151
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Development and application of a rapid and sensitive genotyping method for pharmacogene variants using the single-stranded tag hybridization chromatographic printed-array strip (STH-PAS). Drug Metab Pharmacokinet 2018; 33:258-263. [PMID: 30269962 DOI: 10.1016/j.dmpk.2018.08.003] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/09/2018] [Revised: 08/06/2018] [Accepted: 08/13/2018] [Indexed: 01/06/2023]
Abstract
Genetic polymorphisms contribute to inter-individual variability in the metabolism of multiple clinical drugs, including warfarin, thiopurines, primaquine, and aminoglycosides. A rapid and sensitive clinical assessment of various genome biomarkers is, therefore, required to predict the individual responsiveness of each patient to these drugs. In this study, we developed a novel genotyping method for the detection of nine pharmacogene variants that are important in the prediction of drug efficiency and toxicity. This genotyping method uses competitive allele-specific PCR and a single-stranded tag hybridization chromatographic printed-array strip (STH-PAS) that can unambiguously determine the presence or absence of the gene variant by displaying visible blue lines on the chromatographic printed-array strip. Notably, the results of our STH-PAS method were in 100% agreement with those obtained using standard Sanger sequencing and KASP assay genotyping methods for CYP4F2 gene deletion. Moreover, the results were obtained within 90 min, including the PCR amplification and signal detection processes. The sensitive and rapid nature of this novel method make it ideal for clinical genetic testing to predict drug efficacy and toxicity, and in doing so will aid in the development of individualized medicine and better patient care.
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152
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Tavares LC, Duarte NE, Marcatto LR, Soares RAG, Krieger JE, Pereira AC, Santos PCJL. Impact of incorporating ABCB1 and CYP4F2 polymorphisms in a pharmacogenetics-guided warfarin dosing algorithm for the Brazilian population. Eur J Clin Pharmacol 2018; 74:1555-1566. [PMID: 30051215 DOI: 10.1007/s00228-018-2528-z] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2018] [Accepted: 07/16/2018] [Indexed: 12/15/2022]
Abstract
PURPOSE Interpatient variation of warfarin dose requirements may be explained by genetic variations and general and clinical factors. In this scenario, diverse population-calibrated dosing algorithms, which incorporate the main warfarin dosing influencers, have been widely proposed for predicting supposed warfarin maintenance dose, in order to prevent and reduce adverse events. The aim of the present study was to evaluate the impact of the inclusion of ABCB1 c.3435C>T and CYP4F2 c.1297G>A polymorphisms as additional covariates in a previously developed pharmacogenetic-based warfarin dosing algorithm calibrated for the Brazilian population. METHODS Two independent cohorts of patients treated with warfarin (n = 832 and n = 133) were included for derivation and replication of the algorithm, respectively. Genotyping of ABCB1 c.3435C>T and CYP4F2 c.1297G>A polymorphisms was performed by polymerase chain reaction followed by melting curve analysis and TaqMan® assay, respectively. A multiple linear regression was performed for the warfarin stable doses as a dependent variable, considering clinical, general, and genetic data as covariates. RESULTS The inclusion of ABCB1 and CYP4F2 polymorphisms was able to improve the algorithm's coefficient of determination (R2) by 2.6%. In addition, the partial determination coefficients of these variants revealed that they explained 3.6% of the warfarin dose variability. We also observed a marginal improvement of the linear correlation between observed and predicted doses (from 59.7 to 61.4%). CONCLUSION Although our study indicates that the contribution of the combined ABCB1 and CYP4F2 genotypes in explaining the overall variability in warfarin dose is not very large, we demonstrated that these pharmacogenomic data are statistically significant. However, the clinical relevance and cost-effective impact of incorporating additional variants in warfarin dosing algorithms should be carefully evaluated.
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Affiliation(s)
- Letícia C Tavares
- Laboratory of Genetics and Molecular Cardiology, Heart Institute (InCor), Faculdade de Medicina FMUSP, Universidade de Sao Paulo, São Paulo, SP, Brazil
| | - Nubia E Duarte
- Department of Mathematic and Statistics, Universidad Nacional de Colombia, Manizales, Caldas, Colombia
| | - Leiliane R Marcatto
- Laboratory of Genetics and Molecular Cardiology, Heart Institute (InCor), Faculdade de Medicina FMUSP, Universidade de Sao Paulo, São Paulo, SP, Brazil
| | - Renata A G Soares
- Laboratory of Genetics and Molecular Cardiology, Heart Institute (InCor), Faculdade de Medicina FMUSP, Universidade de Sao Paulo, São Paulo, SP, Brazil
| | - Jose E Krieger
- Laboratory of Genetics and Molecular Cardiology, Heart Institute (InCor), Faculdade de Medicina FMUSP, Universidade de Sao Paulo, São Paulo, SP, Brazil
| | - Alexandre C Pereira
- Laboratory of Genetics and Molecular Cardiology, Heart Institute (InCor), Faculdade de Medicina FMUSP, Universidade de Sao Paulo, São Paulo, SP, Brazil
| | - Paulo Caleb Junior Lima Santos
- Laboratory of Genetics and Molecular Cardiology, Heart Institute (InCor), Faculdade de Medicina FMUSP, Universidade de Sao Paulo, São Paulo, SP, Brazil.
- Department of Pharmacology, Escola Paulista de Medicina, Universidade Federal de Sao Paulo UNIFESP, São Paulo, SP, Brazil.
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153
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Syn NL, Wong ALA, Lee SC, Teoh HL, Yip JWL, Seet RC, Yeo WT, Kristanto W, Bee PC, Poon LM, Marban P, Wu TS, Winther MD, Brunham LR, Soong R, Tai BC, Goh BC. Genotype-guided versus traditional clinical dosing of warfarin in patients of Asian ancestry: a randomized controlled trial. BMC Med 2018; 16:104. [PMID: 29986700 PMCID: PMC6038204 DOI: 10.1186/s12916-018-1093-8] [Citation(s) in RCA: 28] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/03/2018] [Accepted: 06/05/2018] [Indexed: 11/29/2022] Open
Abstract
BACKGROUND Genotype-guided warfarin dosing has been shown in some randomized trials to improve anticoagulation outcomes in individuals of European ancestry, yet its utility in Asian patients remains unresolved. METHODS An open-label, non-inferiority, 1:1 randomized trial was conducted at three academic hospitals in South East Asia, involving 322 ethnically diverse patients newly indicated for warfarin (NCT00700895). Clinical follow-up was 90 days. The primary efficacy measure was the number of dose titrations within the first 2 weeks of therapy, with a mean non-inferiority margin of 0.5 over the first 14 days of therapy. RESULTS Among 322 randomized patients, 269 were evaluable for the primary endpoint. Compared with traditional dosing, the genotype-guided group required fewer dose titrations during the first 2 weeks (1.77 vs. 2.93, difference -1.16, 90% CI -1.48 to -0.84, P < 0.001 for both non-inferiority and superiority). The percentage of time within the therapeutic range over 3 months and median time to stable international normalized ratio (INR) did not differ between the genotype-guided and traditional dosing groups. The frequency of dose titrations (incidence rate ratio 0.76, 95% CI 0.67 to 0.86, P = 0.001), but not frequency of INR measurements, was lower at 1, 2, and 3 months in the genotype-guided group. The proportions of patients who experienced minor or major bleeding, recurrent venous thromboembolism, or out-of-range INR did not differ between both arms. For predicting maintenance doses, the pharmacogenetic algorithm achieved an R2 = 42.4% (P < 0.001) and mean percentage error of -7.4%. CONCLUSIONS Among Asian adults commencing warfarin therapy, a pharmacogenetic algorithm meets criteria for both non-inferiority and superiority in reducing dose titrations compared with a traditional dosing approach, and performs well in prediction of actual maintenance doses. These findings imply that clinicians may consider applying a pharmacogenetic algorithm to personalize initial warfarin dosages in Asian patients. TRIAL REGISTRATION ClinicalTrials.gov NCT00700895 . Registered on June 19, 2008.
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Affiliation(s)
- Nicholas L Syn
- Department of Haematology-Oncology, National University Cancer Institute, Singapore, Singapore.,Cancer Science Institute of Singapore, National University of Singapore, Singapore, Singapore
| | - Andrea Li-Ann Wong
- Department of Haematology-Oncology, National University Cancer Institute, Singapore, Singapore.,Cancer Science Institute of Singapore, National University of Singapore, Singapore, Singapore
| | - Soo-Chin Lee
- Department of Haematology-Oncology, National University Cancer Institute, Singapore, Singapore.,Cancer Science Institute of Singapore, National University of Singapore, Singapore, Singapore
| | - Hock-Luen Teoh
- Division of Neurology, Department of Medicine, National University Health System, Singapore, Singapore
| | - James Wei Luen Yip
- Department of Cardiology, National University Heart Centre, Singapore, Singapore
| | - Raymond Cs Seet
- Division of Neurology, Department of Medicine, National University Health System, Singapore, Singapore.,Department of Medicine, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - Wee Tiong Yeo
- Department of Cardiology, National University Heart Centre, Singapore, Singapore
| | - William Kristanto
- Department of Cardiology, National University Heart Centre, Singapore, Singapore
| | - Ping-Chong Bee
- Department of Medicine, University of Malaya Medical Centre, Kuala Lumpur, Malaysia
| | - L M Poon
- Department of Haematology-Oncology, National University Cancer Institute, Singapore, Singapore
| | - Patrick Marban
- Department of Haematology-Oncology, National University Cancer Institute, Singapore, Singapore
| | - Tuck Seng Wu
- Department of Pharmacy, National University Hospital, Singapore, Singapore
| | - Michael D Winther
- Genome Institute of Singapore, Agency for Science, Technology and Research, Singapore, Singapore
| | - Liam R Brunham
- Translational Laboratory in Genetic Medicine, Agency for Science, Technology and Research, Singapore, Singapore.,Department of Medicine, Centre for Heart Lung Innovation, University of British Columbia, Vancouver, Canada
| | - Richie Soong
- Cancer Science Institute of Singapore, National University of Singapore, Singapore, Singapore.,Department of Pathology, Yong Loo Lin School of Medicine, National University Health System, Singapore, Singapore
| | - Bee-Choo Tai
- Saw Swee Hock School of Public Health, National University of Singapore, Singapore, Singapore
| | - Boon-Cher Goh
- Department of Haematology-Oncology, National University Cancer Institute, Singapore, Singapore. .,Cancer Science Institute of Singapore, National University of Singapore, Singapore, Singapore. .,Department of Pharmacology, Yong Loo Lin School of Medicine, National University Health System, Singapore, 119228, Singapore.
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154
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Dong AN, Tan BH, Pan Y, Ong CE. Cytochrome P450 genotype-guided drug therapies: An update on current states. Clin Exp Pharmacol Physiol 2018; 45:991-1001. [PMID: 29858511 DOI: 10.1111/1440-1681.12978] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2018] [Revised: 05/30/2018] [Accepted: 05/30/2018] [Indexed: 01/07/2023]
Abstract
Over the past 2 decades, knowledge of the role and clinical value of pharmacogenetic markers has expanded so that individualized pre-emptive therapy based on genetic background of patients could be within reach for clinical implementation. This is evidenced from the frequent updating of drug labels that incorporates pharmacogenetic information (where compelling data become available) by the regulatory agencies (such as the US FDA), and the periodical publication of guidelines of specific therapeutic recommendations based on the results of pharmacogenetic tests by the pharmacogenetics working groups or consortiums of professional bodies. Clinical relevance of the cytochrome P450 (CYP) polymorphism related to dose, effectiveness and/or toxicity of key drugs are presented in this review, including that of warfarin, clopidogrel, tricyclic antidepressants, and proton pump inhibitors. Prospect for routine clinical application of CYP genotyping before prescribing drugs is still currently unclear due to challenges and barriers associated with availability of well-defined and validated pharmacogenetic studies, the interpretation, result reporting and potential error of genotype testing, involvement of non-genetic factors, and other patient's demographic and disease conditions. Further studies to provide additional supporting clinical data and acceleration of pharmacogenetic testing standards and techniques should help improve the evidence base needed for clinical utility and hence move the implementation of genotype-guided therapy in clinical practice a step closer to reality.
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Affiliation(s)
- Amelia Nathania Dong
- School of Pharmacy, Monash University Malaysia, Bandar Sunway, Selangor, Malaysia
| | - Boon Hooi Tan
- Division of Applied Biomedical Sciences and Biotechnology, International Medical University, Kuala Lumpur, Malaysia
| | - Yan Pan
- Department of Biomedical Science, University of Nottingham Malaysia Campus, Semenyih, Selangor, Malaysia
| | - Chin Eng Ong
- School of Pharmacy, International Medical University, Kuala Lumpur, Malaysia
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155
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Systematic review of risk prediction scores for venous thromboembolism following joint replacement. Thromb Res 2018; 168:148-155. [PMID: 30064687 DOI: 10.1016/j.thromres.2018.06.024] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/26/2018] [Revised: 06/22/2018] [Accepted: 06/27/2018] [Indexed: 11/24/2022]
Abstract
BACKGROUND Venous thromboembolism (VTE) is an important cause of morbidity and a preventable cause of deaths following lower limb joint replacement. Risk prediction scores that help to predict individual VTE risk following lower limb joint replacement may inform the development of preventive strategies and guide treatment decisions. We aimed to systematically review the evidence on the development and/or validation of risk prediction scores for VTE following lower limb joint replacement. METHODS Population-based studies that have developed and/or validated a risk prediction score for VTE following hip or knee replacement and randomised controlled trials (RCTs) that have evaluated the clinical impact of a score were searched for in MEDLINE, Embase, Web of Science, and The Cochrane Library to April 2018. RESULTS Five observational cohort studies describing five risk scores were included. No RCTs were identified. The number of component variables in a single risk score ranged from 5 to 26. Three risk scores comprised 5-8 component variables. None of the studies reported calibration or discrimination statistics. Two risk scores were externally validated in single-institution cohorts and were reported to perform well. One study evaluated the general surgery Caprini risk score in primary hip and knee replacement patients and did not find it useful for VTE risk stratification. CONCLUSIONS Few VTE risk prediction scores in lower limb joint replacement exist and these have methodological issues, have been inadequately reported, not been sufficiently validated, and their impact on patient outcomes and decision making is unknown. Research is urgently warranted in the field. Systematic review registration: PROSPERO 2018: CRD42018088712.
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156
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Pirmohamed M. Warfarin: The End or the End of One Size Fits All Therapy? J Pers Med 2018; 8:jpm8030022. [PMID: 29958440 PMCID: PMC6163581 DOI: 10.3390/jpm8030022] [Citation(s) in RCA: 23] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/07/2018] [Revised: 06/24/2018] [Accepted: 06/25/2018] [Indexed: 12/21/2022] Open
Abstract
Oral anticoagulants are required for both treatment and prophylaxis in many different diseases. Clinicians and patients now have a choice of oral anticoagulants, including the vitamin K antagonists (of which warfarin is the most widely used and is used as the exemplar in this paper), and direct oral anticoagulants (DOACs: dabigatran, apixaban, rivaroxaban, and edoxaban). This paper explores the recent advances and controversies in oral anticoagulation. While some commentators may favour a complete switchover to DOACs, this paper argues that warfarin still has a place in therapy, and a stratified approach that enables the correct choice of both drug and dose would improve both patient outcomes and affordability.
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Affiliation(s)
- Munir Pirmohamed
- Department of Molecular and Clinical Pharmacology, Wolfson Centre for Personalised Medicine, University of Liverpool, Liverpool L69 3GL, UK.
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157
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Ruff CT. Pharmacogenetics of Warfarin Therapy. Clin Chem 2018; 64:1558-1559. [PMID: 29941467 DOI: 10.1373/clinchem.2017.284927] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2018] [Accepted: 05/23/2018] [Indexed: 11/06/2022]
Affiliation(s)
- Christian T Ruff
- TIMI Study Group, Cardiovascular Medicine Division, Brigham and Women's Hospital and Harvard Medical School, Boston, MA.
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158
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Sridharan K, Sequeira RP. Comment on 'Genotype-guided warfarin dosing vs. conventional dosing strategies: a systematic review and meta-analysis of randomized clinical trials' by Tse et al. Br J Clin Pharmacol 2018; 84:2162-2164. [PMID: 29876946 DOI: 10.1111/bcp.13648] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2018] [Revised: 05/11/2018] [Accepted: 05/16/2018] [Indexed: 12/23/2022] Open
Affiliation(s)
- Kannan Sridharan
- Department of Pharmacology and Therapeutics, College of Medicine and Medical Sciences, Arabian Gulf University, Manama, Bahrain
| | - Reginald P Sequeira
- Department of Pharmacology and Therapeutics, College of Medicine and Medical Sciences, Arabian Gulf University, Manama, Bahrain
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159
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Lorés-Motta L, de Jong EK, den Hollander AI. Exploring the Use of Molecular Biomarkers for Precision Medicine in Age-Related Macular Degeneration. Mol Diagn Ther 2018; 22:315-343. [PMID: 29700787 PMCID: PMC5954014 DOI: 10.1007/s40291-018-0332-1] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
Precision medicine aims to improve patient care by adjusting medication to each patient's individual needs. Age-related macular degeneration (AMD) is a heterogeneous eye disease in which several pathways are involved, and the risk factors driving the disease differ per patient. As a consequence, precision medicine holds promise for improved management of this disease, which is nowadays a main cause of vision loss in the elderly. In this review, we provide an overview of the studies that have evaluated the use of molecular biomarkers to predict response to treatment in AMD. We predominantly focus on genetic biomarkers, but also include studies that examined circulating or eye fluid biomarkers in treatment response. This involves studies on treatment response to dietary supplements, response to anti-vascular endothelial growth factor, and response to complement inhibitors. In addition, we highlight promising new therapies that have been or are currently being tested in clinical trials and discuss the molecular studies that can help identify the most suitable patients for these upcoming therapeutic approaches.
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Affiliation(s)
- Laura Lorés-Motta
- Department of Ophthalmology, Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Centre, Philips van Leydenlaan 15, 6525 EX, Nijmegen, The Netherlands
| | - Eiko K de Jong
- Department of Ophthalmology, Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Centre, Philips van Leydenlaan 15, 6525 EX, Nijmegen, The Netherlands
| | - Anneke I den Hollander
- Department of Ophthalmology, Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Centre, Philips van Leydenlaan 15, 6525 EX, Nijmegen, The Netherlands.
- Department of Human Genetics, Donders Institute for Brain, Cognition and Behaviour, Radboud University Medical Center, Nijmegen, The Netherlands.
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160
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Abstract
Considerable interindividual variability in response to cardiovascular pharmacotherapy exists with drug responses varying from being efficacious to inadequate to induce severe adverse events. Fueled by advancements and multidisciplinary collaboration across disciplines such as genetics, bioinformatics, and basic research, the vision of personalized medicine, rather than a one-size-fits-all approach, may be within reach. Pharmacogenetics offers the potential to optimize the benefit-risk profile of drugs by tailoring diagnostic and treatment strategies according to the individual patient. To date, a multitude of studies has tried to delineate the effects of gene-drug interactions for drugs commonly used to treat cardiovascular-related disease. The focus of this review is on how genetic variability may modify drug responsiveness and patient outcomes following therapy with commonly used cardiovascular drugs including clopidogrel, warfarin, statins, and β-blockers. Also included are examples of how genetic studies can be used to guide drug discovery and examples of how genetic information may be deployed in clinical decision making.
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Affiliation(s)
- Peter E Weeke
- Department of Cardiology, Copenhagen University Hospital, Bispebjerg and Frederiksberg, Denmark.
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161
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Shen L, Fang SS, Ge H, Qiao ZQ, Gu ZC. Optimal nonvitamin K antagonist oral anticoagulant therapy in a warfarin-sensitive patient after left atrial appendage closure: A case report. Medicine (Baltimore) 2018; 97:e0683. [PMID: 29718897 PMCID: PMC6392999 DOI: 10.1097/md.0000000000010683] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/20/2023] Open
Abstract
RATIONALE Developing an optimal medication strategy poses a challenging task in fragile patients after left atrial appendage closure (LAAC). We report an optimal nonvitamin K antagonist oral anticoagulant (NOAC) therapy in a warfarin-sensitive patient after LAAC. PATIENT CONCERNS A 77-year-old nonvalvular atrial fibrillation (NVAF) male carrying 2 warfarin-sensitive alleles experienced 2 gum-bleeding with the international normalized ratio (INR) around 3. DIAGNOSES Persistent NVAF with a history of subtotal gastrectomy and moderate renal insufficiency. INTERVENTIONS Warfarin was discontinued and vitamin K1 was immediately administrated via intravenous infusion. LAAC was regarded as a preferable option, and rivaroxaban 15 mg daily was managed after LACC. OUTCOMES Complete endothelialization on the surface of device was detected via transoesophageal echocardiography (TEE), and no peridevice spillage and adverse event occurred. LESSONS A post-LAAC treatment with NOAC may be a viable regimen in patients intolerant to warfarin.
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Affiliation(s)
- Long Shen
- Department of Cardiology, Renji Hospital, School of Medicine, Shanghai Jiaotong University
| | - Sha-Sha Fang
- Department of Pharmacy, Third Affiliated Hospital of Second Military Medical University
| | - Heng Ge
- Department of Cardiology, Renji Hospital, School of Medicine, Shanghai Jiaotong University
| | - Zhi-Qing Qiao
- Department of Cardiology, Renji Hospital, School of Medicine, Shanghai Jiaotong University
| | - Zhi-Chun Gu
- Department of Pharmacy, Renji Hospital, School of Medicine, Shanghai Jiaotong University, Shanghai, China
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162
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Lavertu A, McInnes G, Daneshjou R, Whirl-Carrillo M, Klein TE, Altman RB. Pharmacogenomics and big genomic data: from lab to clinic and back again. Hum Mol Genet 2018; 27:R72-R78. [PMID: 29635477 PMCID: PMC5946941 DOI: 10.1093/hmg/ddy116] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2018] [Revised: 03/27/2018] [Accepted: 03/28/2018] [Indexed: 02/06/2023] Open
Abstract
The field of pharmacogenomics is an area of great potential for near-term human health impacts from the big genomic data revolution. Pharmacogenomics research momentum is building with numerous hypotheses currently being investigated through the integration of molecular profiles of different cell lines and large genomic data sets containing information on cellular and human responses to therapies. Additionally, the results of previous pharmacogenetic research efforts have been formulated into clinical guidelines that are beginning to impact how healthcare is conducted on the level of the individual patient. This trend will only continue with the recent release of new datasets containing linked genotype and electronic medical record data. This review discusses key resources available for pharmacogenomics and pharmacogenetics research and highlights recent work within the field.
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Affiliation(s)
- Adam Lavertu
- Biomedical Informatics Training Program, Stanford University, Stanford, CA 94305, USA
| | - Greg McInnes
- Biomedical Informatics Training Program, Stanford University, Stanford, CA 94305, USA
| | - Roxana Daneshjou
- Department of Genetics, Stanford University, Stanford, CA 94305, USA
| | | | - Teri E Klein
- Department of Biomedical Data Science, Stanford University, Stanford, CA 94305, USA
| | - Russ B Altman
- Department of Genetics, Stanford University, Stanford, CA 94305, USA
- Department of Bioengineering, Stanford University, Stanford, CA 94305, USA
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163
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Roden DM, Van Driest SL, Mosley JD, Wells QS, Robinson JR, Denny JC, Peterson JF. Benefit of Preemptive Pharmacogenetic Information on Clinical Outcome. Clin Pharmacol Ther 2018; 103:787-794. [PMID: 29377064 PMCID: PMC6134843 DOI: 10.1002/cpt.1035] [Citation(s) in RCA: 73] [Impact Index Per Article: 10.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/13/2017] [Revised: 01/08/2018] [Accepted: 01/22/2018] [Indexed: 12/13/2022]
Abstract
The development of new knowledge around the genetic determinants of variable drug action has naturally raised the question of how this new knowledge can be used to improve the outcome of drug therapy. Two broad approaches have been taken: a point-of-care approach in which genotyping for specific variant(s) is undertaken at the time of drug prescription, and a preemptive approach in which multiple genetic variants are typed in an individual patient and the information archived for later use when a drug with a "pharmacogenetic story" is prescribed. This review addresses the current state of implementation, the rationale for these approaches, and barriers that must be overcome. Benefits to pharmacogenetic testing are only now being defined and will be discussed.
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Affiliation(s)
- Dan M. Roden
- Department of Medicine, Vanderbilt University Medical Center Nashville, TN
- Department of Pharmacology, Vanderbilt University Medical Center Nashville, TN
- Department of Biomedical Informatics, Vanderbilt University Medical Center Nashville, TN
| | - Sara L. Van Driest
- Department of Medicine, Vanderbilt University Medical Center Nashville, TN
- Department of Pediatrics, Vanderbilt University Medical Center Nashville, TN
| | - Jonathan D. Mosley
- Department of Medicine, Vanderbilt University Medical Center Nashville, TN
- Department of Biomedical Informatics, Vanderbilt University Medical Center Nashville, TN
| | - Quinn S. Wells
- Department of Medicine, Vanderbilt University Medical Center Nashville, TN
| | - Jamie R. Robinson
- Department of Biomedical Informatics, Vanderbilt University Medical Center Nashville, TN
- Department of Surgery, Vanderbilt University Medical Center Nashville, TN
| | - Joshua C. Denny
- Department of Medicine, Vanderbilt University Medical Center Nashville, TN
- Department of Biomedical Informatics, Vanderbilt University Medical Center Nashville, TN
| | - Josh F. Peterson
- Department of Medicine, Vanderbilt University Medical Center Nashville, TN
- Department of Biomedical Informatics, Vanderbilt University Medical Center Nashville, TN
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164
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Mills RA, Eichmeyer JN, Williams LM, Muskett JA, Schmidlen TJ, Maloney KA, Lemke AA. Patient Care Situations Benefiting from Pharmacogenomic Testing. CURRENT GENETIC MEDICINE REPORTS 2018. [DOI: 10.1007/s40142-018-0136-y] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
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165
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Tavares LC, Marcatto LR, Santos PCJL. Genotype-guided warfarin therapy: current status. Pharmacogenomics 2018; 19:667-685. [PMID: 29701078 DOI: 10.2217/pgs-2017-0207] [Citation(s) in RCA: 34] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022] Open
Abstract
Warfarin pharmacogenomics has been an extensively studied field in the last decades as it is focused on personalized therapy to overcome the wide interpatient warfarin response variability and decrease the risk of side effects. In this expert review, besides briefly summarizing the current knowledge about warfarin pharmacogenetics, we also present an overview of recent studies that aimed to assess the efficacy, safety and economic issues related to genotype-based dosing algorithms used to guide warfarin therapy, including randomized and controlled clinical trials, meta-analyses and cost-effectiveness studies. To date, the findings still present disparities, mostly because of standard limitations. Thus, further studies should be encouraged to try to demonstrate the benefits of the application of warfarin pharmacogenomic dosing algorithms in clinical practice.
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Affiliation(s)
- Letícia C Tavares
- Laboratory of Genetics & Molecular Cardiology, Heart Institute (InCor), Faculdade de Medicina FMUSP, Universidade de Sao Paulo, SP 05403-900, Brazil
| | - Leiliane R Marcatto
- Laboratory of Genetics & Molecular Cardiology, Heart Institute (InCor), Faculdade de Medicina FMUSP, Universidade de Sao Paulo, SP 05403-900, Brazil
| | - Paulo C J L Santos
- Department of Pharmacology, Universidade Federal de Sao Paulo UNIFESP, SP 04044-020, Brazil
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166
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Kheiri B, Abdalla A, Haykal T, Osman M, Ahmed S, Hassan M, Bachuwa G. Meta-Analysis of Genotype-Guided Versus Standard Dosing of Vitamin K Antagonists. Am J Cardiol 2018; 121:879-887. [PMID: 29402419 DOI: 10.1016/j.amjcard.2017.12.023] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/31/2017] [Revised: 12/14/2017] [Accepted: 12/27/2017] [Indexed: 12/24/2022]
Abstract
Vitamin K antagonist (VKA) is a commonly prescribed anticoagulant with a narrow therapeutic window. Genetic polymorphisms account for high VKA dosage variability. Hence, we performed an updated meta-analysis of all randomized clinical trials (RCTs) comparing genotype-guided VKA versus standard dosing algorithms. We conducted a systematic search of electronic databases from inception to October 2017 for all RCTs. The primary outcome was the percentage of time in therapeutic range (TTR). Secondary outcomes were international normalized ratio >4, major and all bleeding events, thromboembolism, adverse and serious adverse events, and all-cause mortality. We calculated the weighted mean difference for the primary outcome and risk ratio (RR) for secondary outcomes using a random-effect model. We included 20 RCTs and analyzed a total of 5,980 adult patients. Our pooled analysis showed greater improvement in TTR for the genotype-guided group in comparison with the standard group (mean difference 3.41%, 95% confidence interval [CI] 0.71 to 6.10, p = 0.01). In addition, there were significant reductions in major and all bleeding events ((RR 0.35, 95% CI 0.20 to 0.63, p = 0.0004) and (RR 0.79, 95% CI 0.66 to 0.95, p = 0.01), respectively). However, there were no significant differences between the groups for international normalized ratio >4 (RR 0.89, 95% CI 0.80 to 1.00, p = 0.06), thromboembolism (RR 0.81, 95% CI 0.56 to 1.17, p = 0.25), serious adverse events (RR 0.79, 95% CI 0.61 to 1.03, p = 0.08), any adverse events (RR 0.94, 95% CI 0.88 to 1.01, p = 0.07), or all-cause mortality (RR 0.73, 95% CI 0.32 to 1.66, p = 0.46). In conclusion, genotype-guided VKA dosing can improve the TTR and reduce the risk for bleeding episodes, in comparison with standard dosing algorithms.
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Affiliation(s)
- Babikir Kheiri
- Department of Internal Medicine, Hurley Medical Center/Michigan State University, Flint, Michigan.
| | - Ahmed Abdalla
- Department of Internal Medicine, Hurley Medical Center/Michigan State University, Flint, Michigan
| | - Tarek Haykal
- Department of Internal Medicine, Hurley Medical Center/Michigan State University, Flint, Michigan
| | - Mohammed Osman
- Department of Internal Medicine, Hurley Medical Center/Michigan State University, Flint, Michigan
| | - Sahar Ahmed
- Department of Internal Medicine, Hurley Medical Center/Michigan State University, Flint, Michigan
| | - Mustafa Hassan
- Department of Internal Medicine, Hurley Medical Center/Michigan State University, Flint, Michigan
| | - Ghassan Bachuwa
- Department of Internal Medicine, Hurley Medical Center/Michigan State University, Flint, Michigan
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167
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Dainis AM, Ashley EA. Cardiovascular Precision Medicine in the Genomics Era. JACC Basic Transl Sci 2018; 3:313-326. [PMID: 30062216 PMCID: PMC6059349 DOI: 10.1016/j.jacbts.2018.01.003] [Citation(s) in RCA: 42] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/05/2017] [Revised: 12/31/2017] [Accepted: 01/02/2018] [Indexed: 12/20/2022]
Abstract
Precision medicine strives to delineate disease using multiple data sources-from genomics to digital health metrics-in order to be more precise and accurate in our diagnoses, definitions, and treatments of disease subtypes. By defining disease at a deeper level, we can treat patients based on an understanding of the molecular underpinnings of their presentations, rather than grouping patients into broad categories with one-size-fits-all treatments. In this review, the authors examine how precision medicine, specifically that surrounding genetic testing and genetic therapeutics, has begun to make strides in both common and rare cardiovascular diseases in the clinic and the laboratory, and how these advances are beginning to enable us to more effectively define risk, diagnose disease, and deliver therapeutics for each individual patient.
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Key Words
- CAD, coronary artery disease
- CF, cystic fibrosis
- CHD, coronary heart disease
- CML, chronic myelogenous leukemia
- CRS, conventional risk score
- CVD, cardiovascular disease
- CaM, calmodulin
- DCM, dilated cardiomyopathy
- DMD, Duchenne muscular dystrophy
- FH, familial hypercholesterolemia
- GRS, genomic risk score
- HCM, hypertrophic cardiomyopathy
- HDR, homology directed repair
- IVF, in vitro fertilization
- LDL-C, low-density lipoprotein cholesterol
- LQTS, long QT syndrome
- NGS, next-generation sequencing
- PGD, preimplantation genetic diagnosis
- SNP, single nucleotide polymorphism
- genome sequencing
- genomics
- iPSC, induced pluripotent stem cells
- precision medicine
- ssODN, single-stranded oligodeoxynucleotide
- targeted therapeutics
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Affiliation(s)
| | - Euan A. Ashley
- Department of Genetics, Stanford University, Stanford, California
- Department of Medicine, Stanford University, Stanford, California
- Stanford Center for Inherited Cardiovascular Disease, Stanford University, Stanford, California
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168
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Allyn-Feuer A, Ade A, Luzum JA, Higgins GA, Athey BD. The pharmacoepigenomics informatics pipeline defines a pathway of novel and known warfarin pharmacogenomics variants. Pharmacogenomics 2018; 19:413-434. [PMID: 29400612 PMCID: PMC6021929 DOI: 10.2217/pgs-2017-0186] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2017] [Accepted: 01/16/2018] [Indexed: 12/21/2022] Open
Abstract
AIM 'Pharmacoepigenomics' methods informed by omics datasets and pre-existing knowledge have yielded discoveries in neuropsychiatric pharmacogenomics. Now we evaluate the generality of these methods by discovering an extended warfarin pharmacogenomics pathway. MATERIALS & METHODS We developed the pharmacoepigenomics informatics pipeline, a scalable multi-omics variant screening pipeline for pharmacogenomics, and conducted an experiment in the genomics of warfarin. RESULTS We discovered known and novel pharmacogenomics variants and genes, both coding and regulatory, for warfarin response, including adverse events. Such genes and variants cluster in a warfarin response pathway consolidating known and novel warfarin response variants and genes. CONCLUSION These results can inform a new warfarin test. The pharmacoepigenomics informatics pipeline may be able to discover new pharmacogenomics markers in other drug-disease systems.
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Affiliation(s)
- Ari Allyn-Feuer
- Department of Computational Medicine & Bioinformatics, University of Michigan Medical School, Ann Arbor, MI 48109, USA
| | - Alex Ade
- Department of Computational Medicine & Bioinformatics, University of Michigan Medical School, Ann Arbor, MI 48109, USA
| | - Jasmine A Luzum
- Department of Clinical Pharmacy, College of Pharmacy, University of Michigan, Ann Arbor, MI 48109, USA
| | - Gerald A Higgins
- Department of Computational Medicine & Bioinformatics, University of Michigan Medical School, Ann Arbor, MI 48109, USA
| | - Brian D Athey
- Department of Computational Medicine & Bioinformatics, University of Michigan Medical School, Ann Arbor, MI 48109, USA
- Department of Internal Medicine, University of Michigan Health System, Ann Arbor, MI 48109, USA
- Department of Psychiatry, University of Michigan Medical School, Ann Arbor, MI 48109, USA
- Michigan Institute for Data Science, University of Michigan Office of Research, Ann Arbor, MI 48109, USA
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169
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Table and Figure Errors. JAMA 2018; 319:1281. [PMID: 29584822 PMCID: PMC8177135 DOI: 10.1001/jama.2018.2301] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/14/2022]
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170
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Falasinnu T, Chaichian Y, Bass MB, Simard JF. The Representation of Gender and Race/Ethnic Groups in Randomized Clinical Trials of Individuals with Systemic Lupus Erythematosus. Curr Rheumatol Rep 2018; 20:20. [PMID: 29550947 PMCID: PMC5857270 DOI: 10.1007/s11926-018-0728-2] [Citation(s) in RCA: 70] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022]
Abstract
PURPOSE OF REVIEW This review evaluated gender and race/ethnic representation in randomized controlled trials (RCTs) of patients with systemic lupus erythematosus (SLE). RECENT FINDINGS Whites comprise 33% of prevalent SLE cases and comprised 51% of RCT enrollees. Blacks encompass 43% of prevalent SLE cases, but only represented 14% of RCT enrollees. Hispanics comprise 16% of prevalent SLE cases and 21% of RCT enrollees, while Asians comprise 13% of prevalent SLE cases and 10% of RCT enrollees. Males encompass 9% of SLE cases and 7% of RCT enrollees. The reporting and representation of males have remained stable over time, although their representation in RCTs is slighter lower than the prevalence of SLE in males. The representation of Hispanics, Asians, and Native Americans increased over time. However, the representation of blacks among RCT participants has decreased since 2006-2011. RCTs among SLE patients need larger sample sizes in order to evaluate heterogeneity in outcomes among racial subgroups. It is imperative that novel strategies be developed to recruit racial minorities with SLE by identifying and improving barriers to RCT enrollment in order to better understand the disease's diverse population.
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Affiliation(s)
- Titilola Falasinnu
- Department of Health Research and Policy, Stanford School of Medicine, 150 Governor’s Lane, Stanford, CA 94305 USA
| | - Yashaar Chaichian
- Department of Medicine, Division of Immunology and Rheumatology, Stanford School of Medicine, 900 Blake Wilbur Dr, 2nd Fl, Stanford, CA 94305 USA
| | - Michelle B. Bass
- Lane Medical Library and Knowledge Management Center, Stanford University Medical Center, 300 Pasteur Drive, L109, Stanford, CA 94305 USA
| | - Julia F. Simard
- Department of Health Research and Policy, Stanford School of Medicine, 150 Governor’s Lane, Stanford, CA 94305 USA
- Division of Immunology and Rheumatology, Department of Health Research and Policy, Stanford School of Medicine, 150 Governor’s Lane, Stanford, CA 94305 USA
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171
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Stevenson JM. Insights and barriers to clinical use of serotonin transporter pharmacogenetics in antidepressant therapy. Pharmacogenomics 2018; 19:167-170. [PMID: 29325499 PMCID: PMC6291898 DOI: 10.2217/pgs-2017-0196] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/21/2017] [Accepted: 11/22/2017] [Indexed: 12/27/2022] Open
Affiliation(s)
- James M Stevenson
- Department of Pharmacy & Therapeutics, University of Pittsburgh, School of Pharmacy, 335 Sutherland Drive, 209 Salk Pavilion, Pittsburgh, PA 15261, USA
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172
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Affiliation(s)
- Alan Hb Wu
- Department of Laboratory Medicine, University of California, San Francisco, CA 94110, USA
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173
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Hughes DA, Plumpton CO. Rare disease prevention and treatment: the need for a level playing field. Pharmacogenomics 2018; 19:243-247. [PMID: 29327657 DOI: 10.2217/pgs-2017-0300] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022] Open
Abstract
Pharmacogenetic tests are being used increasingly to prevent rare and potentially life-threatening adverse drug reactions. For many tests, however, cost-effectiveness is hard to demonstrate, and with the exception of a few cases, widespread implementation remains a distant prospect. Many orphan drugs for rare diseases are also not cost effective but are nonetheless normally reimbursed. In this article, we argue that the health technology assessment of pharmacogenetic tests aimed to prevent rare but severe adverse drug reactions should be on a level playing field with orphan drugs. This is supported by a number of arguments, concerning the severity, rarity and iatrogenic nature of adverse drug reactions, the distribution of benefits and costs and societal preference towards prevention over treatment.
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Affiliation(s)
- Dyfrig A Hughes
- Centre for Health Economics & Medicines Evaluation, Ardudwy, Normal Site, Bangor University, Holyhead Road, Bangor, Gwynedd, LL57 2PZ, Wales, UK
| | - Catrin O Plumpton
- Centre for Health Economics & Medicines Evaluation, Ardudwy, Normal Site, Bangor University, Holyhead Road, Bangor, Gwynedd, LL57 2PZ, Wales, UK
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174
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Linde C, Steffel J. The year in cardiology 2017: arrhythmias and cardiac devices. Eur Heart J 2018; 39:434-441. [PMID: 29300864 DOI: 10.1093/eurheartj/ehx765] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/25/2017] [Accepted: 12/11/2017] [Indexed: 11/13/2022] Open
Affiliation(s)
- Cecilia Linde
- Heart and Vascular Theme, Karolinska University Hospital and Karolinska Institutet, Stockholm, Sweden
| | - Jan Steffel
- Division of Electrophysiology and Pacing, University Heart Center Zurich, Rämistrasse 100, CH-8091 Zurich, Switzerland
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175
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Osanlou O, Pirmohamed M, Daly AK. Pharmacogenetics of Adverse Drug Reactions. ADVANCES IN PHARMACOLOGY (SAN DIEGO, CALIF.) 2018; 83:155-190. [PMID: 29801574 DOI: 10.1016/bs.apha.2018.03.002] [Citation(s) in RCA: 30] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/08/2023]
Abstract
Adverse drug reactions (ADRs) are an important cause of morbidity and mortality. Genetic factors predispose to many ADRs, affecting susceptibility to both type A and type B reactions. The overall contribution of genetics will vary according to drug and ADR, and should be considered when attempting to predict and prevent ADRs. Genetic risk factors are considered in detail for a number of type A ADRs, especially those relating to warfarin and thiopurines, and type B ADRs affecting skin, the liver, and the heart. As the availability of whole genome sequencing increases, it is likely that prospective genotype for particular ADRs prior to drug prescription will become more common in the future. Current examples of genetic testing to prevent ADRs which have already been implemented and future prospects for developments in the field are discussed in detail.
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Affiliation(s)
- Orod Osanlou
- Department of Molecular and Clinical Pharmacology, The University of Liverpool, Liverpool, United Kingdom
| | - Munir Pirmohamed
- Department of Molecular and Clinical Pharmacology, The University of Liverpool, Liverpool, United Kingdom
| | - Ann K Daly
- Institute of Cellular Medicine, Newcastle University, Medical School, Newcastle upon Tyne, United Kingdom.
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176
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Tornio A, Backman JT. Cytochrome P450 in Pharmacogenetics: An Update. ADVANCES IN PHARMACOLOGY (SAN DIEGO, CALIF.) 2018; 83:3-32. [PMID: 29801580 DOI: 10.1016/bs.apha.2018.04.007] [Citation(s) in RCA: 104] [Impact Index Per Article: 14.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
Abstract
Interindividual variability in drug disposition is a major cause of lack of efficacy and adverse effects of drug therapies. The majority of hepatically cleared drugs are metabolized by cytochrome P450 (CYP) enzymes, mainly in families CYP1, CYP2, and CYP3. Genes encoding these enzymes are highly variable with allele distribution showing considerable differences between populations. Genetic variability of especially CYP2C9, CYP2C19, CYP2D6, and CYP3A5 is known to have clear clinical impact on drugs that are metabolized by these enzymes. CYP1A2, CYP2A6, CYP2B6, CYP2C8, and CYP3A4 all show variability that affects pharmacokinetics of drugs as well, but so far the evidence regarding their clinical implications is not as conclusive. In this review, we provide an up-to-date summary of the pharmacogenetics of the major human drug-metabolizing CYP enzymes, focusing on clinically significant examples.
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Affiliation(s)
- Aleksi Tornio
- Department of Clinical Pharmacology, University of Helsinki and Helsinki University Hospital, Helsinki, Finland
| | - Janne T Backman
- Department of Clinical Pharmacology, University of Helsinki and Helsinki University Hospital, Helsinki, Finland.
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177
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CRAWFORD DANAC, MORGAN ALEXANDERA, DENNY JOSHUAC, ARONOW BRUCEJ, BRENNER STEVENE. PRECISION MEDICINE: FROM DIPLOTYPES TO DISPARITIES TOWARDS IMPROVED HEALTH AND THERAPIES. PACIFIC SYMPOSIUM ON BIOCOMPUTING. PACIFIC SYMPOSIUM ON BIOCOMPUTING 2018; 23:389-399. [PMID: 29218899 PMCID: PMC6182117] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Subscribe] [Scholar Register] [Indexed: 06/07/2023]
Abstract
Precision medicine research efforts both in basic science discovery and clinical implementation are well underway and promise to provide individualized preventions and treatments, improving overall health care delivery. To achieve these goals, advances in data capture and analysis are needed spanning different types of 'omic and clinical data. The efforts to enhance precise treatments for all may accentuate healthcare disparities unless specific challenges are identified and addressed. This session of the 2018 Pacific Symposium on Biocomputing presents the latest developments in this transdisciplinary research space of genomics, medicine, and population health.
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Affiliation(s)
- DANA C. CRAWFORD
- Population and Quantitative Health Sciences, Institute for Computational Biology, Case Western Reserve University, Cleveland, OH, 44106 USA,
| | | | - JOSHUA C. DENNY
- Vanderbilt University Medical Center, Nashville, TN 37203 USA,
| | - BRUCE J. ARONOW
- Center for Computational Medicine, Cincinnati Children’s Hospital Medical Center and the University of Cincinnati, Cincinnati, OH 45229 USA,
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178
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Daly AK, Rettie AE, Fowler DM, Miners JO. Pharmacogenomics of CYP2C9: Functional and Clinical Considerations. J Pers Med 2017; 8:E1. [PMID: 29283396 PMCID: PMC5872075 DOI: 10.3390/jpm8010001] [Citation(s) in RCA: 113] [Impact Index Per Article: 14.1] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2017] [Revised: 12/18/2017] [Accepted: 12/20/2017] [Indexed: 02/07/2023] Open
Abstract
CYP2C9 is the most abundant CYP2C subfamily enzyme in human liver and the most important contributor from this subfamily to drug metabolism. Polymorphisms resulting in decreased enzyme activity are common in the CYP2C9 gene and this, combined with narrow therapeutic indices for several key drug substrates, results in some important issues relating to drug safety and efficacy. CYP2C9 substrate selectivity is detailed and, based on crystal structures for the enzyme, we describe how CYP2C9 catalyzes these reactions. Factors relevant to clinical response to CYP2C9 substrates including inhibition, induction and genetic polymorphism are discussed in detail. In particular, we consider the issue of ethnic variation in pattern and frequency of genetic polymorphisms and clinical implications. Warfarin is the most well studied CYP2C9 substrate; recent work on use of dosing algorithms that include CYP2C9 genotype to improve patient safety during initiation of warfarin dosing are reviewed and prospects for their clinical implementation considered. Finally, we discuss a novel approach to cataloging the functional capabilities of rare 'variants of uncertain significance', which are increasingly detected as more exome and genome sequencing of diverse populations is conducted.
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Affiliation(s)
- Ann K Daly
- Institute of Cellular Medicine, Newcastle University, Framlington Place, Newcastle upon Tyne NE2 4HH, UK.
| | - Allan E Rettie
- Department of Medicinal Chemistry, University of Washington, Seattle, WA 98195, USA.
| | - Douglas M Fowler
- Department of Genome Sciences and Department of Bioengineering, University of Washington, Seattle, WA 98195, USA.
| | - John O Miners
- Department of Clinical Pharmacology, Flinders University School of Medicine, Adelaide 5042, Australia.
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179
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Pharmacogenomics Guided-Personalization of Warfarin and Tamoxifen. J Pers Med 2017; 7:jpm7040020. [PMID: 29236081 PMCID: PMC5748632 DOI: 10.3390/jpm7040020] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/25/2017] [Revised: 11/23/2017] [Accepted: 12/07/2017] [Indexed: 02/07/2023] Open
Abstract
The use of pharmacogenomics to personalize drug therapy has been a long-sought goal for warfarin and tamoxifen. However, conflicting evidence has created reason for hesitation in recommending pharmacogenomics-guided care for both drugs. This review will provide a summary of the evidence to date on the association between cytochrome P450 enzymes and the clinical end points of warfarin and tamoxifen therapy. Further, highlighting the clinical experiences that we have gained over the past ten years of running a personalized medicine program, we will offer our perspectives on the utility and the limitations of pharmacogenomics-guided care for warfarin and tamoxifen therapy.
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180
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Goto S, Goto S. Does Computer Simulation Help Facilitate Personalized Precision Medicine for the Use of Warfarin? CIRCULATION. CARDIOVASCULAR GENETICS 2017; 10:CIRCGENETICS.117.001969. [PMID: 29237692 DOI: 10.1161/circgenetics.117.001969] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/07/2023]
Affiliation(s)
- Shinichi Goto
- From the Department of Cardiology, Keio University School of Medicine, Tokyo, Japan (Shinichi Goto); and Department of Medicine (Cardiology), Tokai University School of Medicine, Kanagawa, Japan (Shinichi Goto, Shinya Goto)
| | - Shinya Goto
- From the Department of Cardiology, Keio University School of Medicine, Tokyo, Japan (Shinichi Goto); and Department of Medicine (Cardiology), Tokai University School of Medicine, Kanagawa, Japan (Shinichi Goto, Shinya Goto).
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181
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Gage BF. Interview about the GIFT Trial, Pharmacogenetics, and Warfarin. Pharmacogenomics 2017; 18:1379-1380. [PMID: 29020843 DOI: 10.2217/pgs-2017-0148] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022] Open
Affiliation(s)
- Brian F Gage
- Division of General Medical Sciences, Washington University in St Louis Campus Box 8005, St Louis, MO 63110, USA
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182
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Khaleqsefat E, Khalaj-Kondori M, Jabbarpour B, Battaloğlu E. Warfarin maintenance dose associated with genetic polymorphisms of CYP2C9. Hippokratia 2017; 21:93-96. [PMID: 30455562 PMCID: PMC6239089] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/09/2023]
Abstract
BACKGROUND Cytochrome P450 2C9 (CYP2C9) gene polymorphisms alters the required warfarin dose in patients, due to pharmacogenetic events. This study aimed to identify the frequency of the allele CYP2C9 polymorphic variants *2 and *3, and the association of these allelic variants with warfarin dosage in the population of the west Azerbaijan province in Iran. METHODS One hundred and seventy patients receiving warfarin were examined to evaluate the genotype frequency of common CYP2C9 polymorphisms. Genotype analysis for CYP2C9*2 and CYP2C9*3 polymorphisms was performed by polymerase chain reaction-restriction fragment length polymorphism (PCR-RFLP) assay. To assess if the dosage is different between genotypes we used one-way analysis of variance (ANOVA). RESULTS Frequency of the two variants in studied subjects was 12 % for CYP2C9*2 and 25.8 % for CYP2C9*3. Comparison of the warfarin daily maintenance dose between genotype groups showed that the daily mean dose of warfarin in patients who have homozygous wild-type genotype for CYP2C9 (*1/*1) was 5.26 ± 2.32 mg, which was significantly higher compared to *1/*2, *1/*3 (3.57 ± 2.25 mg, p <0.001) and *2/*2, *2/*3 and *3/*3 patients (3.76 ± 2.4 mg, p =0.024). Further analysis revealed that the allelic frequency of CYP2C9 polymorphisms in the study population was similar to that of the Turkish population. CONCLUSIONS Due to the relatively high frequency of CYP2C9 polymorphisms in the study population, the clinicians should become aware of these results to reduce the risk of hemorrhage when prescribing warfarin. HIPPOKRATIA 2017, 21(2): 93-96.
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Affiliation(s)
- E Khaleqsefat
- Department of Animal Biology, Faculty of Natural Science, University of Tabriz, Tabriz, Iran
| | - M Khalaj-Kondori
- Department of Animal Biology, Faculty of Natural Science, University of Tabriz, Tabriz, Iran
| | - Bonyadi Jabbarpour
- Department of Animal Biology, Faculty of Natural Science, University of Tabriz, Tabriz, Iran
| | - E Battaloğlu
- Department of Molecular Biology and Genetics, Boğaziçi University, Istanbul, Turkey
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