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1.
Circulation ; 2024 Jun 20.
Article in English | MEDLINE | ID: mdl-38899464

ABSTRACT

There is significant variability in the efficacy and safety of oral P2Y12 inhibitors, which are used to prevent ischemic outcomes in common diseases such as coronary and peripheral arterial disease and stroke. Clopidogrel, a prodrug, is the most used oral P2Y12 inhibitor and is activated primarily after being metabolized by a highly polymorphic hepatic cytochrome CYP2C219 enzyme. Loss-of-function genetic variants in CYP2C219 are common, can result in decreased active metabolite levels and increased on-treatment platelet aggregation, and are associated with increased ischemic events on clopidogrel therapy. Such patients can be identified by CYP2C19 genetic testing and can be treated with alternative therapy. Conversely, universal use of potent oral P2Y12 inhibitors such as ticagrelor or prasugrel, which are not dependent on CYP2C19 for activation, has been recommended but can result in increased bleeding. Recent clinical trials and meta-analyses have demonstrated that a precision medicine approach in which loss-of-function carriers are prescribed ticagrelor or prasugrel and noncarriers are prescribed clopidogrel results in reducing ischemic events without increasing bleeding risk. The evidence to date supports CYP2C19 genetic testing before oral P2Y12 inhibitors are prescribed in patients with acute coronary syndromes or percutaneous coronary intervention. Clinical implementation of such genetic testing will depend on among multiple factors: rapid availability of results or adoption of the concept of performing preemptive genetic testing, provision of easy-to-understand results with therapeutic recommendations, and seamless integration in the electronic health record.

2.
Eur Heart J ; 43(10): 959-967, 2022 Mar 07.
Article in English | MEDLINE | ID: mdl-34918066

ABSTRACT

AIMS: Guidelines recommend the use of potent P2Y12 inhibitors over clopidogrel for the reduction of ischaemic events in patients with acute coronary syndrome (ACS). However, this comes at the expense of increased bleeding. A guided selection of P2Y12 inhibiting therapy has the potential to overcome this limitation. We aimed at evaluating the comparative safety and efficacy of guided vs. routine selection of potent P2Y12 inhibiting therapy in patients with ACS. METHODS AND RESULTS: We performed a network meta-analysis of randomized controlled trials (RCTs) comparing different oral P2Y12 inhibitors currently recommended for the treatment of patients with ACS (clopidogrel, prasugrel, and ticagrelor). RCTs including a guided approach (i.e. platelet function or genetic testing) vs. standard selection of P2Y12 inhibitors among patients with ACS were also included. Incidence rate ratios (IRR) and associated 95% confidence intervals (CIs) were estimated. P-scores were used to estimate hierarchies of efficacy and safety. The primary efficacy endpoint was major adverse cardiovascular events (MACE) and the primary safety endpoint was all bleeding. A total of 61 898 patients from 15 RCTs were included. Clopidogrel was used as reference treatment. A guided approach was the only strategy associated with reduced MACE (IRR: 0.80, 95% CI: 0.65-0.98) without any significant trade-off in all bleeding (IRR: 1.22, 95% CI: 0.96-1.55). A guided approach and prasugrel were associated with reduced myocardial infarction. A guided approach, prasugrel, and ticagrelor were associated with reduced stent thrombosis. Ticagrelor was also associated with reduced total and cardiovascular mortality. Prasugrel was associated with increased major bleeding. Prasugrel and ticagrelor were associated with increased minor bleeding. The incidence of stroke did not differ between treatments. CONCLUSION: In patients with an ACS, compared with routine selection of potent P2Y12 inhibiting therapy (prasugrel or ticagrelor), a guided selection of P2Y12 inhibiting therapy is associated with the most favourable balance between safety and efficacy. These findings support a broader adoption of guided approach for the selection of P2Y12 inhibiting therapy in patients with ACS. STUDY REGISTRATION NUMBER: This study is registered in PROSPERO (CRD42021258603). KEY QUESTION: A guided selection of P2Y12 inhibiting therapy using platelet function or genetic testing improves outcomes among patients undergoing percutaneous coronary intervention. Nevertheless, the comparative safety and efficacy of a guided versus routine selection of potent P2Y12-inhibiting therapy in acute coronary syndrome has not been explored. KEY FINDING: In a comprehensive network meta-analysis including the totality of available evidence and using clopidogrel as treatment reference, a guided approach was the only strategy associated with reduced major adverse cardiovascular events without any significant trade-off in bleeding. Prasugrel and ticagrelor increased bleeding and only ticagrelor reduced mortality. TAKE HOME MESSAGE: A guided selection of P2Y12-inhibiting therapy represents the strategy associated with the most favourable balance between safety and efficacy. These findings support a broader adoption of guided P2Y12 inhibiting therapy in patients with acute coronary syndrome.


Subject(s)
Acute Coronary Syndrome , Percutaneous Coronary Intervention , Humans , Network Meta-Analysis , Platelet Aggregation Inhibitors/adverse effects , Platelet Aggregation Inhibitors/therapeutic use , Prasugrel Hydrochloride/adverse effects , Prasugrel Hydrochloride/therapeutic use , Purinergic P2Y Receptor Antagonists/adverse effects , Purinergic P2Y Receptor Antagonists/therapeutic use , Randomized Controlled Trials as Topic , Ticagrelor/adverse effects , Ticagrelor/therapeutic use , Treatment Outcome
3.
Pharmacogenomics J ; 22(1): 62-68, 2022 02.
Article in English | MEDLINE | ID: mdl-34642472

ABSTRACT

Single nucleotide polymorphisms (SNPs) have been associated with differential beta-blocker (BB) effects on heart rate, blood pressure, and left ventricular ejection fraction in various patient populations. This study aimed to determine if SNPs previously associated with BB response are also associated with differential survival in heart failure (HF) patients receiving BBs. HF patient data were derived from electronic health records and the Social Security Death Index. Associations and interactions between BB dose, SNP genotype, and the outcome of death were assessed using a Cox proportional-hazard model adjusting for covariates known to be associated with differential survival in HF patients. Two SNPs, ADRB1 Arg389Gly and ADRB2 Glu27Gln, displayed significant interactions (Pint = 0.043 and Pint = 0.017, respectively) with BB dose and their association with mortality. Our study suggests that ADRB2 27Glu and ADRB1 389Arg may confer a larger survival benefit with higher BB doses in patients with HF.


Subject(s)
Adrenergic beta-Antagonists/therapeutic use , Heart Failure/drug therapy , Heart Failure/mortality , Receptors, Adrenergic, beta-1/genetics , Receptors, Adrenergic, beta-2/genetics , Adrenergic beta-Antagonists/administration & dosage , Aged , Aged, 80 and over , Dose-Response Relationship, Drug , Female , Genotype , Humans , Male , Middle Aged , Polymorphism, Genetic/genetics , Polymorphism, Single Nucleotide , Proportional Hazards Models , Survival Analysis
4.
Pharmacogenomics J ; 21(4): 476-483, 2021 08.
Article in English | MEDLINE | ID: mdl-33824430

ABSTRACT

Carbamazepine (CBZ)-induced Stevens-Johnson syndrome and toxic epidermal necrolysis (SJS/TEN) are strongly associated with the HLA-B*15:02 allele. Screening HLA-B*15:02 before CBZ administration might prevent CBZ-induced SJS/TEN by enabling clinicians to prescribe alternative therapy for positive patients. Similar to other Southeastern Asian countries, HLA-B*15:02 is highly prevalent in Indonesia. Therefore, we assessed the economic value of HLA-B*15:02 screening before CBZ prescription to patients with epilepsy in Indonesia. A generic cost-effectiveness model and decision support tool, developed to enable users to perform an initial cost-effectiveness analysis from a healthcare provider/payer perspective, were used to assess the value of HLA-B*15:02 genotyping. The incremental cost-effectiveness ratio of adopting universal HLA-B*15:02 screening was 656,444,671 Indonesian Rupiah (IDR)/quality-adjusted life year (QALY) gained for patients compared with 2,634,975,574 IDR/QALY gained for providing valproic acid (alternative drug) without screening. Thus, neither HLA-B*15:02 screening nor substitution with VPA meets the Indonesian threshold for cost effectiveness. However, the improved outcomes with this test in other Asian countries may inform the desirability of implementation in Indonesia even with suboptimal cost-effectiveness.


Subject(s)
Asian People/genetics , Epilepsy/genetics , Genetic Predisposition to Disease/genetics , HLA-B15 Antigen/genetics , Stevens-Johnson Syndrome/genetics , Adult , Alleles , Anticonvulsants/adverse effects , Anticonvulsants/therapeutic use , Carbamazepine/adverse effects , Carbamazepine/therapeutic use , Cost-Benefit Analysis , Epilepsy/drug therapy , Female , Genetic Testing/methods , Genotype , Humans , Indonesia , Male , Quality-Adjusted Life Years , Risk Factors
5.
Pharmacogenomics J ; 21(6): 657-663, 2021 12.
Article in English | MEDLINE | ID: mdl-34075203

ABSTRACT

We aimed to determine the potential value of panel-based pharmacogenetic (PGx) testing in patients with chronic pain or gastroesophageal reflux disease (GERD) who underwent single-gene PGx testing to guide opioid or proton pump inhibitor (PPI) therapy, respectively. Of 448 patients included (chronic pain, n = 337; GERD, n = 111), mean age was 57 years, 68% were female, and 73% were white. Excluding opiates for the pain cohort and PPIs for the GERD cohort, 76.6% of patients with pain and 71.2% with GERD were prescribed at least one additional medication with a high level of PGx evidence, most commonly ondansetron or selective serotonin reuptake inhibitors. The most common genes that could inform PGx drug prescribing were CYP2C19, CYP2D6, CYP2C9, and SLCO1B1. Our findings suggest that patients with chronic pain or GERD are commonly prescribed drugs with a high level of evidence for a PGx-guided approach, supporting panel-based testing in these populations.


Subject(s)
Analgesics, Opioid/therapeutic use , Chronic Pain/drug therapy , Gastroesophageal Reflux/drug therapy , Pharmacogenomic Testing , Pharmacogenomic Variants , Precision Medicine , Proton Pump Inhibitors/therapeutic use , Adult , Aged , Analgesics, Opioid/adverse effects , Chronic Pain/diagnosis , Chronic Pain/genetics , Clinical Decision-Making , Cytochrome P-450 CYP2C19/genetics , Cytochrome P-450 CYP2C9/genetics , Cytochrome P-450 CYP2D6/genetics , Female , Gastroesophageal Reflux/diagnosis , Gastroesophageal Reflux/genetics , Humans , Liver-Specific Organic Anion Transporter 1/genetics , Male , Middle Aged , Pharmacogenetics , Pragmatic Clinical Trials as Topic , Predictive Value of Tests , Proton Pump Inhibitors/adverse effects
6.
Genet Med ; 23(4): 621-628, 2021 04.
Article in English | MEDLINE | ID: mdl-33420349

ABSTRACT

PURPOSE: Cytochrome P450 2D6 (CYP2D6) genotype-guided opioid prescribing is limited. The purpose of this type 2 hybrid implementation-effectiveness trial was to evaluate the feasibility of clinically implementing CYP2D6-guided postsurgical pain management and determine that such an approach did not worsen pain control. METHODS: Adults undergoing total joint arthroplasty were randomized 2:1 to genotype-guided or usual pain management. For participants in the genotype-guided arm with a CYP2D6 poor (PM), intermediate (IM), or ultrarapid (UM) metabolizer phenotype, recommendations were to avoid hydrocodone, tramadol, codeine, and oxycodone. The primary endpoints were feasibility metrics and opioid use; pain intensity was a secondary endpoint. Effectiveness outcomes were collected 2 weeks postsurgery. RESULTS: Of 282 patients approached, 260 (92%) agreed to participate. In the genotype-guided arm, 20% had a high-risk (IM/PM/UM) phenotype, of whom 72% received an alternative opioid versus 0% of usual care participants (p < 0.001). In an exploratory analysis, there was less opioid consumption (200 [104-280] vs. 230 [133-350] morphine milligram equivalents; p = 0.047) and similar pain intensity (2.6 ± 0.8 vs. 2.5 ± 0.7; p = 0.638) in the genotype-guided vs. usual care arm, respectively. CONCLUSION: Implementing CYP2D6 to guide postoperative pain management is feasible and may lead to lower opioid use without compromising pain control.


Subject(s)
Analgesics, Opioid , Cytochrome P-450 CYP2D6 , Adult , Analgesics, Opioid/therapeutic use , Cytochrome P-450 CYP2D6/genetics , Genotype , Humans , Oxycodone/therapeutic use , Pain, Postoperative/drug therapy , Practice Patterns, Physicians'
7.
Genet Med ; 23(12): 2335-2341, 2021 12.
Article in English | MEDLINE | ID: mdl-34282303

ABSTRACT

PURPOSE: The increased availability of clinical pharmacogenetic (PGx) guidelines and decreasing costs for genetic testing have slowly led to increased utilization of PGx testing in clinical practice. Pre-emptive PGx testing, where testing is performed in advance of drug prescribing, is one means to ensure results are available at the time of prescribing decisions. However, the most efficient and effective methods to clinically implement this strategy remain unclear. METHODS: In this report, we compare and contrast implementation strategies for pre-emptive PGx testing by 15 early-adopter institutions. We surveyed these groups, collecting data on testing approaches, team composition, and workflow dynamics, in addition to estimated third-party reimbursement rates. RESULTS: We found that while pre-emptive PGx testing models varied across sites, institutions shared several commonalities, including methods to identify patients eligible for testing, involvement of a precision medicine clinical team in program leadership, and the implementation of pharmacogenes with Clinical Pharmacogenetics Implementation Consortium guidelines available. Finally, while reimbursement rate data were difficult to obtain, the data available suggested that reimbursement rates for pre-emptive PGx testing remain low. CONCLUSION: These findings should inform the establishment of future implementation efforts at institutions considering a pre-emptive PGx testing program.


Subject(s)
Pharmacogenetics , Pharmacogenomic Testing , Drug Prescriptions , Genetic Testing , Humans , Pharmacogenetics/methods , Precision Medicine/methods
8.
Genet Med ; 23(7): 1185-1191, 2021 07.
Article in English | MEDLINE | ID: mdl-33782552

ABSTRACT

PURPOSE: A critical gap in the adoption of genomic medicine into medical practice is the need for the rigorous evaluation of the utility of genomic medicine interventions. METHODS: The Implementing Genomics in Practice Pragmatic Trials Network (IGNITE PTN) was formed in 2018 to measure the clinical utility and cost-effectiveness of genomic medicine interventions, to assess approaches for real-world application of genomic medicine in diverse clinical settings, and to produce generalizable knowledge on clinical trials using genomic interventions. Five clinical sites and a coordinating center evaluated trial proposals and developed working groups to enable their implementation. RESULTS: Two pragmatic clinical trials (PCTs) have been initiated, one evaluating genetic risk APOL1 variants in African Americans in the management of their hypertension, and the other to evaluate the use of pharmacogenetic testing for medications to manage acute and chronic pain as well as depression. CONCLUSION: IGNITE PTN is a network that carries out PCTs in genomic medicine; it is focused on diversity and inclusion of underrepresented minority trial participants; it uses electronic health records and clinical decision support to deliver the interventions. IGNITE PTN will develop the evidence to support (or oppose) the adoption of genomic medicine interventions by patients, providers, and payers.


Subject(s)
Decision Support Systems, Clinical , Genomics , Apolipoprotein L1 , Electronic Health Records , Humans , Pharmacogenomic Testing , Precision Medicine
9.
Pharmacogenomics J ; 20(2): 277-284, 2020 04.
Article in English | MEDLINE | ID: mdl-31653973

ABSTRACT

The objective of this study is to estimate the prevalence of VKORC1, CYP2C9, and CYP4F2 genetic variants and their contribution to warfarin dose variability in Qataris. One hundred and fifty warfarin-treated Qatari patients on a stable dose and with a therapeutic INR for at least three consecutive clinic visits were recruited. Saliva samples were collected using Oragene DNA self-collection kit, followed by DNA purification and genotyping via TaqMan Real-Time-PCR assay. The population was stratified into derivation and validation cohorts for the dosing model. The minor allele frequency (MAF) of VKORC1 (-1639G>A) was A (0.47), while the MAF's for the CYP2C9*2 and *3 and CYP4F2*3 were T (0.12), C (0.04) and T (0.43), respectively. Carriers of at least one CYP2C9 decreased function allele (*2 or *3) required lower median (IQR) warfarin doses compared to noncarriers [24.5 (14.5) mg/week vs. 35 (21) mg/week, p < 0.001]. Similarly, carriers of each additional copy of (A) variant in VKORC1 (-1639G>A) led to reduction in warfarin dose requirement compared to noncarriers [21(7.5) vs. 31.5(18.7) vs. 43.7(15), p < 0.0001]. CYP4F2*3 polymorphism on the other hand was not associated with warfarin dose. Multivariate analysis on the derivation cohort (n = 104) showed that a dosing model consisting of hypertension (HTN), heart failure (HF), VKORC1 (-1639G>A), CYP2C9*2 & *3, and smoking could explain 39.2% of warfarin dose variability in Qataris (P < 0.001). In the validation cohort (n = 45), correlation between predicted and actual warfarin doses was moderate (Spearman's rho correlation coefficient = 0.711, p < 0.001). This study concluded that VKORC1 (-1639G>A), CYP2C9*2 & *3 are the most significant predictors of warfarin dose along with HTN, HF and smoking.


Subject(s)
Anticoagulants/administration & dosage , Cytochrome P-450 CYP2C9/genetics , Population Surveillance , Vitamin K Epoxide Reductases/genetics , Warfarin/administration & dosage , Aged , Cohort Studies , Cross-Sectional Studies , Dose-Response Relationship, Drug , Female , Heart Diseases/drug therapy , Heart Diseases/epidemiology , Heart Diseases/genetics , Humans , Male , Middle Aged , Qatar/epidemiology , Smoking/epidemiology , Smoking/genetics
10.
Pharmacogenomics J ; 20(5): 724-735, 2020 10.
Article in English | MEDLINE | ID: mdl-32042096

ABSTRACT

Current guidelines recommend dual antiplatelet therapy (DAPT) consisting of aspirin and a P2Y12 inhibitors following percutaneous coronary intervention (PCI). CYP2C19 genotype can guide DAPT selection, prescribing ticagrelor or prasugrel for loss-of-function (LOF) allele carriers (genotype-guided escalation). Cost-effectiveness analyses (CEA) are traditionally grounded in clinical trial data. We conduct a CEA using real-world data using a 1-year decision-analytic model comparing primary strategies: universal empiric clopidogrel (base case), universal ticagrelor, and genotype-guided escalation. We also explore secondary strategies commonly implemented in practice, wherein all patients are prescribed ticagrelor for 30 days post PCI. After 30 days, all patients are switched to clopidogrel irrespective of genotype (nonguided de-escalation) or to clopidogrel only if patients do not harbor an LOF allele (genotype-guided de-escalation). Compared with universal clopidogrel, both universal ticagrelor and genotype-guided escalation were superior with improvement in quality-adjusted life years (QALY's). Only genotype-guided escalation was cost-effective ($42,365/QALY) and demonstrated the highest probability of being cost-effective across conventional willingness-to-pay thresholds. In the secondary analysis, compared with the nonguided de-escalation strategy, although genotype-guided de-escalation and universal ticagrelor were more effective, with ICER of $188,680/QALY and $678,215/QALY, respectively, they were not cost-effective. CYP2C19 genotype-guided antiplatelet prescribing is cost-effective compared with either universal clopidogrel or universal ticagrelor using real-world implementation data. The secondary analysis suggests genotype-guided and nonguided de-escalation may be viable strategies, needing further evaluation.


Subject(s)
Acute Coronary Syndrome/economics , Acute Coronary Syndrome/therapy , Cytochrome P-450 CYP2C19/genetics , Drug Costs , Molecular Diagnostic Techniques/economics , Percutaneous Coronary Intervention , Pharmacogenomic Variants , Platelet Aggregation Inhibitors/economics , Platelet Aggregation Inhibitors/therapeutic use , Acute Coronary Syndrome/genetics , Aspirin/economics , Aspirin/therapeutic use , Clopidogrel/economics , Clopidogrel/therapeutic use , Cost-Benefit Analysis , Decision Support Techniques , Dual Anti-Platelet Therapy/economics , Humans , Percutaneous Coronary Intervention/adverse effects , Platelet Aggregation Inhibitors/adverse effects , Predictive Value of Tests , Quality-Adjusted Life Years , Ticagrelor/economics , Ticagrelor/therapeutic use , Time Factors , Treatment Outcome
12.
Genet Med ; 22(11): 1898-1902, 2020 11.
Article in English | MEDLINE | ID: mdl-32678355

ABSTRACT

PURPOSE: Genotype-guided antiplatelet therapy is increasingly being incorporated into clinical care. The purpose of this study is to determine the extent to which patients initially genotyped for CYP2C19 to guide antiplatelet therapy were prescribed additional medications affected by CYP2C19. METHODS: We assembled a cohort of patients from eight sites performingCYP2C19 genotyping to inform antiplatelet therapy. Medication orders were evaluated from time of genotyping through one year. The primary endpoint was the proportion of patients prescribed two or more CYP2C19 substrates. Secondary endpoints were the proportion of patients with a drug-genotype interaction and time to receiving a CYP2C19 substrate. RESULTS: Nine thousand one hundred ninety-one genotyped patients (17% nonwhite) with a mean age of 68 ± 3 years were evaluated; 4701 (51%) of patients received two or more CYP2C19 substrates and 3835 (42%) of patients had a drug-genotype interaction. The average time between genotyping and CYP2C19 substrate other than antiplatelet therapy was 25 ± 10 days. CONCLUSIONS: More than half of patients genotyped in the setting of CYP2C19-guided antiplatelet therapy received another medication impacted by CYP2C19 in the following year. Given that genotype is stable for a patient's lifetime, this finding has implications for cost effectiveness, patient care, and treatment outcomes beyond the indication for which it was originally performed.


Subject(s)
Percutaneous Coronary Intervention , Platelet Aggregation Inhibitors , Aged , Clopidogrel/therapeutic use , Cytochrome P-450 CYP2C19/genetics , Genotype , Humans
13.
Genet Med ; 22(1): 160-169, 2020 01.
Article in English | MEDLINE | ID: mdl-31316169

ABSTRACT

PURPOSE: To evaluate the frequency and clinical impact of switches in antiplatelet therapy following implementation of CYP2C19 genotyping after percutaneous coronary intervention (PCI). METHODS: The frequency of escalation (clopidogrel switched to prasugrel/ticagrelor) and de-escalation (prasugrel/ticagrelor switched to clopidogrel) was evaluated in 1063 PCI patients who underwent CYP2C19 genotyping. Risk of major adverse cardiovascular or cerebrovascular (MACCE) and bleeding events over one year was evaluated. RESULTS: Antiplatelet therapy switches were common (19%), with escalation (101/115: 88%) and de-escalation (77/84: 92%) occurring predominantly in patients with and without a CYP2C19 nonfunctional allele, respectively. Nonfunctional allele carriers initiated and continued on clopidogrel had a significantly higher risk of experiencing either a MACCE or bleeding event compared with those escalated to prasugrel/ticagrelor (52 vs. 19 events/100 patient-years; adjusted hazard ratio [HR] 2.89 [1.44-6.13], p = 0.003). Patients without a nonfunctional allele de-escalated to clopidogrel had no difference in risk compared with those initiated and continued on prasugrel/ticagrelor (21 vs. 19 events/100 patient-years; adjusted HR 1.13 [0.51-2.34], p = 0.751). CONCLUSION: CYP2C19-guided escalation and de-escalation is common in a real-world setting. Continuation of clopidogrel in nonfunctional allele carriers is associated with adverse outcomes. De-escalation to clopidogrel in patients without a nonfunctional allele appears safe and warrants prospective study.


Subject(s)
Clopidogrel/administration & dosage , Coronary Occlusion/therapy , Cytochrome P-450 CYP2C19/genetics , Platelet Aggregation Inhibitors/administration & dosage , Prasugrel Hydrochloride/administration & dosage , Ticlopidine/administration & dosage , Aged , Clopidogrel/adverse effects , Coronary Occlusion/genetics , Female , Genotype , Humans , Male , Middle Aged , Percutaneous Coronary Intervention , Platelet Aggregation Inhibitors/adverse effects , Prasugrel Hydrochloride/adverse effects , Precision Medicine , Prospective Studies , Ticlopidine/adverse effects , Treatment Outcome
14.
J Cardiovasc Pharmacol ; 75(3): 250-258, 2020 03.
Article in English | MEDLINE | ID: mdl-31895871

ABSTRACT

Heart failure (HF) is highly prevalent and a major cause of death in the United States. The effect of HF medications on survival has been predicted by validated models studied in populations predominantly of European descent. This study aimed to identify medications associated with survival in a racially diverse HF population. Patients with HF were recruited and followed from 2001 to 2015. Data were collected from electronic health records and the Social Security Death Index. The primary analysis tested the association between medication dose and all-cause mortality, with a secondary analysis assessing the composite outcome of death or cardiac-related hospitalization. Circulating concentration of the fibrotic marker procollagen type III N-terminal peptide (PIIINP) was also compared with medication doses in patients with concentrations available. The study population consisted of 337 patients, of which 25.2% died and 46% were hospitalized. Increased beta-blocker (BB) dose was significantly associated with survival in the base model [hazard ratio (HR) = 0.71, P = 0.017] and marginally associated in the comprehensive model (HR = 0.75, P = 0.068). BB dose was also associated with decreased risk of the composite end point in the base model (HR = 0.80, P = 0.029) and to a lesser extent in the comprehensive model (HR = 0.83, P = 0.085). Furthermore, increased BB dose was inversely associated with circulating PIIINP concentration (P = 0.041). In conclusion, our study highlights the importance of BB dose escalation for survival and decreased hospitalization in patients with HF, regardless of race or HF type. It also suggests that benefits observed with high-dose BBs could be mediated, at least in part, by decreased cardiac fibrosis.


Subject(s)
Adrenergic beta-Antagonists/administration & dosage , Heart Failure/drug therapy , Adrenergic beta-Antagonists/adverse effects , Aged , Biomarkers/blood , Cause of Death , Chicago/epidemiology , Female , Fibrosis , Heart Failure/diagnosis , Heart Failure/ethnology , Heart Failure/mortality , Hospitalization , Humans , Male , Middle Aged , Peptide Fragments/blood , Prevalence , Procollagen/blood , Protective Factors , Risk Assessment , Risk Factors , Time Factors , Treatment Outcome
15.
Genet Med ; 21(10): 2264-2274, 2019 10.
Article in English | MEDLINE | ID: mdl-30926959

ABSTRACT

PURPOSE: Incorporating a patient's genotype into the clinical decision-making process is one approach to precision medicine. The University of Florida (UF) Health Precision Medicine Program is a pharmacist-led multidisciplinary effort that has led the clinical implementation of six gene-drug(s) pairs to date. This study focuses on the challenges encountered and lessons learned with implementing pharmacogenetic testing for three of these: CYP2D6-opioids, CYP2D6/CYP2C19-selective serotonin reuptake inhibitors, and CYP2C19-proton pump inhibitors within six pragmatic clinical trials at UF Health and partners. METHODS: We compared common measures collected within each of the pharmacogenetic implementations as well as solicited feedback from stakeholders to identify challenges, successes, and lessons learned. RESULTS: We identified several challenges related to trial design and implementation, and learned valuable lessons. Most notably, case discussions are effective for prescriber education, prescribers need clear concise guidance on genotype-based actions, having genotype results available at the time of the patient-prescriber encounter helps optimize the ability to act on them, children prefer noninvasive sample collection, and study participants are willing to answer patient-reported outcomes questionnaires if they are not overly burdensome, among others. CONCLUSION: The lessons learned from implementing three gene-drug pairs in ambulatory care settings will help shape future pharmacogenetic clinical trials and clinical implementations.


Subject(s)
Pharmacogenetics/methods , Pharmacogenomic Testing/methods , Precision Medicine/methods , Ambulatory Care , Clinical Trials as Topic/methods , Cytochrome P-450 CYP2C19/genetics , Cytochrome P-450 CYP2D6/genetics , Florida , Genotype , Humans
16.
Genet Med ; 21(8): 1842-1850, 2019 08.
Article in English | MEDLINE | ID: mdl-30670877

ABSTRACT

PURPOSE: CYP2D6 bioactivates codeine and tramadol, with intermediate and poor metabolizers (IMs and PMs) expected to have impaired analgesia. This pragmatic proof-of-concept trial tested the effects of CYP2D6-guided opioid prescribing on pain control. METHODS: Participants with chronic pain (94% on an opioid) from seven clinics were enrolled into CYP2D6-guided (n = 235) or usual care (n = 135) arms using a cluster design. CYP2D6 phenotypes were assigned based on genotype and CYP2D6 inhibitor use, with recommendations for opioid prescribing made in the CYP2D6-guided arm. Pain was assessed at baseline and 3 months using PROMIS® measures. RESULTS: On stepwise multiple linear regression, the primary outcome of composite pain intensity (composite of current pain and worst and average pain in the past week) among IM/PMs initially prescribed tramadol/codeine (n = 45) had greater improvement in the CYP2D6-guided versus usual care arm (-1.01 ± 1.59 vs. -0.40 ± 1.20; adj P = 0.016); 24% of CYP2D6-guided versus 0% of usual care participants reported ≥30% (clinically meaningful) reduction in the composite outcome. In contrast, among normal metabolizers prescribed tramadol or codeine at baseline, there was no difference in the change in composite pain intensity at 3 months between CYP2D6-guided (-0.61 ± 1.39) and usual care (-0.54 ± 1.69) groups (adj P = 0.540). CONCLUSION: These data support the potential benefits of CYP2D6-guided pain management.


Subject(s)
Analgesics, Opioid/administration & dosage , Cytochrome P-450 CYP2D6/genetics , Pain Management/methods , Pain/drug therapy , Adult , Analgesics, Opioid/adverse effects , Codeine/administration & dosage , Codeine/adverse effects , Female , Humans , Male , Middle Aged , Pain/genetics , Pain/pathology , Pharmacogenetics , Polymorphism, Genetic , Precision Medicine
17.
Genet Med ; 21(10): 2255-2263, 2019 10.
Article in English | MEDLINE | ID: mdl-30894703

ABSTRACT

PURPOSE: A number of institutions have clinically implemented CYP2D6 genotyping to guide drug prescribing. We compared implementation strategies of early adopters of CYP2D6 testing, barriers faced by both early adopters and institutions in the process of implementing CYP2D6 testing, and approaches taken to overcome these barriers. METHODS: We surveyed eight early adopters of CYP2D6 genotyping and eight institutions in the process of adoption. Data were collected on testing approaches, return of results procedures, applications of genotype results, challenges faced, and lessons learned. RESULTS: Among early adopters, CYP2D6 testing was most commonly ordered to assist with opioid and antidepressant prescribing. Key differences among programs included test ordering and genotyping approaches, result reporting, and clinical decision support. However, all sites tested for copy-number variation and nine common variants, and reported results in the medical record. Most sites provided automatic consultation and had designated personnel to assist with genotype-informed therapy recommendations. Primary challenges were related to stakeholder support, CYP2D6 gene complexity, phenotype assignment, and sustainability. CONCLUSION: There are specific challenges unique to CYP2D6 testing given the complexity of the gene and its relevance to multiple medications. Consensus lessons learned may guide those interested in pursuing similar clinical pharmacogenetic programs.


Subject(s)
Cytochrome P-450 CYP2D6/genetics , Genetic Testing/methods , Pharmacogenetics/methods , Cytochrome P-450 CYP2D6/pharmacology , Decision Support Systems, Clinical , Drug Prescriptions/standards , Genotype , Humans , Pharmacogenomic Testing/methods , Pharmacogenomic Testing/trends , Phenotype
18.
Cardiovasc Drugs Ther ; 33(5): 533-546, 2019 10.
Article in English | MEDLINE | ID: mdl-31367811

ABSTRACT

PURPOSE: Perform a cost-effectiveness analysis comparing strategies for selecting P2Y12 inhibitors in acute coronary syndrome (ACS). METHODS: Six strategies for selection of P2Y12 inhibitors in ACS were compared from the US healthcare system perspective: (1) clopidogrel for all (universal clopidogrel); (2) ticagrelor guided by platelet reactivity assay (PRA; clopidogrel + phenotype); (3) ticagrelor use only in CYP2C19 poor metabolizers (genotype + conservative ticagrelor); (4) ticagrelor use in both CYP2C19 intermediate and poor metabolizers (genotype + liberal ticagrelor); (5) ticagrelor use only in patients with CYP2C19 polymorphisms and clopidogrel nonresponse by PRA (genotype + phenotype); and (6) ticagrelor for all (universal ticagrelor). A decision model was developed to model major adverse cardiovascular events and bleeding during 1 year of treatment with a P2Y12 inhibitor. Model inputs were identified from the literature. Lifetime costs were adjusted to 2017 US dollars; quality-adjusted life-years (QALYs) were projected using a Markov model. The primary endpoint was the incremental cost-effectiveness compared to the next best option along the cost-effectiveness continuum. Sensitivity analyses were performed on all model inputs to assess their influence on the incremental cost-effectiveness. RESULTS: In the base case analysis, incremental cost-effectiveness ratios (ICER) for the clopidogrel + phenotype, genotype + liberal ticagrelor, and universal ticagrelor strategies were $12,119/QALY, $29,412/QALY, and $142,456/QALY, respectively. Genotype + conservative ticagrelor and genotype + phenotype were not cost-effective due to second-order dominance. Genotype + liberal ticagrelor compared to clopidogrel + phenotype demonstrated the highest acceptance (97%) at a willingness to pay (WTP) threshold of $100,000/QALY. CONCLUSION: Cost-effective strategies to personalize P2Y12 inhibition in ACS include clopidogrel +phenotype and genotype + liberal ticagrelor. Universal ticagrelor may be considered cost-effective at a higher WTP threshold ($150,000/QALY). Genotype + liberal ticagrelor exhibited the highest acceptability compared to clopidogrel + phenotype over the widest range of WTP thresholds and may be preferred.


Subject(s)
Acute Coronary Syndrome/drug therapy , Acute Coronary Syndrome/economics , Drug Costs , Pharmacogenomic Testing/economics , Platelet Aggregation Inhibitors/economics , Platelet Aggregation Inhibitors/therapeutic use , Precision Medicine/economics , Purinergic P2Y Receptor Antagonists/economics , Purinergic P2Y Receptor Antagonists/therapeutic use , Acute Coronary Syndrome/diagnosis , Clinical Decision-Making , Cost-Benefit Analysis , Cytochrome P-450 CYP2C19/genetics , Cytochrome P-450 CYP2C19/metabolism , Decision Support Techniques , Decision Trees , Genotype , Humans , Markov Chains , Models, Economic , Patient Selection , Pharmacogenomic Variants , Phenotype , Platelet Aggregation Inhibitors/adverse effects , Purinergic P2Y Receptor Antagonists/adverse effects , Quality-Adjusted Life Years , Time Factors , Treatment Outcome
19.
Pharmacogenet Genomics ; 28(9): 207-213, 2018 09.
Article in English | MEDLINE | ID: mdl-30188374

ABSTRACT

OBJECTIVES: Dual antiplatelet therapy (DAPT) with aspirin and clopidogrel reduces the risk for recurrent cardiovascular events after acute coronary syndrome (ACS). However, there is significant variation in response to DAPT that may be influenced by both genetic and nongenetic factors. This study aimed to assess the effect of genetic polymorphisms in PON-1, PEAR-1, P2Y12, CES1, and CYP2C19, along with clinical, demographic, and social factors, on variation in response to DAPT in Egyptians. PARTICIPANTS AND METHODS: This study included 230 Egyptians treated with clopidogrel 75 mg/day and aspirin 81 mg/day for at least 12 months following their first ACS. Simple and multivariable logistic regression analyses were carried out to identify factors associated with major adverse cardiovascular events (MACE), defined as the occurrence of recurrent ACS, ischemic stroke, stent-related revascularization, or death, in clopidogrel-treated participants. RESULTS: Using multivariable logistic regression analysis, the CYP2C19*2 polymorphism was the only genetic predictor of MACE [odds ratio (OR): 2.23, 95% confidence interval (CI): 1.15-4.33, P=0.01]. In addition, proton pump inhibitor use (OR: 4.77, 95% CI: 1.47-15.54, P=0.009) and diabetes (OR: 1.83, 95% CI: 1.03-3.26, P=0.03) were associated with higher cardiovascular risk, whereas statin use was associated with lower risk (OR: 0.43, 95% CI: 0.25-0.76, P=0.003). The contribution of these four genetic and nongenetic factors explained 19% of the variability in risk for MACE in Egyptians treated with DAPT. CONCLUSION: These results highlight that CYP2C19*2, along with diabetes, and use of proton pump inhibitor and statin are important factors jointly associated with variability in clinical response to DAPT following ACS in Egyptians.


Subject(s)
Acute Coronary Syndrome/drug therapy , Aspirin/administration & dosage , Clopidogrel/administration & dosage , Cytochrome P-450 CYP2C19/genetics , Acute Coronary Syndrome/genetics , Acute Coronary Syndrome/pathology , Aged , Aspirin/adverse effects , Clopidogrel/adverse effects , Drug Therapy, Combination/adverse effects , Drug-Related Side Effects and Adverse Reactions/genetics , Drug-Related Side Effects and Adverse Reactions/pathology , Egypt/epidemiology , Female , Humans , Male , Middle Aged , Myocardial Infarction/drug therapy , Myocardial Infarction/genetics , Myocardial Infarction/pathology , Pharmacogenetics , Platelet Aggregation Inhibitors/administration & dosage , Platelet Aggregation Inhibitors/adverse effects , Risk Factors , Stroke/drug therapy , Stroke/genetics , Stroke/pathology
20.
J Transl Med ; 16(1): 92, 2018 04 11.
Article in English | MEDLINE | ID: mdl-29642909

ABSTRACT

BACKGROUND: The CYP2C19 nonfunctional genotype reduces clopidogrel effectiveness after percutaneous coronary intervention (PCI). Following clinical implementation of CYP2C19 genotyping at University Florida (UF) Health Shands Hospital in 2012, where genotype results are available approximately 3 days after PCI, testing was expanded to UF Health Jacksonville in 2016 utilizing a rapid genotyping approach. We describe metrics with this latter implementation. METHODS: Patients at UF Health Jacksonville undergoing left heart catheterization with intent to undergo PCI were targeted for genotyping using the Spartan RX™ system. Testing metrics and provider acceptance of testing and response to genotype results were examined, as was antiplatelet therapy over the 6 months following genotyping. RESULTS: In the first year, 931 patients, including 392/505 (78%) total patients undergoing PCI, were genotyped. The median genotype test turnaround time was 96 min. Genotype results were available for 388 (99%) PCI patients prior to discharge. Of 336 genotyped PCI patients alive at discharge and not enrolled in an antiplatelet therapy trial, 1/6 (17%) poor metabolizers (PMs, with two nonfunctional alleles), 38/93 (41%) intermediate metabolizers (IMs, with one nonfunctional allele), and 119/237 (50%) patients without a nonfunctional allele were prescribed clopidogrel (p = 0.110). Clopidogrel use was higher among non-ACS versus ACS patients (78.6% vs. 42.2%, p < 0.001). Six months later, among patients with follow-up data, clopidogrel was prescribed in 0/4 (0%) PMs, 33/65 (51%) IMs, and 115/182 (63%) patients without a nonfunctional allele (p = 0.008 across groups; p = 0.020 for PMs versus those without a nonfunctional allele). CONCLUSION: These data demonstrate that rapid genotyping is clinically feasible at a high volume cardiac catheterization facility and allows informed chronic antiplatelet prescribing, with lower clopidogrel use in PMs at 6 months. Trial registration ClinicalTrials.gov Identifier: NCT02724319; registered March 31, 2016; https://www.clinicaltrials.gov/ct2/show/NCT02724319?term=angiolillo&rank=7.


Subject(s)
Cytochrome P-450 CYP2C19/genetics , Genotyping Techniques , Percutaneous Coronary Intervention , Platelet Aggregation Inhibitors/pharmacology , Clopidogrel/pharmacology , Female , Humans , Male , Middle Aged , Phenotype
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