.; High doses of clopidogrel to overcome genetic resistance: the randomized crossover CLOVIS-2 (Clopidogrel and Response Variability Investigation Study 2). J Am Coll Cardiol Intv. 4 2011:392-402.

Figures

Grahic Jump Location
Figure 1

Patient Flow

Patient flow in the study from enrollment through follow-up. PCI = percutaneous coronary intervention; PRU = P2Y12 reaction unit.

Grahic Jump Location
Figure 2

Adjusted Odds Ratios for High On-Treatment Reactivity by CYP2C19 Genotype

At randomization (A), at 30 days (B), and at 6 months (C). Odd ratios are versus noncarriers, adjusted for clinical covariates at randomization and for clinical covariates and treatment arm at 30 days and 6 months. The number of patients with high on-treatment reactivity and the total number of patients at risk of high on-treatment reactivity are presented for each comparison. The p values for trend are <0.0001 for the CYP2C19 genotype and the risk of high on-treatment reactivity for all time points. Patient numbers may vary due to the lack of complete data for multivariate analysis in some patients. CI = confidence interval.

Grahic Jump Location
Figure 3

Change in On-Treatment Reactivity From Randomization to 30 Days by CYP2C19 Genotype and Treatment Group

Unadjusted (A) and adjusted (B) for clinical covariates. In the group of patients without high on-treatment reactivity followed on standard-dose clopidogrel, only 1 patient was a carrier of 2 reduced-function CYP2C19 alleles and is not included. Central markers denote the mean, and error bars the SDs. p Values are corrected for multiple comparisons using the Bonferroni method. LOF = loss of function.

Grahic Jump Location
Figure 4

Adjusted Odds Ratios for High On-Treatment Reactivity at 30 Days and 6 Months by CYP2C19 Genotype According to Maintenance Dose Assignment

Odds ratios are versus noncarriers and are adjusted for clinical covariates. (A) High-dose clopidogrel MD at 30 days; p trend = 0.004 for the CYP2C19 genotype. (B) High-dose clopidogrel at 6 months; p trend = 0.003. (C) Standard-dose clopidogrel at 30 days; p trend = 0.0002. (D) Standard-dose clopdiogrel at 6 months; p trend = 0.0002. Patient numbers may vary due to the lack of complete data for multivariate analysis in some patients. CI = confidence interval; MD = maintenance dose.

Tables

Table Grahic Jump Location
Table 1Candidate SNPs, Their Frequencies, and Their Associations With On-Treatment Reactivity at 12 to 24 h, 30 Days, and 6 Months After PCI(fn1)
Table Footer NoteR2 values are adjusted for clinical covariates and at 30 days and 6 months for treatment assignment.
Table Footer NoteAllelic frequencies were obtained from the cohort of 611 patients in whom genetic samples were obtained at the time of platelet function assessment after PCI and before study drug assignment or study exit to avoid bias due to the study design. See Methods for more details.
Table Footer NoteA cutoff of p < 0.0012 was determined a priori as the level at which to determine statistical significance to correct for multiple comparisons.
Table Footer Note§No carriers were present in the population enrolled at screening 12 to 24 h after PCI.
Table Grahic Jump Location
Table 2Full Multivariate Generalized Linear Models of On-Treatment Reactivity at 30 Days and 6 Months After PCI
Table Footer Noteη2 is the specific portion of variance explained by the characteristic.
Table Footer NoteCYP2C19 genotype was classified according to 0, 1, or 2 loss-of-function alleles.

Interactive Graphics

Video

References

Yusuf  S., Zhao  F., Mehta  S.R., Chrolavicius  S., Tognoni  G., Fox  K.K.; Effects of clopidogrel in addition to aspirin in patients with acute coronary syndromes without ST-segment elevation. N Engl J Med. 345 2001:494-502.
CrossRef | PubMed
Steinhubl  S.R., Berger  P.B., Mann  J.T.  3rd; Early and sustained dual oral antiplatelet therapy following percutaneous coronary intervention: a randomized controlled trial. JAMA. 288 2002:2411-2420.
CrossRef | PubMed
Sabatine  M.S., Cannon  C.P., Gibson  C.M.; Effect of clopidogrel pretreatment before percutaneous coronary intervention in patients with ST-elevation myocardial infarction treated with fibrinolytics: the PCI-CLARITY study. JAMA. 294 2005:1224-1232.
CrossRef | PubMed
Angiolillo  D.J., Fernandez-Ortiz  A., Bernardo  E.; Variability in individual responsiveness to clopidogrel: clinical implications, management, and future perspectives. J Am Coll Cardiol. 49 2007:1505-1516.
CrossRef | PubMed
von Beckerath  N., Taubert  D., Pogatsa-Murray  G., Schomig  E., Kastrati  A., Schomig  A.; Absorption, metabolization, and antiplatelet effects of 300-, 600-, and 900-mg loading doses of clopidogrel: results of the ISAR-CHOICE (Intracoronary Stenting and Antithrombotic Regimen: Choose Between 3 High Oral Doses for Immediate Clopidogrel Effect) trial. Circulation. 112 2005:2946-2950.
PubMed
Price  M.J., Coleman  J.L., Steinhubl  S.R., Wong  G.B., Cannon  C.P., Teirstein  P.S.; Onset and offset of platelet inhibition after high-dose clopidogrel loading and standard daily therapy measured by a point-of-care assay in healthy volunteers. Am J Cardiol. 98 2006:681-684.
CrossRef | PubMed
Gurbel  P.A., Bliden  K.P., Hiatt  B.L., O'Connor  C.M.; Clopidogrel for coronary stenting: response variability, drug resistance, and the effect of pretreatment platelet reactivity. Circulation. 107 2003:2908-2913.
CrossRef | PubMed
Hulot  J.-S., Bura  A., Villard  E.; Cytochrome P450 2C19 loss-of-function polymorphism is a major determinant of clopidogrel responsiveness in healthy subjects. Blood. 108 2006:2244-2247.
CrossRef | PubMed
Brandt  J.T., Close  S.L., Iturria  S.J.; Common polymorphisms of CYP2C19 and CYP2C9 affect the pharmacokinetic and pharmacodynamic response to clopidogrel but not prasugrel. J Thromb Haemost. 5 2007:2428-2436.
CrossRef
Frere  C., Cuisset  T., Morange  P.E.; Effect of cytochrome p450 polymorphisms on platelet reactivity after treatment with clopidogrel in acute coronary syndrome. Am J Cardiol. 101 2008:1088-1093.
CrossRef | PubMed
Kim  K.A., Park  P.W., Hong  S.J., Park  J.Y.; The effect of CYP2C19 polymorphism on the pharmacokinetics and pharmacodynamics of clopidogrel: a possible mechanism for clopidogrel resistance. Clin Pharmacol Ther. 84 2008:236-242.
CrossRef | PubMed
Varenhorst  C., James  S., Erlinge  D.; Genetic variation of CYP2C19 affects both pharmacokinetic and pharmacodynamic responses to clopidogrel but not prasugrel in aspirin-treated patients with coronary artery disease. Eur Heart J. 30 2009:1744-1752.
CrossRef | PubMed
Bouman  H.J., Harmsze  A.M., van Werkum  J.W.; Variability in on-treatment platelet reactivity explained by CYP2C19*2 genotype is modest in clopidogrel pretreated patients undergoing coronary stenting. Heart. 22 2012:169-175.
Shuldiner  A.R., O'Connell  J.R., Bliden  K.P.; Association of cytochrome P450 2C19 genotype with the antiplatelet effect and clinical efficacy of clopidogrel therapy. JAMA. 302 2009:849-857.
CrossRef | PubMed
Kazui  M., Nishiya  Y., Ishizuka  T.; Identification of the human cytochrome P450 enzymes involved in the two oxidative steps in the bioactivation of clopidogrel to its pharmacologically active metabolite. Drug Metab Dispos. 38 2010:92-99.
CrossRef | PubMed
Taubert  D., von Beckerath  N., Grimberg  G.; Impact of P-glycoprotein on clopidogrel absorption. Clin Pharmacol Ther. 80 2006:486-501.
CrossRef | PubMed
Mega  J.L., Close  S.L., Wiviott  S.D.; Genetic variants in ABCB1 and CYP2C19 and cardiovascular outcomes after treatment with clopidogrel and prasugrel in the TRITON-TIMI 38 trial: a pharmacogenetic analysis. Lancet. 376 2010:1312-1319.
CrossRef | PubMed
Simon  T., Verstuyft  C., Mary-Krause  M.; Genetic determinants of response to clopidogrel and cardiovascular events. N Engl J Med. 360 2009:363-375.
CrossRef | PubMed
Bouman  H.J., Schömig  E., van Werkum  J.W.; Paraoxonase-1 is a major determinant of clopidogrel efficacy. Nat Med. 17 2011:110-116.
CrossRef | PubMed
Collet  J.P., Hulot  J.S., Pena  A.; Cytochrome P450 2C19 polymorphism in young patients treated with clopidogrel after myocardial infarction: a cohort study. Lancet. 373 2009:309-317.
CrossRef | PubMed
Mega  J.L., Simon  T., Collet  J.P.; Reduced-function CYP2C19 genotype and risk of adverse clinical outcomes among patients treated with clopidogrel predominantly for PCI: a meta-analysis. JAMA. 304 2010:1821-1830.
CrossRef | PubMed
Hulot  J.S., Collet  J.P., Silvain  J.; Cardiovascular risk in clopidogrel-treated patients according to cytochrome P450 2C19*2 loss-of-function allele or proton pump inhibitor coadministration: a systematic meta-analysis. J Am Coll Cardiol. 56 2010:134-143.
CrossRef | PubMed
Giusti  B., Gori  A.M., Marcucci  R.; Relation of cytochrome P450 2C19 loss-of-function polymorphism to occurrence of drug-eluting coronary stent thrombosis. Am J Cardiol. 103 2009:806-811.
CrossRef | PubMed
Sibbing  D., Stegherr  J., Latz  W.; Cytochrome P450 2C19 loss-of-function polymorphism and stent thrombosis following percutaneous coronary intervention. Eur Heart J. 30 2009:916-922.
CrossRef | PubMed
Wallentin  L., James  S., Storey  R.F.; Effect of CYP2C19 and ABCB1 single nucleotide polymorphisms on outcomes of treatment with ticagrelor versus clopidogrel for acute coronary syndromes: a genetic substudy of the PLATO trial. Lancet. 376 2010:1320-1328.
CrossRef | PubMed
Sibbing  D., Koch  W., Massberg  S.; No association of paraoxonase-1 Q192R genotypes with platelet response to clopidogrel and risk of stent thrombosis after coronary stenting. Eur Heart J. 32 2011:1605-1613.
CrossRef | PubMed
Price  M.J., Berger  P.B., Angiolillo  D.J.; Evaluation of individualized clopidogrel therapy after drug-eluting stent implantation in patients with high residual platelet reactivity: design and rationale of the GRAVITAS trial. Am Heart J. 157 2009:818-824.e1.
CrossRef | PubMed
Price  M.J., Berger  P.B., Teirstein  P.S.; Standard- vs high-dose clopidogrel based on platelet function testing after percutaneous coronary intervention: the GRAVITAS randomized trial. JAMA. 305 2011:1097-1105.
CrossRef | PubMed
Jones  C.I., Bray  S., Garner  S.F.; A functional genomics approach reveals novel quantitative trait loci associated with platelet signaling pathways. Blood. 114 2009:1405-1416.
CrossRef | PubMed
Hochholzer  W., Trenk  D., Fromm  M.F.; Impact of cytochrome P450 2c19 loss-of-function polymorphism and of major demographic characteristics on residual platelet function after loading and maintenance treatment with clopidogrel in patients undergoing elective coronary stent placement. J Am Coll Cardiol. 55 2010:2427-2434.
CrossRef | PubMed
Price  M.J., Angiolillo  D.J., Teirstein  P.S.; Platelet reactivity and cardiovascular outcomes after percutaneous coronary intervention: a time-dependent analysis of the Gauging Responsiveness With a VerifyNow P2Y12 Assay: Impact on Thrombosis and Safety (GRAVITAS) trial. Circulation. 124 2011:1132-1137.
CrossRef | PubMed
Sibbing  D., Koch  W., Gebhard  D.; Cytochrome 2C19*17 allelic variant, platelet aggregation, bleeding events, and stent thrombosis in clopidogrel-treated patients with coronary stent placement. Circulation. 121 2010:512-518.
CrossRef | PubMed
Frere  C., Cuisset  T., Gaborit  B., Alessi  M.C., Hulot  J.S.; CYP2C19*17 allele is associated with better platelet response to clopidogrel in patients admitted for non-ST acute coronary syndrome. J Thromb Haemost. 7 2009:1409-1411.
CrossRef | PubMed
Gurbel  P.A., Shuldiner  A.R., Bliden  K.P., Ryan  K., Pakyz  R.E., Tantry  U.S.; The relation between CYP2C19 genotype and phenotype in stented patients on maintenance dual antiplatelet therapy. Am Heart J. 161 2011:598-604.
CrossRef | PubMed
Gladding  P., Webster  M., Zeng  I.; The pharmacogenetics and pharmacodynamics of clopidogrel response: an analysis from the PRINC (Plavix Response in Coronary Intervention) trial. J Am Coll Cardiol Intv. 1 2008:620-627.
Tantry  U.S., Bliden  K.P., Wei  C.; First analysis of the relation between CYP2C19 genotype and pharmacodynamics in patients treated with ticagrelor versus clopidogrel: the ONSET/OFFSET and RESPOND genotype studies. Circ Cardiovasc Genet. 3 2010:556-566.
CrossRef | PubMed
Pare  G., Mehta  S.R., Yusuf  S.; Effects of CYP2C19 genotype on outcomes of clopidogrel treatment. N Engl J Med. 363 2010:1704-1714.
CrossRef | PubMed
Tiroch  K.A., Sibbing  D., Koch  W.; Protective effect of the CYP2C19 *17 polymorphism with increased activation of clopidogrel on cardiovascular events. Am Heart J. 160 2010:506-512.
CrossRef | PubMed
Trenk  D., Hochholzer  W., Fromm  M.F.; Paraoxonase-1 Q192R polymorphism and antiplatelet effects of clopidogrel in patients undergoing elective coronary stent placement. Circ Cardiovasc Genet. 4 2011:429-436.
CrossRef | PubMed
Brar  S.S., ten Berg  J., Marcucci  R.; Impact of platelet reactivity on clinical outcomes after percutaneous coronary intervention: a collaborative meta-analysis of individual participant data. J Am Coll Cardiol. 58 2011:1945-1954.
CrossRef | PubMed
Collet  J.P., Hulot  J.S., Anzaha  G.; High doses of clopidogrel to overcome genetic resistance: the randomized crossover CLOVIS-2 (Clopidogrel and Response Variability Investigation Study 2). J Am Coll Cardiol Intv. 4 2011:392-402.

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