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Pharmacogenomic Polygenic Risk Scores (PRS) have emerged as a tool to address the polygenic nature of pharmacogenetic phenotypes, increasing the potential to predict drug response. Most pharmacogenomic PRS have been extrapolated from disease-associated variants identified by genome wide association studies (GWAS), although some have begun to utilize genetic variants from pharmacogenomic GWAS. As pharmacogenomic PRS hold the promise of enabling precision medicine, including stratified treatment approaches, it is important to assess the opportunities and challenges presented by the current data. This assessment will help determine how pharmacogenomic PRS can be advanced and transitioned into clinical use. In this review, we present a summary of recent evidence, evaluate the current status, and identify several challenges that have impeded the progress of pharmacogenomic PRS. These challenges include the reliance on extrapolations from disease genetics and limitations inherent to pharmacogenomics research such as low sample sizes, phenotyping inconsistencies, among others. We finally propose recommendations to overcome the challenges and facilitate the clinical implementation. These recommendations include standardizing methodologies for phenotyping, enhancing collaborative efforts, developing new statistical methods to capitalize on drug-specific genetic associations for PRS construction. Additional recommendations include enhancing the infrastructure that can integrate genomic data with clinical predictors, along with implementing user-friendly clinical decision tools, and patient education. Ethical and regulatory considerations should address issues related to patient privacy, informed consent and safe use of PRS. Despite these challenges, ongoing research and large-scale collaboration is likely to advance the field and realize the potential of pharmacogenomic PRS.
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Estudo de Associação Genômica Ampla , Herança Multifatorial , Farmacogenética , Medicina de Precisão , Humanos , Farmacogenética/métodos , Herança Multifatorial/genética , Medicina de Precisão/métodos , Fenótipo , Medição de Risco/métodos , Variantes Farmacogenômicos , Estratificação de Risco GenéticoRESUMO
There are limited comparison data throughout the dosing interval for generic versus brand metoprolol extended-release (ER) tablets. We compared the pharmacokinetics (PKs) and pharmacodynamics of brand name versus two generic formulations (drugs 1 and 2) of metoprolol ER tablets with different time to maximum concentration (Tmax ) in adults with hypertension. Participants were randomized to equal drug doses (50-150 mg/day) administered in one of two sequences (brand-drug1-brand-drug2 or brand-drug2-brand-drug1) and completed 24-h PK, digital heart rate (HR), ambulatory blood pressure (BP), and HR studies after taking each formulation for greater than or equal to 7 days. Metoprolol concentrations were determined by liquid chromatography tandem mass spectrometry, with noncompartmental analysis performed to obtain PK parameters in Phoenix WinNonlin. Heart rate variability (HRV) low-to-high frequency ratio was determined per quartile over the 24-h period. Thirty-six participants completed studies with the brand name and at least one generic product. Among 30 participants on the 50 mg dose, the primary PK end points of area under the concentration-time curve and Cmax were similar between products; Tmax was 6.1 ± 3.6 for the brand versus 3.5 ± 4.9 for drug 1 (p = 0.019) and 9.6 ± 3.2 for drug 2 (p < 0.001). Among all 36 participants, 24-h BPs and HRs were similar between products. Mean 24-h HRV low-to-high ratio was also similar for drug 1 (2.04 ± 1.35), drug 2 (1.86 ± 1.35), and brand (2.04 ± 1.77), but was more sustained over time for the brand versus drug 1 (drug × quartile interaction p = 0.017). Differences in Tmax between metoprolol ER products following repeated doses may have implications for drug effects on autonomic balance over the dosing interval.
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Monitorização Ambulatorial da Pressão Arterial , Metoprolol , Adulto , Área Sob a Curva , Estudos Cross-Over , Medicamentos Genéricos/uso terapêutico , Humanos , Metoprolol/farmacocinética , ComprimidosRESUMO
To date, there has been no genomewide association study (GWAS) from the Middle East and North African (MENA) region to identify genetic variants associated with warfarin dose variability using this approach. In this study, we aimed to conduct the first GWAS of warfarin dose requirements in patients from the MENA region. A total of 132 Qatari (discovery) and 50 Egyptians (replication) were genotyped using Illumina Multi-Ethnic Global BeadChip Array. A GWAS was performed on log-transformed weekly warfarin dose in the studied population, adjusting for clinical characteristics and ancestry. The genomewide signals from the discovery cohort were tested in the Egyptian cohort. A GWAS meta-analysis, including the Qatari and Egyptian cohorts, was also performed and the output from this analysis was used in a gene-based analysis. The discovery analysis in Qatari identified five genomewide single-nucleotide polymorphisms (SNPs) in chromosome 16. These signals were replicated in the Egyptian cohort. Combining the two data through a GWAS meta-analysis strengthened the association in chromosome 16 with VKORC1 rs9934438 being the lead genomewide signal (ß = -0.17, 6 × 10-15 ). Other SNPs were identified in chromosome 10 at a p value less than 1 × 10-5 . The genetic variants within VKORC1 rs9934438 and CYP2C9 rs4086116 explained 39% and 27% of the variability in the weekly warfarin dose requirement in the Qatari and Egyptians, respectively. This is the first GWAS of warfarin dose variability in the MENA region. It confirms the importance of VKORC1 and CYP2C9 variants in warfarin dose variability among patients from the MENA region.
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Estudo de Associação Genômica Ampla , Varfarina , Anticoagulantes/efeitos adversos , Citocromo P-450 CYP2C9/genética , Relação Dose-Resposta a Droga , Genótipo , Humanos , Polimorfismo de Nucleotídeo Único/genética , Vitamina K Epóxido Redutases/genética , Varfarina/efeitos adversos , População BrancaRESUMO
Populations used to create warfarin dose prediction algorithms largely lacked participants reporting Hispanic or Latino ethnicity. While previous research suggests nonlinear modeling improves warfarin dose prediction, this research has mainly focused on populations with primarily European ancestry. We compare the accuracy of stable warfarin dose prediction using linear and nonlinear machine learning models in a large cohort enriched for US Latinos and Latin Americans (ULLA). Each model was tested using the same variables as published by the International Warfarin Pharmacogenetics Consortium (IWPC) and using an expanded set of variables including ethnicity and warfarin indication. We utilized a multiple linear regression model and three nonlinear regression models: Bayesian Additive Regression Trees, Multivariate Adaptive Regression Splines, and Support Vector Regression. We compared each model's ability to predict stable warfarin dose within 20% of actual stable dose, confirming trained models in a 30% testing dataset with 100 rounds of resampling. In all patients (n = 7,030), inclusion of additional predictor variables led to a small but significant improvement in prediction of dose relative to the IWPC algorithm (47.8 versus 46.7% in IWPC, p = 1.43 × 10-15). Nonlinear models using IWPC variables did not significantly improve prediction of dose over the linear IWPC algorithm. In ULLA patients alone (n = 1,734), IWPC performed similarly to all other linear and nonlinear pharmacogenetic algorithms. Our results reinforce the validity of IWPC in a large, ethnically diverse population and suggest that additional variables that capture warfarin dose variability may improve warfarin dose prediction algorithms.
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We sought to identify genome-wide variants influencing antihypertensive drug response and adverse cardiovascular outcomes, utilizing data from four randomized controlled trials in the International Consortium for Antihypertensive Pharmacogenomics Studies (ICAPS). Genome-wide antihypertensive drug-single nucleotide polymorphism (SNP) interaction tests for four drug classes (ß-blockers, n = 9,195; calcium channel blockers (CCBs), n = 10,511; thiazide/thiazide-like diuretics, n = 3,516; ACE-inhibitors/ARBs, n = 2,559) and cardiovascular outcomes (incident myocardial infarction, stroke, or death) were analyzed among patients with hypertension of European ancestry. Top SNPs from the meta-analyses were tested for replication of cardiovascular outcomes in an independent Cohorts for Heart and Aging Research in Genomic Epidemiology (CHARGE) study (n = 21,267), blood pressure (BP) response in independent ICAPS studies (n = 1,552), and ethnic validation in African Americans from the Genetics of Hypertension Associated Treatment study (GenHAT; n = 5,115). One signal reached genome-wide significance in the ß-blocker-SNP interaction analysis (rs139945292, Interaction P = 1.56 × 10-8 ). rs139945292 was validated through BP response to ß-blockers, with the T-allele associated with less BP reduction (systolic BP response P = 6 × 10-4 , Beta = 3.09, diastolic BP response P = 5 × 10-3 , Beta = 1.53). The T-allele was also associated with increased adverse cardiovascular risk within the ß-blocker treated patients' subgroup (P = 2.35 × 10-4 , odds ratio = 1.57, 95% confidence interval = 1.23-1.99). The locus showed nominal replication in CHARGE, and consistent directional trends in ß-blocker treated African Americans. rs139945292 is an expression quantitative trait locus for the 50 kb upstream gene NTM (neurotrimin). No SNPs attained genome-wide significance for any other drugs classes. Top SNPs were located near CALB1 (CCB), FLJ367777 (ACE-inhibitor), and CES5AP1 (thiazide). The NTM region is associated with increased risk for adverse cardiovascular outcomes and less BP reduction in ß-blocker treated patients. Further investigation into this region is warranted.
Assuntos
Anti-Hipertensivos/uso terapêutico , Doenças Cardiovasculares/induzido quimicamente , Doenças Cardiovasculares/genética , Sistema Cardiovascular/efeitos dos fármacos , Efeitos Colaterais e Reações Adversas Relacionados a Medicamentos/genética , Hipertensão/tratamento farmacológico , Negro ou Afro-Americano/genética , Idoso , Pressão Sanguínea/efeitos dos fármacos , Pressão Sanguínea/genética , Efeitos Colaterais e Reações Adversas Relacionados a Medicamentos/etiologia , Feminino , Estudo de Associação Genômica Ampla/métodos , Humanos , Hipertensão/genética , Masculino , Pessoa de Meia-Idade , Testes Farmacogenômicos/métodos , Polimorfismo de Nucleotídeo Único/genéticaRESUMO
The value of utilizing a multigene pharmacogenetic panel to tailor pharmacotherapy is contingent on the prevalence of prescribed medications with an actionable pharmacogenetic association. The Clinical Pharmacogenetics Implementation Consortium (CPIC) has categorized over 35 gene-drug pairs as "level A," for which there is sufficiently strong evidence to recommend that genetic information be used to guide drug prescribing. The opportunity to use genetic information to tailor pharmacotherapy among adult patients was determined by elucidating the exposure to CPIC level A drugs among 11 Implementing Genomics In Practice Network (IGNITE)-affiliated health systems across the US. Inpatient and/or outpatient electronic-prescribing data were collected between January 1, 2011 and December 31, 2016 for patients ≥ 18 years of age who had at least one medical encounter that was eligible for drug prescribing in a calendar year. A median of ~ 7.2 million adult patients was available for assessment of drug prescribing per year. From 2011 to 2016, the annual estimated prevalence of exposure to at least one CPIC level A drug prescribed to unique patients ranged between 15,719 (95% confidence interval (CI): 15,658-15,781) in 2011 to 17,335 (CI: 17,283-17,386) in 2016 per 100,000 patients. The estimated annual exposure to at least 2 drugs was above 7,200 per 100,000 patients in most years of the study, reaching an apex of 7,660 (CI: 7,632-7,687) per 100,000 patients in 2014. An estimated 4,748 per 100,000 prescribing events were potentially eligible for a genotype-guided intervention. Results from this study show that a significant portion of adults treated at medical institutions across the United States is exposed to medications for which genetic information, if available, should be used to guide prescribing.
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Prescrições de Medicamentos/estatística & dados numéricos , Genótipo , Farmacogenética , Testes Farmacogenômicos , Adulto , Idoso , Prescrição Eletrônica/estatística & dados numéricos , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Estados UnidosRESUMO
We conducted a multi-site investigation of genetic determinants of warfarin dose variability in Latinos from the U.S. and Brazil. Patients from four institutions in the United States (n = 411) and Brazil (n = 663) were genotyped for VKORC1 c.-1639G> A, common CYP2C9 variants, CYP4F2*3, and NQO1*2. Multiple regression analysis was used in the U.S. cohort to test the association between warfarin dose and genotype, adjusting for clinical factors, with further testing in an independent cohort of Brazilians. In the U.S. cohort, VKORC1 and CYP2C9 variants were associated with lower warfarin dose (ß = -0.29, P < 2.0 × 10-16 ; ß = -0.21, P = 4.7 × 10-7 , respectively) whereas CYP4F2 and NQO1 variants were associated with higher dose (ß = 0.10, P = 2 × 10-4 ; ß = 0.10, P = 0.01, respectively). Associations with VKORC1 (ß = -0.14, P = 2.0 × 10-16 ), CYP2C9 (ß = -0.07, P = 5.6 × 10-10 ), and CYP4F2 (ß = 0.03, P = 3 × 10-3 ), but not NQO1*2 (ß = 0.01, P = 0.30), were replicated in the Brazilians, explaining 43-46% of warfarin dose variability among the cohorts from the U.S. and Brazil, respectively. We identified genetic associations with warfarin dose requirements in the largest cohort of ancestrally diverse, warfarin-treated Latinos from the United States and Brazil to date. We confirmed the association of variants in VKORC1, CYP2C9, and CYP4F2 with warfarin dose in Latinos from the United States and Brazil.
Assuntos
Anticoagulantes/administração & dosagem , Variação Biológica da População/genética , Hispânico ou Latino/genética , Tromboembolia/tratamento farmacológico , Varfarina/administração & dosagem , Idoso , Brasil , Estudos de Coortes , Citocromo P-450 CYP2C9/genética , Citocromo P-450 CYP2C9/metabolismo , Família 4 do Citocromo P450/genética , Família 4 do Citocromo P450/metabolismo , Relação Dose-Resposta a Droga , Feminino , Frequência do Gene , Hispânico ou Latino/estatística & dados numéricos , Humanos , Masculino , Pessoa de Meia-Idade , NAD(P)H Desidrogenase (Quinona)/genética , NAD(P)H Desidrogenase (Quinona)/metabolismo , Testes Farmacogenômicos/estatística & dados numéricos , Variantes Farmacogenômicos , Estados Unidos , Vitamina K Epóxido Redutases/genética , Vitamina K Epóxido Redutases/metabolismoRESUMO
Proton pump inhibitors (PPIs) are widely used for acid suppression in the treatment and prevention of many conditions, including gastroesophageal reflux disease, gastric and duodenal ulcers, erosive esophagitis, Helicobacter pylori infection, and pathological hypersecretory conditions. Most PPIs are metabolized primarily by cytochrome P450 2C19 (CYP2C19) into inactive metabolites, and CYP2C19 genotype has been linked to PPI exposure, efficacy, and adverse effects. We summarize the evidence from the literature and provide therapeutic recommendations for PPI prescribing based on CYP2C19 genotype (updates at www.cpicpgx.org). The potential benefits of using CYP2C19 genotype data to guide PPI therapy include (i) identifying patients with genotypes predictive of lower plasma exposure and prescribing them a higher dose that will increase the likelihood of efficacy, and (ii) identifying patients on chronic therapy with genotypes predictive of higher plasma exposure and prescribing them a decreased dose to minimize the risk of toxicity that is associated with long-term PPI use, particularly at higher plasma concentrations.
Assuntos
Citocromo P-450 CYP2C19/genética , Farmacogenética/métodos , Inibidores da Bomba de Prótons/administração & dosagem , Refluxo Gastroesofágico/tratamento farmacológico , Genótipo , Humanos , Inibidores da Bomba de Prótons/efeitos adversos , Inibidores da Bomba de Prótons/farmacocinéticaRESUMO
Importance: Genotype-guided prescribing in pediatrics could prevent adverse drug reactions and improve therapeutic response. Clinical pharmacogenetic implementation guidelines are available for many medications commonly prescribed to children. Frequencies of medication prescription and actionable genotypes (genotypes where a prescribing change may be indicated) inform the potential value of pharmacogenetic implementation. Objective: To assess potential opportunities for genotype-guided prescribing in pediatric populations among multiple health systems by examining the prevalence of prescriptions for each drug with the highest level of evidence (Clinical Pharmacogenetics Implementation Consortium level A) and estimating the prevalence of potential actionable prescribing decisions. Design, Setting, and Participants: This serial cross-sectional study of prescribing prevalences in 16 health systems included electronic health records data from pediatric inpatient and outpatient encounters from January 1, 2011, to December 31, 2017. The health systems included academic medical centers with free-standing children's hospitals and community hospitals that were part of an adult health care system. Participants included approximately 2.9 million patients younger than 21 years observed per year. Data were analyzed from June 5, 2018, to April 14, 2020. Exposures: Prescription of 38 level A medications based on electronic health records. Main Outcomes and Measures: Annual prevalence of level A medication prescribing and estimated actionable exposures, calculated by combining estimated site-year prevalences across sites with each site weighted equally. Results: Data from approximately 2.9 million pediatric patients (median age, 8 [interquartile range, 2-16] years; 50.7% female, 62.3% White) were analyzed for a typical calendar year. The annual prescribing prevalence of at least 1 level A drug ranged from 7987 to 10â¯629 per 100â¯000 patients with increasing trends from 2011 to 2014. The most prescribed level A drug was the antiemetic ondansetron (annual prevalence of exposure, 8107 [95% CI, 8077-8137] per 100â¯000 children). Among commonly prescribed opioids, annual prevalence per 100â¯000 patients was 295 (95% CI, 273-317) for tramadol, 571 (95% CI, 557-586) for codeine, and 2116 (95% CI, 2097-2135) for oxycodone. The antidepressants citalopram, escitalopram, and amitriptyline were also commonly prescribed (annual prevalence, approximately 250 per 100â¯000 patients for each). Estimated prevalences of actionable exposures were highest for oxycodone and ondansetron (>300 per 100â¯000 patients annually). CYP2D6 and CYP2C19 substrates were more frequently prescribed than medications influenced by other genes. Conclusions and Relevance: These findings suggest that opportunities for pharmacogenetic implementation among pediatric patients in the US are abundant. As expected, the greatest opportunity exists with implementing CYP2D6 and CYP2C19 pharmacogenetic guidance for commonly prescribed antiemetics, analgesics, and antidepressants.
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Serviços de Saúde da Criança , Cálculos da Dosagem de Medicamento , Testes Farmacogenômicos , Padrões de Prática Médica , Medicamentos sob Prescrição , Criança , Serviços de Saúde da Criança/normas , Serviços de Saúde da Criança/estatística & dados numéricos , Estudos Transversais , Citocromo P-450 CYP2C19/genética , Citocromo P-450 CYP2D6/genética , Registros Eletrônicos de Saúde/estatística & dados numéricos , Feminino , Perfil Genético , Humanos , Masculino , Pediatria/métodos , Pediatria/normas , Testes Farmacogenômicos/métodos , Testes Farmacogenômicos/estatística & dados numéricos , Padrões de Prática Médica/normas , Padrões de Prática Médica/estatística & dados numéricos , Medicina de Precisão/métodos , Medicamentos sob Prescrição/classificação , Medicamentos sob Prescrição/uso terapêutico , Estados UnidosRESUMO
Recent CYP2D6 phenotype standardization efforts by CYP2D6 activity score (AS) are based on limited pharmacokinetic (PK) and pharmacodynamic (PD) data. Using data from two independent clinical trials of metoprolol, we compared metoprolol PK and PD across CYP2D6 AS with the goal of determining whether the PK and PD data support the new phenotype classification. S-metoprolol apparent oral clearance (CLo), adjusted for clinical factors, was correlated with CYP2D6 AS (P < 0.001). The natural log of CLo was lower with an AS of 1 (7.6 ± 0.4 mL/minute) vs. 2-2.25 (8.3 ± 0.6 mL/minute; P = 0.012), similar between an AS of 1 and 1.25-1.5 (7.8 ± 0.5 mL/minute; P = 0.702), and lower with an AS of 1.25-1.5 vs. 2-2.25 (P = 0.03). There was also a greater reduction in heart rate with metoprolol among study participants with AS of 1 (-10.8 ± 5.5) vs. 2-2.25 (-7.1 ± 5.6; P < 0.001) and no significant difference between those with an AS of 1 and 1.25-1.5 (-9.2 ± 4.7; P = 0.095). These data highlight linear trends among CYP2D6 AS and metoprolol PK and PD, but inconsistencies with the phenotypes assigned by AS based on the current standards. Overall, this case study with metoprolol suggests that utilizing CYP2D6 AS, instead of collapsing AS into phenotype categories, may be the most precise approach for utilizing CYP2D6 pharmacogenomics in clinical practice.
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Antagonistas de Receptores Adrenérgicos beta 1/farmacocinética , Citocromo P-450 CYP2D6/genética , Genótipo , Metoprolol/farmacocinética , Administração Oral , Antagonistas de Receptores Adrenérgicos beta 1/administração & dosagem , Adulto , Idoso , Pressão Sanguínea/efeitos dos fármacos , Feminino , Frequência Cardíaca/efeitos dos fármacos , Humanos , Masculino , Metoprolol/administração & dosagem , Pessoa de Meia-Idade , Farmacogenética , Fenótipo , Polimorfismo de Nucleotídeo Único , Estudos ProspectivosRESUMO
An amendment to this paper has been published and can be accessed via a link at the top of the paper.
RESUMO
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.
Assuntos
Intervenção Coronária Percutânea , Inibidores da Agregação Plaquetária , Idoso , Clopidogrel/uso terapêutico , Citocromo P-450 CYP2C19/genética , Genótipo , HumanosRESUMO
We aimed to estimate the utility of panel-based pharmacogenetic testing of patients undergoing percutaneous coronary intervention (PCI). Utilization of Clinical Pharmacogenetic Implementation Consortium (CPIC) level A/B drugs after PCI was estimated in a national sample of IBM MarketScan beneficiaries. Genotype data from University of Florida (UF) patients (n = 211) who underwent PCI were used to project genotype-guided opportunities among MarketScan beneficiaries with at least one (N = 105,547) and five (N = 12,462) years of follow-up data. The actual incidence of genotype-guided prescribing opportunities was determined among UF patients. In MarketScan, 50.0% (52,799/105,547) over 1 year and 68.0% (8,473/12,462) over 5 years had ≥ 1 CPIC A/B drug besides antiplatelet therapy prescribed, with a projected incidence of genotype-guided prescribing opportunities of 39% at 1 year and 52% at 5 years. Genotype-guided prescribing opportunities occurred in 32% of UF patients. Projected and actual incidence of genotype-guided opportunities among two cohorts supports the utility of panel-based testing among patients who underwent PCI.
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Citocromo P-450 CYP2C19/genética , Prescrições de Medicamentos/estatística & dados numéricos , Intervenção Coronária Percutânea/efeitos adversos , Testes Farmacogenômicos , Complicações Pós-Operatórias/tratamento farmacológico , Adolescente , Adulto , Idoso , Citocromo P-450 CYP2C19/metabolismo , Seguimentos , Humanos , Incidência , Pessoa de Meia-Idade , Variantes Farmacogenômicos , Complicações Pós-Operatórias/epidemiologia , Complicações Pós-Operatórias/etiologia , Medicina de Precisão/métodos , Medicina de Precisão/estatística & dados numéricos , Adulto JovemRESUMO
This prospective cohort study evaluated the association between the renin angiotensin aldosterone system genotypes and response to spironolactone in 155 Egyptian patients with heart failure with reduced ejection fraction (HFrEF). Genotype frequencies for AGT rs699 were: CC = 16%, CT = 48%, and TT = 36%. Frequencies for CYP11B2 rs1799998 were: TT = 33%, TC = 50%, and CC = 17%. After 6 months of spironolactone treatment, change in the left ventricular ejection fraction (LVEF) differed by AGT rs699 (CC, 14.6%; TC, 7.9%; TT, 2.7%; P = 2.1E-26), and CYP11B2 rs1799998 (TT, 9.1%; TC, 8.7%; CC, 1.4%; P = 0.0006) genotypes. Multivariate linear regression showed that the AGT rs699 and CYP11B2 rs1799998 polymorphisms plus baseline serum potassium explained 71% of variability in LVEF improvement (P = 0.001), 63% of variability in serum potassium increase (P = 2.25E-08), and 39% of the variability in improvement in quality of life (P = 2.3E-04) with spironolactone therapy. These data suggest that AGT and CYP11B2 genotypes as well as baseline serum K are predictors of spironolactone response in HFrEF.
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Insuficiência Cardíaca/tratamento farmacológico , Antagonistas de Receptores de Mineralocorticoides/administração & dosagem , Espironolactona/administração & dosagem , Adulto , Idoso , Angiotensinogênio/genética , Angiotensinogênio/metabolismo , Citocromo P-450 CYP11B2/genética , Citocromo P-450 CYP11B2/metabolismo , Egito , Feminino , Insuficiência Cardíaca/sangue , Insuficiência Cardíaca/genética , Humanos , Masculino , Pessoa de Meia-Idade , Antagonistas de Receptores de Mineralocorticoides/farmacocinética , Testes Farmacogenômicos/estatística & dados numéricos , Polimorfismo de Nucleotídeo Único , Potássio/sangue , Prognóstico , Estudos Prospectivos , Qualidade de Vida , Sistema Renina-Angiotensina/efeitos dos fármacos , Sistema Renina-Angiotensina/genética , Espironolactona/farmacocinética , Volume Sistólico/efeitos dos fármacos , Resultado do Tratamento , Função Ventricular Esquerda/efeitos dos fármacos , Adulto JovemRESUMO
BackgroundThere exists a wide interindividual variability in blood pressure (BP) response to ß1-blockers. To identify the genetic determinants of this variability, we performed a pharmacogenomic genome-wide meta-analysis of genetic variants influencing ß1-blocker BP response.Methods and ResultsGenome-wide association analysis for systolic BP and diastolic BP response to ß1-blockers from 5 randomized clinical trials consisting of 1254 patients with hypertension of European ancestry were combined in meta-analysis and single nucleotide polymorphisms (SNPs) with P<10-4 were tested for replication in 2 independent randomized clinical trials of ß1-blocker-treated patients of European ancestry (n=1552). Regions harboring the replicated SNPs were validated in a ß1-blocker-treated black cohort from 2 randomized clinical trials (n=315). A missense SNP rs28404156 in BST1 was associated with systolic BP response to ß1-blockers in the discovery meta-analysis (P=9.33×10-5, ß=-3.21 mm Hg) and replicated at Bonferroni significance (P=1.85×10-4, ß=-4.86 mm Hg) in the replication meta-analysis with combined meta-analysis approaching genome-wide significance (P=2.18×10-7). This SNP in BST1 is in linkage disequilibrium with several SNPs with putative regulatory functions in nearby genes, including CD38, FBXL5, and FGFBP1, all of which have been implicated in BP regulation. SNPs in this genetic region were also associated with BP response in the black cohort.ConclusionsData from randomized clinical trials of 8 European ancestry and 2 black cohorts support the assumption that BST1 containing locus on chromosome 4 is associated with ß1-blocker BP response. Given the previous associations of this region with BP, this is a strong candidate region for future functional studies and potential use in precision medicine approaches for BP management and risk prediction.
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ADP-Ribosil Ciclase/genética , Antagonistas de Receptores Adrenérgicos beta 1/uso terapêutico , Antígenos CD/genética , Pressão Sanguínea , Hipertensão/tratamento farmacológico , Variantes Farmacogenômicos , Atenolol/uso terapêutico , Bisoprolol/uso terapêutico , População Negra , Proteínas Ligadas por GPI/genética , Estudo de Associação Genômica Ampla , Humanos , Metoprolol/uso terapêutico , Mutação de Sentido Incorreto , Farmacogenética , Polimorfismo de Nucleotídeo Único , Resultado do Tratamento , População BrancaRESUMO
European Americans (EA) have a better antihypertensive response to ß-blockers when compared with African Americans, albeit with some variability. We undertook a genomewide association study to elucidate the underlying genetic determinants in EA contributing to this variability in blood pressure (BP) response. A discovery genomewide association study of change in BP post-metoprolol treatment was performed in EA participants (n = 201) from the Pharmacogenomic Evaluation of Antihypertensive Responses-2 (PEAR-2) study and tested for replication in the atenolol-treated EA from the PEAR study (n = 233). Rs294610 in the FGD5, which encodes for FYVE, RhoGEF and PH Domain Containing 5, (expression quantitative trait loci for FGD5 in the small intestine) was significantly associated with increased diastolic BP response to ß-blockers in the PEAR-2 study (P = 3.41 × 10-6 , ß = -2.70) and replicated (P = 0.01, ß = -1.17) in the PEAR study. Post-meta-analysis of these studies, an additional single nucleotide polymorphism rs45545233 in the SLC4A1, encoding for Solute Carrier Family 4 Member 1, (expression quantitative trait loci for dual specificity phosphatase 3 in the artery tibial) was identified that was significantly associated with a poor response to ß-blockers (P = 3.43 × 10-6 , ß = 4.57) and was replicated in the atenolol add-on cohort (P = 0.007, ß = 4.97). We identified variants in FGD5 and SLC4A1, which have been previously cited as candidate genes for hypertension, to be associated with a ß-blocker BP response in EA. Further elucidation is warranted of the underlying mechanisms of these variants and genes by which they influence the BP response to ß-blockers.
Assuntos
Antagonistas Adrenérgicos beta/farmacologia , Pressão Sanguínea/genética , Estudo de Associação Genômica Ampla , População Branca/genética , Atenolol/farmacologia , Pressão Sanguínea/efeitos dos fármacos , Estudos de Coortes , Diástole/efeitos dos fármacos , Feminino , Humanos , Desequilíbrio de Ligação/genética , Masculino , Metanálise como Assunto , Metoprolol/farmacologia , Pessoa de Meia-Idade , Reprodutibilidade dos TestesRESUMO
AIMS: This study was designed to develop a high-resolution melting (HRM) analysis-based cardiovascular (CV) pharmacogenetics (PGx) genotyping panel for the Canon DNA Genetic Analyzer multiplex genotyping platform and cross-validate its performance with the TaqMan®-based OpenArray® method. METHODS: The CV PGx genotyping panel containing 17 single nucleotide polymorphisms (SNPs) selected from 5 genes (CYP2C9, CYP2C19, CYP4F2, SLCO1B1, and VKORC1) and the CYP2C cluster was used to compare genotyping results between analysis methods. Genomic DNA from 223 clinical samples was used to genotype the 17 SNPs on the Canon DNA Genetic Analyzer and TaqMan OpenArray Quant Studio Real-Time PCR (polymerase chain reaction) System. RESULTS: The concordance between the Canon DNA analyzer and TaqMan-based OpenArray genotyping results for the 17 SNPs ranged from 99.10% to 100% where SNPs (rs4244285, rs12248560, rs4986893, rs72552267, rs28399504, rs4149056, rs28371686, rs9332131, rs72558189, rs9923231, rs12777823), (rs41291556, rs1799853, rs7900194, rs28371685, rs2108622), and (rs1057910) showed 100%, 99.60%, and 99.10% concordance, respectively. CONCLUSION: These results show that the HRM analysis-based CV PGx genotyping panel performed well when compared with TaqMan-based OpenArray. The multiple genetic variant testing capability, efficient turnaround time and reproducibility of both assays formats suggest that the PGx panel with the DNA analyzer or other real-time PCR instruments with HRM assay analysis capability can be used for PGx testing in both research and clinical practice settings.
Assuntos
Doenças Cardiovasculares/genética , Testes Genéticos/métodos , Farmacogenética/métodos , Adulto , Citocromo P-450 CYP2C19/genética , Feminino , Genótipo , Técnicas de Genotipagem/métodos , Voluntários Saudáveis , Humanos , Transportador 1 de Ânion Orgânico Específico do Fígado/genética , Masculino , Desnaturação de Ácido Nucleico/genética , Polimorfismo de Nucleotídeo Único , Reação em Cadeia da Polimerase em Tempo Real , Reprodutibilidade dos Testes , Vitamina K Epóxido Redutases/genéticaRESUMO
Resistant hypertension (RHTN), defined as uncontrolled blood pressure (BP) ≥ 140/90 using three or more drugs or controlled BP (<140/90) using four or more drugs, is associated with adverse outcomes, including decline in kidney function. We conducted a genome-wide association analysis in 1194 White and Hispanic participants with hypertension and coronary artery disease from the INternational VErapamil-SR Trandolapril STudy-GENEtic Substudy (INVEST-GENES). Top variants associated with RHTN at p < 10-4 were tested for replication in 585 White and Hispanic participants with hypertension and subcortical strokes from the Secondary Prevention of Subcortical Strokes GENEtic Substudy (SPS3-GENES). A genetic risk score for RHTN was created by summing the risk alleles of replicated RHTN signals. rs11749255 in MSX2 was associated with RHTN in INVEST (odds ratio (OR) (95% CI) = 1.50 (1.2-1.8), p = 7.3 × 10-5) and replicated in SPS3 (OR = 2.0 (1.4-2.8), p = 4.3 × 10-5), with genome-wide significance in meta-analysis (OR = 1.60 (1.3-1.9), p = 3.8 × 10-8). Other replicated signals were in IFLTD1 and PTPRD. IFLTD1 rs6487504 was associated with RHTN in INVEST (OR = 1.90 (1.4-2.5), p = 1.1 × 10-5) and SPS3 (OR = 1.70 (1.2-2.5), p = 4 × 10-3). PTPRD rs324498, a previously reported RHTN signal, was among the top signals in INVEST (OR = 1.60 (1.3-2.0), p = 3.4 × 10-5) and replicated in SPS3 (OR = 1.60 (1.1-2.4), one-sided p = 0.005). Participants with the highest number of risk alleles were at increased risk of RHTN compared to participants with a lower number (p-trend = 1.8 × 10-15). Overall, we identified and replicated associations with RHTN in the MSX2, IFLTD1, and PTPRD regions, and combined these associations to create a genetic risk score.
Assuntos
Hipertensão/genética , Polimorfismo de Nucleotídeo Único/genética , Idoso , Anti-Hipertensivos/uso terapêutico , Pressão Sanguínea/efeitos dos fármacos , Pressão Sanguínea/genética , Feminino , Estudo de Associação Genômica Ampla/métodos , Hispânico ou Latino/genética , Humanos , Hipertensão/tratamento farmacológico , Masculino , Pessoa de Meia-Idade , Razão de Chances , Fatores de Risco , Verapamil/uso terapêutico , População Branca/genéticaRESUMO
BACKGROUND: Plasma renin is an important regulator of blood pressure (BP). Plasma renin activity (PRA) has been shown to correlate with variability in BP response to antihypertensive agents. We conducted a genome-wide association study to identify single-nucleotide polymorphisms (SNPs) associated with baseline PRA using data from the PEAR study (Pharmacogenomic Evaluation of Antihypertensive Responses). METHODS: Multiple linear regression analysis was performed in 461 whites and 297 blacks using an additive model, adjusting for age, sex, and ancestry-specific principal components. Top SNPs were prioritized by testing the expected direction of association for BP response to atenolol and hydrochlorothiazide. Top regions from the BP response prioritization were tested for functional evidence through differences in gene expression by genotype using RNA sequencing data. Regions with functional evidence were assessed for replication with baseline PRA in an independent study (PEAR-2). RESULTS: Our top SNP rs3784921 was in the SNN-TXNDC11 gene region. The G allele of rs3784921 was associated with higher baseline PRA (ß=0.47; P=2.09×10-6) and smaller systolic BP reduction in response to hydrochlorothiazide (ß=2.97; 1-sided P=0.006). In addition, TXNDC11 expression differed by rs3784921 genotype (P=0.007), and rs1802409, a proxy SNP for rs3784921 (r2=0.98-1.00), replicated in PEAR-2 (ß=0.15; 1-sided P=0.038). Additional SNPs associated with baseline PRA that passed BP response prioritization were in/near the genes CHD9, XIRP2, and GHR. CONCLUSIONS: We identified multiple regions associated with baseline PRA that were prioritized through BP response signals to 2 mechanistically different antihypertensive drugs. CLINICAL TRIAL REGISTRATION: URL: https://www.clinicaltrials.gov. Unique identifier: NCT00246519.
Assuntos
Anti-Hipertensivos/uso terapêutico , Atenolol/uso terapêutico , Pressão Sanguínea/efeitos dos fármacos , Hidroclorotiazida/uso terapêutico , Hipertensão/tratamento farmacológico , Variantes Farmacogenômicos , Polimorfismo de Nucleotídeo Único , Renina/sangue , Adolescente , Adulto , Idoso , Pressão Sanguínea/genética , Estudo de Associação Genômica Ampla , Humanos , Hipertensão/sangue , Hipertensão/genética , Hipertensão/fisiopatologia , Masculino , Pessoa de Meia-Idade , Estudos Prospectivos , Renina/genética , Resultado do Tratamento , Estados Unidos , Adulto JovemRESUMO
INTRODUCTION: Proton Pump inhibitors (PPIs) are commonly used for a variety of acid related disorders. Despite the overall effectiveness and safety profile of PPIs, some patients do not respond adequately or develop treatment related adverse events. This variable response among patients is in part due to genotype variability of CYP2C19, the gene encoding the CYP450 (CYP2C19) isoenzyme responsible for PPIs metabolism. Areas covered: This article provides an overview of the pharmacokinetics and mechanism of action of the currently available PPIs, including the magnitude of CYPC19 contribution to their metabolism. Additionally, the role of CYP2C19 genetic variability in the therapeutic effectiveness or outcomes of PPI therapy is highlighted in details, to provide supporting evidence for the potential value of CYP2C19 genotype-guided approaches to PPI drug therapy. Expert opinion: There is a large body of evidence describing the impact of CYP2C19 variability on PPIs and its potential role in individualizing PPI therapy, yet, CYP2C19 pharmacogenetics has not been widely implemented into clinical practice. More data are needed but CYP2C19 genotype-guided dosing of PPIs is likely to become increasingly common and is expected to improve clinical outcomes, and minimize side effects related to PPIs.