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Zhang K, Loong SSE, Yuen LZH, Venketasubramanian N, Chin HL, Lai PS, Tan BYQ. Genetics in Ischemic Stroke: Current Perspectives and Future Directions. J Cardiovasc Dev Dis 2023; 10:495. [PMID: 38132662 PMCID: PMC10743455 DOI: 10.3390/jcdd10120495] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2023] [Revised: 12/01/2023] [Accepted: 12/11/2023] [Indexed: 12/23/2023] Open
Abstract
Ischemic stroke is a heterogeneous condition influenced by a combination of genetic and environmental factors. Recent advancements have explored genetics in relation to various aspects of ischemic stroke, including the alteration of individual stroke occurrence risk, modulation of treatment response, and effectiveness of post-stroke functional recovery. This article aims to review the recent findings from genetic studies related to various clinical and molecular aspects of ischemic stroke. The potential clinical applications of these genetic insights in stratifying stroke risk, guiding personalized therapy, and identifying new therapeutic targets are discussed herein.
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Affiliation(s)
- Ka Zhang
- Division of Neurology, Department of Medicine, National University Hospital, Singapore 119074, Singapore;
| | - Shaun S. E. Loong
- Cardiovascular-Metabolic Translational Research Program, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 119077, Singapore;
- Department of Medicine, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 119077, Singapore
| | - Linus Z. H. Yuen
- Department of Medicine, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 119077, Singapore
| | | | - Hui-Lin Chin
- Khoo Teck Puat National University Children’s Medical Institute, National University Hospital, Singapore 119074, Singapore;
| | - Poh San Lai
- Department of Paediatrics, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 119077, Singapore;
| | - Benjamin Y. Q. Tan
- Division of Neurology, Department of Medicine, National University Hospital, Singapore 119074, Singapore;
- Department of Medicine, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 119077, Singapore
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2
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Iluţ S, Vesa ŞC, Văcăraş V, Şipoş-Lascu D, Bârsan C, Pop RM, Crişan S, Macarie AE, Coadă CA, Perju-Dumbravă L, Muresanu DF, Buzoianu AD. Association among VKORC1 rs9923231, CYP4F2 rs2108622, GGCX rs11676382 polymorphisms and acute ischemic stroke. Medicine (Baltimore) 2023; 102:e34836. [PMID: 37653796 PMCID: PMC10470791 DOI: 10.1097/md.0000000000034836] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/28/2023] [Revised: 07/27/2023] [Accepted: 07/28/2023] [Indexed: 09/02/2023] Open
Abstract
Acute ischemic stroke is a major cause of morbidity and mortality worldwide, and genetic factors play a role in the risk of stroke. Single nucleotide polymorphisms (SNPs) in the VKORC1, CYP4F2, and GGCX genes have been linked to clinical outcomes, such as bleeding and cardiovascular diseases. This study aimed to investigate the association between specific polymorphisms in these genes and the risk of developing the first episode of acute ischemic stroke in patients without a known embolic source. This retrospective, cross-sectional, observational, analytical, case-control study included adult patients diagnosed with acute ischemic stroke. The SNPs in VKORC1 rs9923231, CYP4F2 rs2108622, GGCX rs11676382 genes were genotyped and analyzed together with the demographic and clinical factors of the 2 groups of patients. The presence of SNPs in VKORC1 or CYP4F2 genes significantly increased the risk of ischemic stroke in the context of smoking, arterial hypertension, and carotid plaque burden. The multivariate logistic model revealed that smoking (odds ratio [OR] = 3.920; P < .001), the presence of carotid plaques (OR = 2.661; P < .001) and low-density lipoprotein cholesterol values >77 mg/dL (OR = 2.574; P < .001) were independently associated with stroke. Polymorphisms in the VKORC1 and CYP4F2 genes may increase the risk of ischemic stroke in patients without a determined embolic source. Smoking, the presence of carotid plaques, and high low-density lipoprotein cholesterol levels were reconfirmed as important factors associated with ischemic stroke.
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Affiliation(s)
- Silvina Iluţ
- Department of Neurosciences, “Iuliu Haţieganu” University of Medicine and Pharmacy, Cluj-Napoca, Romania
| | - Ştefan Cristian Vesa
- Department of Pharmacology, Toxicology and Clinical Pharmacology, “Iuliu Haţieganu” University of Medicine and Pharmacy, Cluj-Napoca, Romania
| | - Vitalie Văcăraş
- Department of Neurosciences, “Iuliu Haţieganu” University of Medicine and Pharmacy, Cluj-Napoca, Romania
| | - Diana Şipoş-Lascu
- Department of Neurosciences, “Iuliu Haţieganu” University of Medicine and Pharmacy, Cluj-Napoca, Romania
| | - Cristina Bârsan
- Department of Neurosciences, “Iuliu Haţieganu” University of Medicine and Pharmacy, Cluj-Napoca, Romania
| | - Raluca Maria Pop
- Department of Pharmacology, Toxicology and Clinical Pharmacology, “Iuliu Haţieganu” University of Medicine and Pharmacy, Cluj-Napoca, Romania
| | - Sorin Crişan
- Department of Internal Medicine, “Iuliu Haţieganu” University of Medicine and Pharmacy, Cluj-Napoca, Romania
| | - Antonia Eugenia Macarie
- Department of Geriatrics-Gerontology, “Iuliu Haţieganu” University of Medicine and Pharmacy, Cluj-Napoca, Romania
| | | | - Lăcrămioara Perju-Dumbravă
- Department of Neurosciences, “Iuliu Haţieganu” University of Medicine and Pharmacy, Cluj-Napoca, Romania
| | - Dafin Fior Muresanu
- Department of Neurosciences, “Iuliu Haţieganu” University of Medicine and Pharmacy, Cluj-Napoca, Romania
| | - Anca Dana Buzoianu
- Department of Pharmacology, Toxicology and Clinical Pharmacology, “Iuliu Haţieganu” University of Medicine and Pharmacy, Cluj-Napoca, Romania
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Samarasinghe SR, Hoy W, Jadhao S, McMorran BJ, Guchelaar HJ, Nagaraj SH. The pharmacogenomic landscape of an Indigenous Australian population. Front Pharmacol 2023; 14:1180640. [PMID: 37284308 PMCID: PMC10241071 DOI: 10.3389/fphar.2023.1180640] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2023] [Accepted: 04/07/2023] [Indexed: 06/08/2023] Open
Abstract
Background: Population genomic studies of individuals of Indigenous ancestry have been extremely limited comprising <0.5% of participants in international genetic databases and genome-wide association studies, contributing to a "genomic gap" that limits their access to personalised medicine. While Indigenous Australians face a high burden of chronic disease and associated medication exposure, corresponding genomic and drug safety datasets are sorely lacking. Methods: To address this, we conducted a pharmacogenomic study of almost 500 individuals from a founder Indigenous Tiwi population. Whole genome sequencing was performed using short-read Illumina Novaseq6000 technology. We characterised the pharmacogenomics (PGx) landscape of this population by analysing sequencing results and associated pharmacological treatment data. Results: We observed that every individual in the cohort carry at least one actionable genotype and 77% of them carry at least three clinically actionable genotypes across 19 pharmacogenes. Overall, 41% of the Tiwi cohort were predicted to exhibit impaired CYP2D6 metabolism, with this frequency being much higher than that for other global populations. Over half of the population predicted an impaired CYP2C9, CYP2C19, and CYP2B6 metabolism with implications for the processing of commonly used analgesics, statins, anticoagulants, antiretrovirals, antidepressants, and antipsychotics. Moreover, we identified 31 potentially actionable novel variants within Very Important Pharmacogenes (VIPs), five of which were common among the Tiwi. We further detected important clinical implications for the drugs involved with cancer pharmacogenomics such as thiopurines and tamoxifen, immunosuppressants like tacrolimus and certain antivirals used in the hepatitis C treatment due to potential differences in their metabolic processing. Conclusion: The pharmacogenomic profiles generated in our study demonstrate the utility of pre-emptive PGx testing and have the potential to help guide the development and application of precision therapeutic strategies tailored to Tiwi Indigenous patients. Our research provides valuable insights on pre-emptive PGx testing and the feasibility of its use in ancestrally diverse populations, emphasizing the need for increased diversity and inclusivity in PGx investigations.
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Affiliation(s)
| | - Wendy Hoy
- Faculty of Medicine, University of Queensland, Brisbane, QLD, Australia
| | - Sudhir Jadhao
- Centre for Genomics and Personalised Health, Queensland University of Technology, Brisbane, QLD, Australia
| | - Brendan J McMorran
- John Curtin School of Medical Research, College of Health and Medicine, Australian National University, Canberra, ACT, Australia
| | - Henk-Jan Guchelaar
- Department of Clinical Pharmacy and Toxicology, Leiden University Medical Center, Leiden, Netherlands
| | - Shivashankar H Nagaraj
- Centre for Genomics and Personalised Health, Queensland University of Technology, Brisbane, QLD, Australia
- Translational Research Institute, Queensland University of Technology, Brisbane, QLD, Australia
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4
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Ross S, Krebs K, Paré G, Milani L. Pharmacogenomics in Stroke and Cardiovascular Disease: State of the Art. Stroke 2023; 54:270-278. [PMID: 36325912 DOI: 10.1161/strokeaha.122.037717] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
There is considerable interindividual variability in the response to antiplatelet and anticoagulant therapies, and this variation may be attributable to genetic variants. There has been an increased understanding of the genetic architecture of stroke and cardiovascular disease, which has been driven by advancements in genomic technologies and this has raised the possibility of more targeted pharmaceutical treatments. Pharmacogenetics promises to use a patient's genetic profile to treat those who are more likely to benefit from a particular intervention by selecting the best possible therapy. Although there are numerous studies indicating strong evidence for the effect of specific genotypes on the outcomes of vascular drugs, the adoption of pharmacogenetic testing in clinical practice has been slow. This resistance may stem from sometimes conflicting findings among pharmacogenetic studies, a lack of stroke-specific randomized controlled trials to test the effectiveness of genetically-guided therapies, and the practical and cost-effective implementation of genetic testing within the clinic. Thus, this review provides an overview of the genetic variants that influence the individual responses to aspirin, clopidogrel, warfarin and statins and the different methods for pharmacogenetic testing and guidelines for clinical implementation for stroke patients.
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Affiliation(s)
- Stephanie Ross
- Department of Clinical Epidemiology & Biostatistics, McMaster University, Hamilton, Ontario, Canada (S.R., G.P.)
| | - Kristi Krebs
- Estonian Genome Centre, Institute of Genomics, University of Tartu, Estonia (K.K., L.M.)
| | - Guillaume Paré
- Department of Clinical Epidemiology & Biostatistics, McMaster University, Hamilton, Ontario, Canada (S.R., G.P.).,Population Health Research Institute, McMaster University, Hamilton, Ontario, Canada (G.P.).,Department of Pathology and Molecular Medicine, McMaster University, Hamilton, Ontario, Canada (G.P.).,Thrombosis and Atherosclerosis Research Institute, Hamilton Health Sciences and McMaster University, Hamilton, Canada (G.P.)
| | - Lili Milani
- Estonian Genome Centre, Institute of Genomics, University of Tartu, Estonia (K.K., L.M.)
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5
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Wang D, Wu H, Dong M, Zhang Q, Zhao A, Zhao X, Chong J, Du M, Wang Y, Shi H, Wang S, Wang F, Cai J, Yang J, Dai D, Chen H. Clinical significance of the series of CYP2C9*non3 variants, an unignorable predictor of warfarin sensitivity in Chinese population. Front Cardiovasc Med 2022; 9:1052521. [PMID: 36505370 PMCID: PMC9729276 DOI: 10.3389/fcvm.2022.1052521] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/24/2022] [Accepted: 11/04/2022] [Indexed: 11/25/2022] Open
Abstract
Backgrounds Gene polymorphisms are critical for variations in warfarin dose. To date, more than 70 CYP2C9 alleles have been identified. This study was designed to clarify the clinical significance of CYP2C9*non-3 variants to warfarin sensitivity in Chinese Han patients. Methods The entire CYP2C9 gene region was sequenced in 1,993 individuals, and clinical data and VKORC1 genotypes were collected from 986 patients with atrial fibrillation treated with warfarin. The SKAT-O method was used to analyze the effects of CYP2C9*non-3 variants on warfarin sensitivity. Results A total of 20 CYP2C9 variants were identified, of which four were novel. Carriers with CYP2C9*non-3 variants may have lower warfarin dose requirements, and similar to CYP2C9*3, CYP2C9*non-3 variants are clearly relevant to warfarin-sensitive and highly sensitive responders. Conclusion Our results showed that, besides CYP2C9*3, the series of CYP2C9*non-3 variants is an unignorable predictor for warfarin sensitivity in Chinese population. From a safety consideration, people carried such variants may need a preferred choice of NOACs when they started anticoagulation therapy.
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Affiliation(s)
- Dongxu Wang
- Department of Cardiology, National Center of Gerontology, Beijing Hospital, Beijing, China,Arrhythmia Center, National Center for Cardiovascular Diseases, Fuwai Hospital, Chinese Academy of Medical Sciences, Beijing, China
| | - Hualan Wu
- Department of Cardiology, National Center of Gerontology, Beijing Hospital, Beijing, China
| | - Min Dong
- Department of Cardiology, National Center of Gerontology, Beijing Hospital, Beijing, China
| | - Qing Zhang
- Department of Cardiology, National Center of Gerontology, Beijing Hospital, Beijing, China
| | - Anxu Zhao
- Department of Cardiology, National Center of Gerontology, Beijing Hospital, Beijing, China
| | - Xinlong Zhao
- Department of Cardiology, National Center of Gerontology, Beijing Hospital, Beijing, China
| | - Jia Chong
- Department of Cardiology, National Center of Gerontology, Beijing Hospital, Beijing, China
| | - Minghui Du
- Department of Cardiology, National Center of Gerontology, Beijing Hospital, Beijing, China
| | - Yan Wang
- Department of Cardiology, National Center of Gerontology, Beijing Hospital, Beijing, China
| | - Haifeng Shi
- Department of Cardiology, National Center of Gerontology, Beijing Hospital, Beijing, China
| | - Shuanghu Wang
- Laboratory of Clinical Pharmacy, The People’s Hospital of Lishui, The Sixth Affiliated Hospital of Wenzhou Medical University, Lishui, China
| | - Fang Wang
- Department of Cardiology, National Center of Gerontology, Beijing Hospital, Beijing, China
| | - Jianping Cai
- The Key Laboratory of Geriatrics, National Centre of Gerontology, Beijing Hospital, Beijing Institute of Geriatrics, Beijing, China
| | - Jiefu Yang
- Department of Cardiology, National Center of Gerontology, Beijing Hospital, Beijing, China
| | - Dapeng Dai
- The Key Laboratory of Geriatrics, National Centre of Gerontology, Beijing Hospital, Beijing Institute of Geriatrics, Beijing, China,Dapeng Dai,
| | - Hao Chen
- Department of Cardiology, National Center of Gerontology, Beijing Hospital, Beijing, China,*Correspondence: Hao Chen,
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Siemens A, Anderson SJ, Rassekh SR, Ross CJD, Carleton BC. A Systematic Review of Polygenic Models for Predicting Drug Outcomes. J Pers Med 2022; 12:jpm12091394. [PMID: 36143179 PMCID: PMC9505711 DOI: 10.3390/jpm12091394] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2022] [Revised: 08/21/2022] [Accepted: 08/25/2022] [Indexed: 11/16/2022] Open
Abstract
Polygenic models have emerged as promising prediction tools for the prediction of complex traits. Currently, the majority of polygenic models are developed in the context of predicting disease risk, but polygenic models may also prove useful in predicting drug outcomes. This study sought to understand how polygenic models incorporating pharmacogenetic variants are being used in the prediction of drug outcomes. A systematic review was conducted with the aim of gaining insights into the methods used to construct polygenic models, as well as their performance in drug outcome prediction. The search uncovered 89 papers that incorporated pharmacogenetic variants in the development of polygenic models. It was found that the most common polygenic models were constructed for drug dosing predictions in anticoagulant therapies (n = 27). While nearly all studies found a significant association with their polygenic model and the investigated drug outcome (93.3%), less than half (47.2%) compared the performance of the polygenic model against clinical predictors, and even fewer (40.4%) sought to validate model predictions in an independent cohort. Additionally, the heterogeneity of reported performance measures makes the comparison of models across studies challenging. These findings highlight key considerations for future work in developing polygenic models in pharmacogenomic research.
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Affiliation(s)
- Angela Siemens
- Department of Medical Genetics, Faculty of Medicine, University of British Columbia, Vancouver, BC V6H 3N1, Canada
- BC Children’s Hospital Research Institute, Vancouver, BC V5Z 4H4, Canada
| | - Spencer J. Anderson
- Department of Medical Genetics, Faculty of Medicine, University of British Columbia, Vancouver, BC V6H 3N1, Canada
- BC Children’s Hospital Research Institute, Vancouver, BC V5Z 4H4, Canada
| | - S. Rod Rassekh
- Division of Translational Therapeutics, Department of Pediatrics, Faculty of Medicine, University of British Columbia, Vancouver, BC V6H 3V4, Canada
- Division of Oncology, Hematology and Bone Marrow Transplant, University of British Columbia, Vancouver, BC V6H 3V4, Canada
| | - Colin J. D. Ross
- Department of Medical Genetics, Faculty of Medicine, University of British Columbia, Vancouver, BC V6H 3N1, Canada
- BC Children’s Hospital Research Institute, Vancouver, BC V5Z 4H4, Canada
- Faculty of Pharmaceutical Sciences, The University of British Columbia, Vancouver, BC V6T 1Z3, Canada
| | - Bruce C. Carleton
- Department of Medical Genetics, Faculty of Medicine, University of British Columbia, Vancouver, BC V6H 3N1, Canada
- Division of Translational Therapeutics, Department of Pediatrics, Faculty of Medicine, University of British Columbia, Vancouver, BC V6H 3V4, Canada
- Pharmaceutical Outcomes Programme, British Columbia Children’s Hospital, Vancouver, BC V5Z 4H4, Canada
- Correspondence:
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Cheng S, Flora DR, Rettie AE, Brundage RC, Tracy TS. Pharmacokinetic Modeling of Warfarin І - Model-based Analysis of Warfarin Enantiomers with a Target Mediated Drug Disposition Model Reveals CYP2C9 Genotype-dependent Drug-drug Interactions of S-Warfarin. Drug Metab Dispos 2022; 50:DMD-AR-2022-000876. [PMID: 35798369 PMCID: PMC9488981 DOI: 10.1124/dmd.122.000876] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/24/2022] [Revised: 05/16/2022] [Accepted: 05/31/2022] [Indexed: 11/22/2022] Open
Abstract
The objective of this study is to characterize the impact of CYP2C9 genotype on warfarin drug-drug interactions when warfarin is taken together with fluconazole, a cytochrome P450 (CYP) inhibitor, or rifampin, a CYP inducer with a nonlinear mixed effect modeling approach. A target mediated drug disposition model with a urine compartment was necessary to characterize both S-warfarin and R-warfarin plasma and urine pharmacokinetic profiles sufficiently. Following the administration of fluconazole, our study found subjects with CYP2C9 *2 or *3 alleles experience smaller changes in S-warfarin CL compared with subjects without these alleles (69.5%, 64.8%, 59.7% and 47.8% decrease in subjects with CYP2C9 *1/*1, *1/*3, *2/*3 and *3/*3 respectively). Whereas, following the administration of rifampin, subjects with CYP2C9 *2/*3 or CYP2C9 *3/*3 experience larger changes in S-warfarin CL compared with subjects with at least one copy of CYP2C9 *1 or *1B (115%, 111%, 119%, 198% and 193% increase in subjects with CYP2C9 *1/*1, *1B/*1B, *1/*3, *2/*3 and *3/*3 respectively). The results suggest different dose adjustments are potentially required for patients with different CYP2C9 genotypes if warfarin is administered together with CYP inhibitors or inducers. Significance Statement The present study found a target mediated drug disposition model is needed to sufficiently characterize the clinical pharmacokinetic profiles of warfarin racemates under different co-treatments in subjects with various CYP2C9 genotypes, following a single dose of warfarin administration. The study also found S-warfarin, the pharmacologically more active ingredient in warfarin, exhibits CYP2C9 genotype-dependent drug-drug interactions, which indicates the dose of warfarin may need to be adjusted differently in subjects with different CYP2C9 genotypes in the presence of drug-drug interactions.
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Affiliation(s)
| | - Darcy R Flora
- Present Affiliation: GRYT Health Inc., United States
| | - Allan E Rettie
- Dept. of Medicinal Chemistry, University of Washington, United States
| | - Richard C Brundage
- Experimental and Clinical Pharmacology, University of Minnesota, United States
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Osman A, Jonasson J. Cross-ethnic analysis of common gene variants in hemostasis show lopsided representation of global populations in genetic databases. BMC Med Genomics 2022; 15:69. [PMID: 35337356 PMCID: PMC8957123 DOI: 10.1186/s12920-022-01220-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2021] [Accepted: 03/21/2022] [Indexed: 11/12/2022] Open
Abstract
A majority of studies reporting human genetic variants were performed in populations of European ancestry whereas other global populations, and particularly many ethnolinguistic groups in other continents, are heavily underrepresented in these studies. To investigate the extent of this disproportionate representation of global populations concerning variants of significance to thrombosis and hemostasis, 845 single nucleotide polymorphisms (SNPs) in and around 34 genes associated with thrombosis and hemostasis and included in the commercial Axiom Precision Medicine Research Array (PMRA) were evaluated, using gene frequencies in 3 African (Somali and Luhya in East Africa, and Yoruba in West Africa) and 14 non-African (admixed American, East Asian, European, South Asian, and sub-groups) populations. Among the populations studied, Europeans were observed to be the best represented population by the hemostatic SNPs included in the PMRA. The European population also presented the largest number of common pharmacogenetic and pathogenic hemostatic variants reported in the ClinVar database. The number of such variants decreased the farther the genetic distance a population was from Europeans, with Yoruba and East Asians presenting the least number of clinically significant hemostatic SNPs in ClinVar while also being the two genetically most distinct populations from Europeans among the populations compared. Current study shows the lopsided representation of global populations as regards to hemostatic genetic variants listed in different commercial SNP arrays, such as the PMRA, and reported in genetic databases while also underlining the importance of inclusion of non-European ethnolinguistic populations in genomics studies designed to discover variants of significance to bleeding and thrombotic disorders.
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Affiliation(s)
- Abdimajid Osman
- Department of Clinical Chemistry, University Hospital in Linköping, Ing. 64, Plan 11, 581 85, Linköping, Sweden. .,Department of Biomedical and Clinical Sciences, Linköping University, Linköping, Sweden.
| | - Jon Jonasson
- Department of Biomedical and Clinical Sciences, Linköping University, Linköping, Sweden.,Department of Clinical Genetics, University Hospital in Linköping, Linköping, Sweden
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9
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Lindley KJ, Limdi NA, Cavallari LH, Perera MA, Lenzini P, Johnson JA, Wu AHB, Ridker PM, King C, Eby CS, Patel S, Shah SV, Mark Beasley T, Li J, Gage BF. Warfarin Dosing in Patients with CYP2C9*5 Variant Alleles. Clin Pharmacol Ther 2022; 111:950-955. [PMID: 35108398 DOI: 10.1002/cpt.2549] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2021] [Accepted: 01/27/2022] [Indexed: 11/06/2022]
Abstract
Pharmacogenetic dosing improves the accuracy of warfarin dosing, but current pharmacogenetic dosing algorithms are less accurate in populations of African ancestry. The cytochrome P450 2C9*5 (CYP2C9*5) allele is found almost exclusively in populations of African ancestry, and in-vitro studies suggest CYP2C9*5 is associated with reduced clearance of warfarin. The clinical relevance of this SNP is uncertain. In this multi-centered study of 2298 patients (49% female, 35% Black) taking warfarin, we quantified the association between the CYP2C9*5 allele and warfarin requirements. The CYP2C9*5 SNP was present in 2.3% of Black and 0.07% of White patients. Without taking CYP2C9*5 into account, pharmacogenetic algorithms that include other SNPs overestimated the warfarin dose by 30% (95% CI [19%-40%], p<0.001), an average of 1.87 mg/d (SD 1.64) in heterozygotes (p < 0.001). Non-carriers required a slightly (0.23 mg/d, SD 2.09) higher than predicted dose. Genotyping for CYP2C9*5 corrected the potential overdose and halved overall dosing error in heterozygotes. Patients carrying CYP2C9*5 require a clinically relevant reduction in warfarin dose. Given the potential to improve the accuracy and safety of warfarin dosing in populations of African ancestry, we have incorporated this SNP into a non-profit website to assist warfarin initiation (www.WarfarinDosing.org).
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Affiliation(s)
| | | | | | | | | | | | | | - Paul M Ridker
- Brigham and Women's Hospital, Harvard Medical School
| | | | | | | | | | | | - Juan Li
- Washington University, School of Medicine
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10
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Cheng Y, Li Q, Yang X, Ding H, Chen W, Dai R, Zhang C. Analysis of Very Important Pharmacogenomics Variants in the Chinese Lahu Population. PHARMACOGENOMICS & PERSONALIZED MEDICINE 2021; 14:1275-1289. [PMID: 34629888 PMCID: PMC8493477 DOI: 10.2147/pgpm.s324410] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/11/2021] [Accepted: 09/07/2021] [Indexed: 11/23/2022]
Abstract
Background Genetic polymorphism, obviously, has a potential clinical role in determining differences in drug efficacy; however, there are no reports about the pharmacogenomic information of the Lahu population. Therefore, our research aimed to screen the genotypic frequencies of the very important pharmacogenomics (VIP) mutations and determined the differences between Lahu and the other 11 populations. Methods Agena MassARRAY (AgenaMassARRAY) single nucleotide polymorphism (SNP) genotyping technique was used to detect 81 VIP mutations of pharmacogenomics genes in Lahu, and their genotypic frequencies were compared with the other major 11 populations. Chi-square tests were used to identify different loci among these populations. Finally, the genetic structure and pairwise Fst values of Lahu and the other 11 populations were analyzed. Results We found that the distribution of allele frequencies within different pharmacogenes in Lahu showed significantly different with other populations. Additionally, the pairwise F-statistics (Fst) values and genetic structure revealed the variants in the Lahu population as well were mostly related to the Han Chinese in Beijing, China (CHB) and the Japanese population in Tokyo, Japan (JPT) genetically. Conclusion This study will provide a theoretical basis for safe drug use and help to establish the appropriate individualized treatment strategies in the Lahu population.
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Affiliation(s)
- Yujing Cheng
- Department of Blood Transfusion, First People's Hospital of Yunnan, Kunming City, 650021, Yunnan Province, People's Republic of China
| | - Qi Li
- Department of Blood Transfusion, First People's Hospital of Yunnan, Kunming City, 650021, Yunnan Province, People's Republic of China
| | - Xin Yang
- Department of Blood Transfusion, First People's Hospital of Yunnan, Kunming City, 650021, Yunnan Province, People's Republic of China
| | - Heng Ding
- Blood Station of Honghe State Center, Honghe Prefecture City, 661100, Yunnan Province, People's Republic of China
| | - Wanlu Chen
- Department of Blood Transfusion, First People's Hospital of Yunnan, Kunming City, 650021, Yunnan Province, People's Republic of China
| | - Run Dai
- Department of Blood Transfusion, First People's Hospital of Yunnan, Kunming City, 650021, Yunnan Province, People's Republic of China
| | - Chan Zhang
- Department of Blood Transfusion, First People's Hospital of Yunnan, Kunming City, 650021, Yunnan Province, People's Republic of China
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11
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Oni-Orisan A, Mavura Y, Banda Y, Thornton TA, Sebro R. Embracing Genetic Diversity to Improve Black Health. N Engl J Med 2021; 384:1163-1167. [PMID: 33567186 DOI: 10.1056/nejmms2031080] [Citation(s) in RCA: 55] [Impact Index Per Article: 18.3] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
Affiliation(s)
- Akinyemi Oni-Orisan
- From the Departments of Clinical Pharmacy (A.O.-O.), Bioengineering and Therapeutic Sciences (A.O.-O.), and Epidemiology and Biostatistics (Y.M.), and the Institute for Human Genetics (A.O.-O.), University of California, San Francisco; and Ancestry LLC (Y.B.) - both in San Francisco; the Departments of Biostatistics and Statistics, University of Washington, Seattle (T.A.T.); and the Department of Radiology, Mayo Clinic, Jacksonville, FL (R.S.)
| | - Yusuph Mavura
- From the Departments of Clinical Pharmacy (A.O.-O.), Bioengineering and Therapeutic Sciences (A.O.-O.), and Epidemiology and Biostatistics (Y.M.), and the Institute for Human Genetics (A.O.-O.), University of California, San Francisco; and Ancestry LLC (Y.B.) - both in San Francisco; the Departments of Biostatistics and Statistics, University of Washington, Seattle (T.A.T.); and the Department of Radiology, Mayo Clinic, Jacksonville, FL (R.S.)
| | - Yambazi Banda
- From the Departments of Clinical Pharmacy (A.O.-O.), Bioengineering and Therapeutic Sciences (A.O.-O.), and Epidemiology and Biostatistics (Y.M.), and the Institute for Human Genetics (A.O.-O.), University of California, San Francisco; and Ancestry LLC (Y.B.) - both in San Francisco; the Departments of Biostatistics and Statistics, University of Washington, Seattle (T.A.T.); and the Department of Radiology, Mayo Clinic, Jacksonville, FL (R.S.)
| | - Timothy A Thornton
- From the Departments of Clinical Pharmacy (A.O.-O.), Bioengineering and Therapeutic Sciences (A.O.-O.), and Epidemiology and Biostatistics (Y.M.), and the Institute for Human Genetics (A.O.-O.), University of California, San Francisco; and Ancestry LLC (Y.B.) - both in San Francisco; the Departments of Biostatistics and Statistics, University of Washington, Seattle (T.A.T.); and the Department of Radiology, Mayo Clinic, Jacksonville, FL (R.S.)
| | - Ronnie Sebro
- From the Departments of Clinical Pharmacy (A.O.-O.), Bioengineering and Therapeutic Sciences (A.O.-O.), and Epidemiology and Biostatistics (Y.M.), and the Institute for Human Genetics (A.O.-O.), University of California, San Francisco; and Ancestry LLC (Y.B.) - both in San Francisco; the Departments of Biostatistics and Statistics, University of Washington, Seattle (T.A.T.); and the Department of Radiology, Mayo Clinic, Jacksonville, FL (R.S.)
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12
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Asiimwe IG, Zhang EJ, Osanlou R, Krause A, Dillon C, Suarez-Kurtz G, Zhang H, Perini JA, Renta JY, Duconge J, Cavallari LH, Marcatto LR, Beasly MT, Perera MA, Limdi NA, Santos PCJL, Kimmel SE, Lubitz SA, Scott SA, Kawai VK, Jorgensen AL, Pirmohamed M. Genetic Factors Influencing Warfarin Dose in Black-African Patients: A Systematic Review and Meta-Analysis. Clin Pharmacol Ther 2020; 107:1420-1433. [PMID: 31869433 PMCID: PMC7217737 DOI: 10.1002/cpt.1755] [Citation(s) in RCA: 33] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2019] [Accepted: 12/05/2019] [Indexed: 12/20/2022]
Abstract
Warfarin is the most commonly used oral anticoagulant in sub-Saharan Africa. Dosing is challenging due to a narrow therapeutic index and high interindividual variability in dose requirements. To evaluate the genetic factors affecting warfarin dosing in black-Africans, we performed a meta-analysis of 48 studies (2,336 patients). Significant predictors for CYP2C9 and stable dose included rs1799853 (CYP2C9*2), rs1057910 (CYP2C9*3), rs28371686 (CYP2C9*5), rs9332131 (CYP2C9*6), and rs28371685 (CYP2C9*11) reducing dose by 6.8, 12.5, 13.4, 8.1, and 5.3 mg/week, respectively. VKORC1 variants rs9923231 (-1639G>A), rs9934438 (1173C>T), rs2359612 (2255C>T), rs8050894 (1542G>C), and rs2884737 (497T>G) decreased dose by 18.1, 21.6, 17.3, 11.7, and 19.6 mg/week, respectively, whereas rs7294 (3730G>A) increased dose by 6.9 mg/week. Finally, rs12777823 (CYP2C gene cluster) was associated with a dose reduction of 12.7 mg/week. Few studies were conducted in Africa, and patient numbers were small, highlighting the need for further work in black-Africans to evaluate genetic factors determining warfarin response.
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Affiliation(s)
- Innocent G. Asiimwe
- The Wolfson Centre for Personalized Medicine, MRC Centre for Drug Safety Science, Department of Molecular and Clinical Pharmacology, University of Liverpool
| | - Eunice J. Zhang
- The Wolfson Centre for Personalized Medicine, MRC Centre for Drug Safety Science, Department of Molecular and Clinical Pharmacology, University of Liverpool
| | - Rostam Osanlou
- The Wolfson Centre for Personalized Medicine, MRC Centre for Drug Safety Science, Department of Molecular and Clinical Pharmacology, University of Liverpool
| | - Amanda Krause
- Division of Human Genetics, National Health Laboratory Service and School of Pathology, Faculty of Health Sciences, The University of the Witwatersrand, Johannesburg, South Africa
| | - Chrisly Dillon
- Department of Neurology & Epidemiology, Hugh Kaul Precision Medicine Institute, The University of Alabama at Birmingham
| | | | - Honghong Zhang
- Department of Pharmacology, Center for Pharmacogenomics, Northwestern University, Chicago IL
| | - Jamila A Perini
- Research Laboratory of Pharmaceutical Sciences, West Zone State University-UEZO, Rio de Janeiro, Brazil
| | - Jessicca Y. Renta
- University of Puerto Rico School of Pharmacy, Medical Sciences Campus, PO Box 365067, San Juan, PR 00936-5067
| | - Jorge Duconge
- University of Puerto Rico School of Pharmacy, Medical Sciences Campus, PO Box 365067, San Juan, PR 00936-5067
| | - Larisa H Cavallari
- Center for Pharmacogenomics, Department of Pharmacotherapy and Translational Research, University of Florida College of Pharmacy, Gainesville, FL, USA
| | - Leiliane R. Marcatto
- Laboratory of Genetics and Molecular Cardiology, Faculdade de Medicina FMUSP, Heart Institute (InCor), Universidade de São Paulo, São Paulo, Brazil
| | - Mark T. Beasly
- Department of Neurology & Epidemiology, Hugh Kaul Precision Medicine Institute, The University of Alabama at Birmingham
| | - Minoli A Perera
- Department of Pharmacology, Center for Pharmacogenomics, Northwestern University, Chicago IL
| | - Nita A. Limdi
- Department of Neurology & Epidemiology, Hugh Kaul Precision Medicine Institute, The University of Alabama at Birmingham
| | - Paulo C. J. L. Santos
- Department of Pharmacology, Escola Paulista de Medicina, Universidade Federal de São Paulo, EPM-Unifesp, São Paulo, Brazil
| | - Stephen E. Kimmel
- Perelman School of Medicine at the University of Pennsylvania, Department of Biostatistics, Epidemiology, and Informatics
| | - Steven A. Lubitz
- Cardiac Arrhythmia Service and Cardiovascular Research Center, Massachusetts General Hospital, Boston, MA
| | - Stuart A. Scott
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
- Sema4, a Mount Sinai venture, Stamford, CT 06902, USA
| | - Vivian K. Kawai
- Division of Clinical Pharmacology, Department of Medicine, Vanderbilt University Medical Center, Nashville, Tennessee, USA
| | - Andrea L. Jorgensen
- Department of Biostatistics, Institute of Translational Medicine, University of Liverpool
- These authors contributed equally: Andrea Jorgensen and Munir Pirmohamed
| | - Munir Pirmohamed
- The Wolfson Centre for Personalized Medicine, MRC Centre for Drug Safety Science, Department of Molecular and Clinical Pharmacology, University of Liverpool
- These authors contributed equally: Andrea Jorgensen and Munir Pirmohamed
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13
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Shah RR. Genotype‐guided warfarin therapy: Still of only questionable value two decades on. J Clin Pharm Ther 2020; 45:547-560. [DOI: 10.1111/jcpt.13127] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2020] [Accepted: 02/07/2020] [Indexed: 12/20/2022]
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14
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Soltani Banavandi MJ, Satarzadeh N. Association between VKORC1 gene polymorphism and warfarin dose requirement and frequency of VKORC1 gene polymorphism in patients from Kerman province. THE PHARMACOGENOMICS JOURNAL 2020; 20:574-578. [DOI: 10.1038/s41397-019-0146-5] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/08/2018] [Revised: 11/10/2019] [Accepted: 12/20/2019] [Indexed: 12/31/2022]
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15
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Affiliation(s)
- Stephanie Ross
- From the Department of Clinical Epidemiology and Biostatistics, McMaster University, Hamilton, Ontario, Canada (S.R., G.P.).,Population Health Research Institute, McMaster University, Hamilton, Ontario, Canada (G.P.).,Department of Pathology and Molecular Medicine, McMaster University, Hamilton, Ontario, Canada (G.P.).,Thrombosis and Atherosclerosis Research Institute, Hamilton Health Sciences and McMaster University, Canada (G.P.)
| | - Guillaume Paré
- From the Department of Clinical Epidemiology and Biostatistics, McMaster University, Hamilton, Ontario, Canada (S.R., G.P.).,Population Health Research Institute, McMaster University, Hamilton, Ontario, Canada (G.P.).,Department of Pathology and Molecular Medicine, McMaster University, Hamilton, Ontario, Canada (G.P.).,Thrombosis and Atherosclerosis Research Institute, Hamilton Health Sciences and McMaster University, Canada (G.P.)
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16
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Al-Eitan LN, Almasri AY, Khasawneh RH. Effects of CYP2C9 and VKORC1 polymorphisms on warfarin sensitivity and responsiveness during the stabilization phase of therapy. Saudi Pharm J 2019; 27:484-490. [PMID: 31061616 PMCID: PMC6488816 DOI: 10.1016/j.jsps.2019.01.011] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/24/2018] [Accepted: 01/09/2019] [Indexed: 01/01/2023] Open
Abstract
The main objective of this study is to assess the effects of CYP2C9 and VKORC1 polymorphisms on warfarin sensitivity and responsiveness in a Jordanian population during the stabilization phase of treatment. This study was conducted at the Queen Alia Heart Institute (QAHI) anticoagulation clinic in Amman, Jordan. We assessed three CYP2C9 (rs1799853, rs1057910, rs4086116) and four VKORC1 (rs10871454, rs8050894, rs9934438, rs17708472) polymorphisms in 139 Jordanian cardiovascular patients. Demographic and clinical data were also collected. Of the 139 patients in the cohort, 80% had the VKORC1 polymorphisms rs10871454 and rs9934438, while 22.3% and 24.5% of patients had the rs1799853 and rs1057910 CYP2C9 alleles, respectively. Carriers of the CYP2C9 polymorphisms rs1057910 and rs4086116 had an increased risk of warfarin sensitivity compared to subjects with no or only one polymorphism. Similarly, carriers of all four VKORC1 variants had an increased risk of warfarin sensitivity (over anticoagulation) compared to those with no or only one polymorphism. Patients with a CYP2C9 or VKORC1 polymorphism required significantly lower doses than patients with no polymorphisms. The presence of any of CYP2C9 or VKORC1 polymorphisms is associated with sensitivity to warfarin during the stabilization period. Being a CYP2C9 or VKORC1 polymorphism carrier is associated with a variation in doses required to achieve the therapeutic INR compared to non-carrier patients.
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Affiliation(s)
- Laith N Al-Eitan
- Department of Applied Biological Sciences, Jordan University of Science and Technology, Irbid 22110, Jordan.,Department of Biotechnology and Genetic Engineering, Jordan University of Science and Technology, Irbid 22110, Jordan
| | - Ayah Y Almasri
- Department of Applied Biological Sciences, Jordan University of Science and Technology, Irbid 22110, Jordan
| | - Rame H Khasawneh
- Department of Hematopathology, King Hussein Medical Center (KHMC), Jordan Royal Medical Services (RMS), Amman 11118, Jordan
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17
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Lam YWF. Principles of Pharmacogenomics. Pharmacogenomics 2019. [DOI: 10.1016/b978-0-12-812626-4.00001-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/27/2022] Open
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18
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19
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Al-Eitan LN, Almasri AY, Khasawneh RH. Impact of CYP2C9 and VKORC1 Polymorphisms on Warfarin Sensitivity and Responsiveness in Jordanian Cardiovascular Patients during the Initiation Therapy. Genes (Basel) 2018; 9:genes9120578. [PMID: 30486437 PMCID: PMC6316567 DOI: 10.3390/genes9120578] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/15/2018] [Revised: 11/21/2018] [Accepted: 11/21/2018] [Indexed: 01/31/2023] Open
Abstract
Warfarin is an oral anticoagulant frequently used in the treatment of different cardiovascular diseases. Genetic polymorphisms in the CYP2C9 and VKORC1 genes have produced variants with altered catalytic properties. A total of 212 cardiovascular patients were genotyped for 17 Single Nucleotide Polymorphisms (SNPs) within the CYP2C9 and VKORC1 genes. This study confirmed a genetic association of the CYP2C9*3 and VKORC1 rs10871454, rs8050894, rs9934438, and rs17708472 SNPs with warfarin sensitivity. This study also found an association between CYP2C9 and VKORC1 genetic haplotype blocks and warfarin sensitivity. The initial warfarin dose was significantly related to the CYP2C9*3 polymorphism and the four VKORC1 SNPs (p < 0.001). There were significant associations between rs4086116 SNP and TAT haplotype within CYP2C9 gene and rs17708472 SNP and CCGG haplotype within VKORC1 gene and warfarin responsiveness. However, possessing a VKORC1 variant allele was found to affect the international normalized ratio (INR) outcomes during initiation of warfarin therapy. In contrast, there was a loose association between the CYP2C9 variant and INR measurements. These findings can enhance the current understanding of the great variability in response to warfarin treatment in Arabs.
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Affiliation(s)
- Laith N Al-Eitan
- Department of Applied Biological Sciences, Jordan University of Science and Technology, Irbid 22110, Jordan.
- Department of Biotechnology and Genetic Engineering, Jordan University of Science and Technology, Irbid 22110, Jordan.
| | - Ayah Y Almasri
- Department of Applied Biological Sciences, Jordan University of Science and Technology, Irbid 22110, Jordan.
| | - Rame H Khasawneh
- Department of Hematopathology, King Hussein Medical Center (KHMC), Jordan Royal Medical Services (RMS), Amman 11118, Jordan.
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20
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Shendre A, Dillon C, Limdi NA. Pharmacogenetics of warfarin dosing in patients of African and European ancestry. Pharmacogenomics 2018; 19:1357-1371. [PMID: 30345882 PMCID: PMC6562764 DOI: 10.2217/pgs-2018-0146] [Citation(s) in RCA: 23] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2018] [Accepted: 09/28/2018] [Indexed: 12/20/2022] Open
Abstract
Despite the introduction of direct acting oral anticoagulants, warfarin remains the most commonly prescribed oral anticoagulant. However, warfarin therapy is plagued by the large inter- and intrapatient variability. The variability in dosing fueled research to identify clinical and genetic predictors and develop more accurate dosing algorithms. Observational studies have demonstrated the significant impact of single nucleotide polymorphisms in CYP2C9 and VKORC1 on warfarin dose in patients of European ancestry and African-Americans. This evidence supported the design and conduct of clinical trials to assess whether genotype-guided dosing results in improved anticoagulation control and outcomes. The trial results have shown discordance by race, with pharmacogenetic algorithms improving dose and anticoagulation control among European ancestry patients compared with African-American patients. Herein, we review the evidence from observational and interventional studies, highlight the need for inclusion of minority race groups and propose the need to develop race specific dosing algorithms.
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Affiliation(s)
- Aditi Shendre
- Department of Epidemiology, Richard M Fairbanks School of Public Health, Indiana University Purdue University Indianapolis, IN 46202, USA
| | - Chrisly Dillon
- Department of Neurology, School of Medicine, University of Alabama at Birmingham, AL 35294, USA
| | - Nita A Limdi
- Department of Neurology, School of Medicine, University of Alabama at Birmingham, AL 35294, USA
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21
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Frequency of vitamin K oxidoreductase complex subunit-1 (VKORC1) polymorphisms and warfarin dose management in patients with venous thromboembolism. THE PHARMACOGENOMICS JOURNAL 2018; 18:646-651. [DOI: 10.1038/s41397-018-0037-1] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/26/2017] [Revised: 04/14/2018] [Accepted: 06/19/2018] [Indexed: 12/25/2022]
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Mwita JC, Francis JM, Oyekunle AA, Gaenamong M, Goepamang M, Magafu MGMD. Quality of Anticoagulation With Warfarin at a Tertiary Hospital in Botswana. Clin Appl Thromb Hemost 2018. [PMID: 29258394 DOI: 10.1177/1076029617747413)] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/09/2023] Open
Abstract
Warfarin treatment requires regular and proper monitoring to avoid overanticoagulation and at the same time to prevent thromboembolic complications. This study assessed the quality of warfarin anticoagulation at Princess Marina Hospital in Botswana. This cross-sectional study consecutively enrolled patients who were on warfarin for at least 3 months in the outpatient medical clinic. The level of anticoagulation was determined by the time in therapeutic range (TTR) using the Rosendaal method that calculates the percentage of days when the international normalized ratio is in the therapeutic range (2.0-3.0). Poor anticoagulation control was defined as an estimated TTR <65%. We performed univariate and multivariate logistic regression to assess predictors of poor anticoagulation control. Of total, 410 (68.8% women) patients whose median age was 46 (interquartile range [IQR], 35-58) years were enrolled. Indications for warfarin included mechanical heart valves, 185 (45.1%); deep vein thrombosis, 114 (26.8%); and atrial fibrillation, 68 (17.8%). Of the 2004 tests (an average of 4.9 tests per patient) assessed, only 20% of the tests were within the therapeutic range. The median TTR was 30.8% (IQR, 15.2-52.7). Most (85.1%) patients had poor anticoagulation control. Cigarette smoking and pulmonary hypertension perfectly predicted poor anticoagulation. Hypertension was a predictor of poor anticoagulation control (adjusted odds ratio = 2.24; 95% confidence interval: 1.02-4.94). The quality of anticoagulant therapy with warfarin in Botswana patients is poor. The evidence calls for efforts to improve the level of anticoagulation control among patients on warfarin in Botswana.
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Affiliation(s)
- Julius C Mwita
- 1 Department of Internal Medicine, Faculty of Medicine, University of Botswana, Gaborone, Botswana
- 2 Department of Internal Medicine, Princess Marina Hospital, Gaborone, Botswana
| | - Joel M Francis
- 3 National Institute for Medical Research, Muhimbili Centre, Tanzania
| | - Anthony A Oyekunle
- 1 Department of Internal Medicine, Faculty of Medicine, University of Botswana, Gaborone, Botswana
- 2 Department of Internal Medicine, Princess Marina Hospital, Gaborone, Botswana
| | - Marea Gaenamong
- 2 Department of Internal Medicine, Princess Marina Hospital, Gaborone, Botswana
| | - Monkgogi Goepamang
- 2 Department of Internal Medicine, Princess Marina Hospital, Gaborone, Botswana
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23
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Mwita JC, Francis JM, Oyekunle AA, Gaenamong M, Goepamang M, Magafu MGMD. Quality of Anticoagulation With Warfarin at a Tertiary Hospital in Botswana. Clin Appl Thromb Hemost 2018; 24:596-601. [PMID: 29258394 PMCID: PMC6714699 DOI: 10.1177/1076029617747413] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022] Open
Abstract
Warfarin treatment requires regular and proper monitoring to avoid overanticoagulation and at the same time to prevent thromboembolic complications. This study assessed the quality of warfarin anticoagulation at Princess Marina Hospital in Botswana. This cross-sectional study consecutively enrolled patients who were on warfarin for at least 3 months in the outpatient medical clinic. The level of anticoagulation was determined by the time in therapeutic range (TTR) using the Rosendaal method that calculates the percentage of days when the international normalized ratio is in the therapeutic range (2.0-3.0). Poor anticoagulation control was defined as an estimated TTR <65%. We performed univariate and multivariate logistic regression to assess predictors of poor anticoagulation control. Of total, 410 (68.8% women) patients whose median age was 46 (interquartile range [IQR], 35-58) years were enrolled. Indications for warfarin included mechanical heart valves, 185 (45.1%); deep vein thrombosis, 114 (26.8%); and atrial fibrillation, 68 (17.8%). Of the 2004 tests (an average of 4.9 tests per patient) assessed, only 20% of the tests were within the therapeutic range. The median TTR was 30.8% (IQR, 15.2-52.7). Most (85.1%) patients had poor anticoagulation control. Cigarette smoking and pulmonary hypertension perfectly predicted poor anticoagulation. Hypertension was a predictor of poor anticoagulation control (adjusted odds ratio = 2.24; 95% confidence interval: 1.02-4.94). The quality of anticoagulant therapy with warfarin in Botswana patients is poor. The evidence calls for efforts to improve the level of anticoagulation control among patients on warfarin in Botswana.
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Affiliation(s)
- Julius C. Mwita
- Department of Internal Medicine, Faculty of Medicine, University of
Botswana, Gaborone, Botswana
- Department of Internal Medicine, Princess Marina Hospital, Gaborone,
Botswana
| | - Joel M. Francis
- National Institute for Medical Research, Muhimbili Centre, Tanzania
| | - Anthony A. Oyekunle
- Department of Internal Medicine, Faculty of Medicine, University of
Botswana, Gaborone, Botswana
- Department of Internal Medicine, Princess Marina Hospital, Gaborone,
Botswana
| | - Marea Gaenamong
- Department of Internal Medicine, Princess Marina Hospital, Gaborone,
Botswana
| | - Monkgogi Goepamang
- Department of Internal Medicine, Princess Marina Hospital, Gaborone,
Botswana
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24
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Limdi NA, Brown TM, Shendre A, Liu N, Hill CE, Beasley TM. Quality of anticoagulation control and hemorrhage risk among African American and European American warfarin users. Pharmacogenet Genomics 2018; 27:347-355. [PMID: 28806200 DOI: 10.1097/fpc.0000000000000298] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Abstract
OBJECTIVE We evaluated whether percent time in target range (PTTR), risk of over-anticoagulation [international normalized ratio (INR)>4], and risk of hemorrhage differ by race. As PTTR is a strong predictor of hemorrhage risk, we also determined the influence of PTTR on the risk of hemorrhage by race. PARTICIPANTS AND METHODS Among 1326 warfarin users, PTTR was calculated as the percentage of interpolated INR values within the target range of 2.0-3.0. PTTR was also categorized as poor (PTTR<60%), good (60≤PTTR<70%), or excellent (PTTR≥70%) anticoagulation control. Over-anticoagulation was defined as INR more than 4 and major hemorrhages included serious, life-threatening, and fatal bleeding episodes. Logistic regression and survival analyses were carried out to evaluate the association of race with PTTR (≥60 vs. <60) and major hemorrhages, respectively. RESULTS Compared with African Americans, European Americans had higher PTTR (57.6 vs. 49.1%; P<0.0001) and were more likely to attain 60≤PTTR<70% (22.9 vs. 13.1%; P<0.001) or PTTR of at least 70% (26.9 vs. 18.2%; P=0.001). Older (>65 years) patients without venous thromboembolism indication and chronic kidney disease were more likely to attain PTTR of at least 60%. After accounting for clinical and genetic factors, and PTTR, African Americans had a higher risk of hemorrhage [hazard ratio (HR)=1.58; 95% confidence interval (CI): 1.04-2.41; P=0.034]. Patients with 60≤PTTR<70% (HR=0.62; 95% CI: 0.38-1.02; P=0.058) and PTTR of at least 70% (HR=0.27; 95% CI: 0.15-0.49; P<0.001) had a lower risk of hemorrhage compared with those with PTTR less than 60%. CONCLUSION Despite the provision of warfarin management through anticoagulation clinics, African Americans achieve a lower overall PTTR and have a significantly higher risk of hemorrhage. Personalized medicine interventions tailored to African American warfarin users need to be developed.
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Affiliation(s)
- Nita A Limdi
- aDepartment of Neurology bDepartment of Medicine, Division of Cardiovascular Diseases cDepartment of Epidemiology dDepartment of Biostatistics, University of Alabama at Birmingham, Birmingham, Alabama, USA eDepartment of Pathology and Laboratory Medicine, Emory University, Atlanta, Georgia, USA
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25
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Shendre A, Parmar GM, Dillon C, Beasley TM, Limdi NA. Influence of Age on Warfarin Dose, Anticoagulation Control, and Risk of Hemorrhage. Pharmacotherapy 2018; 38:588-596. [PMID: 29393514 DOI: 10.1002/phar.2089] [Citation(s) in RCA: 27] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
OBJECTIVE We assessed the influence of age on warfarin dose, percentage time in target range (PTTR), and risk of major hemorrhage. DESIGN Warfarin users recruited into a large prospective inception cohort study were categorized into three age groups: young (younger than 50 yrs), middle aged (50-70 yrs), and elderly (older than 70 yrs). The influence of age on warfarin dose and PTTR was assessed using regression analysis; risk of major hemorrhage was assessed using proportional hazards analysis. Models were adjusted for demographic, clinical, and genetic factors. SETTING Two outpatient anticoagulation clinics. PARTICIPANTS A total of 1498 anticoagulated patients. OUTCOMES Warfarin dose (mg/day), PTTR, major hemorrhage. RESULTS Of the 1498 patients, 22.8% were young, 44.1% were middle aged, and 33.1% were elderly. After accounting for clinical and genetic factors, compared with young warfarin users, warfarin dose requirements were 10.6% lower among the middle aged and an additional 10.6% lower for the elderly. Compared with young patients, middle-aged and elderly patients spent more time in target international normalized ratio (INR) range (p<0.0001), despite having fewer INR assessments (p<0.0001). Compared with young warfarin users, absolute risk of hemorrhage was marginally higher among the middle aged (p=0.08) and significantly higher among the elderly (p=0.016). Compared with young warfarin users, after adjustment, the relative risk of hemorrhage increased by 31% for each age category (p=0.026). CONCLUSIONS In a real-world setting, despite achieving better anticoagulation control, elderly patients had a higher risk of major hemorrhagic events. As the population ages and the candidacy for oral anticoagulation increases, strategies that mitigate the elevated risk of hemorrhage need to be identified.
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Affiliation(s)
- Aditi Shendre
- Department of Epidemiology, Richard M. Fairbanks School of Public Health, Indiana University-Purdue University Indianapolis, Indianapolis, Indiana
| | - Gaurav M Parmar
- Division of Vascular Surgery and Endovascular Therapy, University of Alabama at Birmingham, Birmingham, Alabama
| | - Chrisly Dillon
- Department of Neurology, School of Medicine, University of Alabama at Birmingham, Birmingham, Alabama
| | - Timothy Mark Beasley
- Department of Biostatistics, School of Public Health, University of Alabama at Birmingham, Birmingham, Alabama
| | - Nita A Limdi
- Department of Neurology, School of Medicine, University of Alabama at Birmingham, Birmingham, Alabama
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Mwita JC, Francis JM, Oyekunle AA, Gaenamong M, Goepamang M, Magafu MGMD. Quality of Anticoagulation With Warfarin at a Tertiary Hospital in Botswana. CLINICAL AND APPLIED THROMBOSIS/HEMOSTASIS : OFFICIAL JOURNAL OF THE INTERNATIONAL ACADEMY OF CLINICAL AND APPLIED THROMBOSIS/HEMOSTASIS 2017. [PMID: 29258394 DOI: 10.1177/1076029617747413).] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
Warfarin treatment requires regular and proper monitoring to avoid overanticoagulation and at the same time to prevent thromboembolic complications. This study assessed the quality of warfarin anticoagulation at Princess Marina Hospital in Botswana. This cross-sectional study consecutively enrolled patients who were on warfarin for at least 3 months in the outpatient medical clinic. The level of anticoagulation was determined by the time in therapeutic range (TTR) using the Rosendaal method that calculates the percentage of days when the international normalized ratio is in the therapeutic range (2.0-3.0). Poor anticoagulation control was defined as an estimated TTR <65%. We performed univariate and multivariate logistic regression to assess predictors of poor anticoagulation control. Of total, 410 (68.8% women) patients whose median age was 46 (interquartile range [IQR], 35-58) years were enrolled. Indications for warfarin included mechanical heart valves, 185 (45.1%); deep vein thrombosis, 114 (26.8%); and atrial fibrillation, 68 (17.8%). Of the 2004 tests (an average of 4.9 tests per patient) assessed, only 20% of the tests were within the therapeutic range. The median TTR was 30.8% (IQR, 15.2-52.7). Most (85.1%) patients had poor anticoagulation control. Cigarette smoking and pulmonary hypertension perfectly predicted poor anticoagulation. Hypertension was a predictor of poor anticoagulation control (adjusted odds ratio = 2.24; 95% confidence interval: 1.02-4.94). The quality of anticoagulant therapy with warfarin in Botswana patients is poor. The evidence calls for efforts to improve the level of anticoagulation control among patients on warfarin in Botswana.
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Affiliation(s)
- Julius C Mwita
- 1 Department of Internal Medicine, Faculty of Medicine, University of Botswana, Gaborone, Botswana.,2 Department of Internal Medicine, Princess Marina Hospital, Gaborone, Botswana
| | - Joel M Francis
- 3 National Institute for Medical Research, Muhimbili Centre, Tanzania
| | - Anthony A Oyekunle
- 1 Department of Internal Medicine, Faculty of Medicine, University of Botswana, Gaborone, Botswana.,2 Department of Internal Medicine, Princess Marina Hospital, Gaborone, Botswana
| | - Marea Gaenamong
- 2 Department of Internal Medicine, Princess Marina Hospital, Gaborone, Botswana
| | - Monkgogi Goepamang
- 2 Department of Internal Medicine, Princess Marina Hospital, Gaborone, Botswana
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Mili FD, Allen T, Wadell PW, Hooper WC, Staercke CD, Bean CJ, Lally C, Austin H, Wenger NK. VKORC1-1639A allele influences warfarin maintenance dosage among Blacks receiving warfarin anticoagulation: a retrospective cohort study. Future Cardiol 2017; 14:15-26. [PMID: 29218998 DOI: 10.2217/fca-2017-0025] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022] Open
Abstract
AIM The study objectives were to investigate the association between selected CYP2C9 and VKORC1 single nucleotide polymorphisms with serious bleeding or thrombotic risk, and to estimate mean daily maintenance dose of warfarin and international normalized ratio measurements among Blacks receiving warfarin anticoagulation. METHODS We conducted a retrospective cohort study among 230 Black adults receiving warfarin for a minimum of three consecutive months with a confirmed date of first dosage. RESULTS A lower mean daily maintenance dosage of warfarin was required to maintain an international normalized ratio measurement within the therapeutic range among Blacks with the VKORC1-1639G>A variant alleles ([G/A vs G/G, p = 0.02], [A/A vs G/A, p = 0.008] and [A/A vs G/G, p = 0.001]). CONCLUSION Data indicated that VKORC1-1639A variant allele influenced warfarin daily maintenance dosage among our small, likely admixed Black patient population.
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Affiliation(s)
- Fatima Donia Mili
- Hemostasis Laboratory Branch, Division of Blood Disorders, Centers for Disease Control & Prevention, Atlanta, GA 30329, USA
| | - Tenecia Allen
- Emory Heart & Vascular Center, Emory University School of Medicine, Atlanta, GA 30322, USA
| | - Paula Weinstein Wadell
- Hemostasis Laboratory Branch, Division of Blood Disorders, Centers for Disease Control & Prevention, Atlanta, GA 30329, USA
| | - W Craig Hooper
- Hemostasis Laboratory Branch, Division of Blood Disorders, Centers for Disease Control & Prevention, Atlanta, GA 30329, USA
| | - Christine De Staercke
- Hemostasis Laboratory Branch, Division of Blood Disorders, Centers for Disease Control & Prevention, Atlanta, GA 30329, USA
| | - Christopher J Bean
- Hemostasis Laboratory Branch, Division of Blood Disorders, Centers for Disease Control & Prevention, Atlanta, GA 30329, USA
| | - Cathy Lally
- Department of Epidemiology, Emory University Rollins School of Public Health, Atlanta, GA 30322, USA
| | - Harland Austin
- Department of Epidemiology, Emory University Rollins School of Public Health, Atlanta, GA 30322, USA
| | - Nanette K Wenger
- Emory Heart & Vascular Center, Emory University School of Medicine, Atlanta, GA 30322, USA
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Martin A, Downing J, Maden M, Fleeman N, Alfirevic A, Haycox A, Pirmohamed M. An assessment of the impact of pharmacogenomics on health disparities: a systematic literature review. Pharmacogenomics 2017; 18:1541-1550. [PMID: 29095091 DOI: 10.2217/pgs-2017-0076] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022] Open
Abstract
This review assessed evidence of disparities in benefits of pharmacogenomics related to 'model performance' in subgroups of patients and studies which reported impact on health inequalities. 'Model performance' refers to the ability of algorithms including clinical, environmental and genetic information to guide treatment. A total of 4978 abstracts were screened by one reviewer and 30% (1494) were double screened by a second independent reviewer, after which data extraction was performed. Additional forward and backward citation searching of reference lists was conducted. Investigators independently double rated study quality and applicability of included studies. Only five individual studies were identified which met our inclusion criteria, but were contradictory in their conclusions. While three studies of genotype-guided dosing of warfarin reported that ethnic disparities in healthcare may widen, two other studies (one reporting on warfarin and reporting on clopidogrel) suggested that disparities in healthcare may reduce. There is a paucity of studies which evaluates the impact of pharmacogenomics on health disparities. Further work is required not only to evaluate health disparities between ethnic groups and countries but also within ethnic groups in the same country and solutions need to be identified to overcome these disparities.
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Affiliation(s)
- Antony Martin
- NIHR CLAHRC NWC Wolfson Centre for Personalised Medicine, University of Liverpool, Block A: Waterhouse Buildings, 1-5 Brownlow Street, Liverpool, L69 3GL, UK
| | - Jennifer Downing
- NIHR CLAHRC NWC Wolfson Centre for Personalised Medicine, University of Liverpool, Block A: Waterhouse Buildings, 1-5 Brownlow Street, Liverpool, L69 3GL, UK
| | - Michelle Maden
- NIHR CLAHRC NWC Wolfson Centre for Personalised Medicine, University of Liverpool, Block A: Waterhouse Buildings, 1-5 Brownlow Street, Liverpool, L69 3GL, UK
| | - Nigel Fleeman
- Liverpool Reviews & Implementation Group, Universityof Liverpool, Second Floor, Whelan Building, The Quadrangle, Brownlow Hill, Liverpool, L69 3GB, UK
| | - Ana Alfirevic
- NIHR CLAHRC NWC Wolfson Centre for Personalised Medicine, University of Liverpool, Block A: Waterhouse Buildings, 1-5 Brownlow Street, Liverpool, L69 3GL, UK
| | - Alan Haycox
- Liverpool Health Economics, University ofLiverpool Management School, Chatham Street, Liverpool, L69 7ZH, UK
| | - Munir Pirmohamed
- NIHR CLAHRC NWC Wolfson Centre for Personalised Medicine, University of Liverpool, Block A: Waterhouse Buildings, 1-5 Brownlow Street, Liverpool, L69 3GL, UK
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Yanik MV, Irvin MR, Beasley TM, Jacobson PA, Julian BA, Limdi NA. Influence of Kidney Transplant Status on Warfarin Dose, Anticoagulation Control, and Risk of Hemorrhage. Pharmacotherapy 2017; 37:1366-1373. [PMID: 28949423 DOI: 10.1002/phar.2032] [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: 11/11/2022]
Abstract
STUDY DESIGN To assess whether warfarin dose requirement, anticoagulation control, and risk of hemorrhage differ in kidney transplant recipients (KTRs) compared with patients without kidney transplants (non-KTRs). DESIGN Analysis of data from the Warfarin Pharmacogenetics Cohort, a prospective cohort of first-time warfarin users followed at two anticoagulation clinics. SETTING Two outpatient anticoagulation clinics at two large, academic, tertiary care hospitals. PATIENTS Adults aged 20 years or older starting warfarin for anticoagulation with a therapeutic international normalized ratio (INR) goal of 2-3 who were KTRs (n=65) or non-KTRs (n=1630). MEASUREMENTS AND MAIN RESULTS Warfarin dose requirement, anticoagulation control, and risk of hemorrhage were assessed in each group. KTRs required an approximately 20% lower warfarin dose (4.7 vs 5.6 mg/day, p=0.0005) compared with non-KTRs. Genetic variants had similar effects on dose in both groups. Mean percentage of time in therapeutic range (PTTR) was similar among KTRs and non-KTRs. Although the proportion of patients achieving good anticoagulation control (PTTR ≥ 60%) was low in both groups, it was similar among KTRs and non-KTRs. KTRs had a higher risk of major hemorrhage (hazard ratio 2.1, p=0.0081), but this difference was not statistically significant after controlling for kidney function, clinical, and genetic factors. CONCLUSION KTRs initiating warfarin require lower doses and closer monitoring to optimize anticoagulation therapy. Additional studies are needed to confirm these findings.
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Affiliation(s)
- Megan V Yanik
- Division of Nephrology, Pediatrics, University of Alabama at Birmingham, Birmingham, Alabama
| | | | - T Mark Beasley
- Biostatistics, Section on Statistical Genetics, University of Alabama at Birmingham, Birmingham, Alabama
| | - Pamala A Jacobson
- Experimental and Clinical Pharmacology, University of Minnesota, Minneapolis, Minnesota
| | - Bruce A Julian
- Division of Nephrology, Medicine, University of Alabama at Birmingham, Birmingham, Alabama
| | - Nita A Limdi
- Neurology, University of Alabama at Birmingham, Birmingham, Alabama
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Abstract
Pharmacogenomics (PGx), a substantial component of "personalized medicine", seeks to understand each individual's genetic composition to optimize drug therapy -- maximizing beneficial drug response, while minimizing adverse drug reactions (ADRs). Drug responses are highly variable because innumerable factors contribute to ultimate phenotypic outcomes. Recent genome-wide PGx studies have provided some insight into genetic basis of variability in drug response. These can be grouped into three categories. [a] Monogenic (Mendelian) traits include early examples mostly of inherited disorders, and some severe (idiosyncratic) ADRs typically influenced by single rare coding variants. [b] Predominantly oligogenic traits represent variation largely influenced by a small number of major pharmacokinetic or pharmacodynamic genes. [c] Complex PGx traits resemble most multifactorial quantitative traits -- influenced by numerous small-effect variants, together with epigenetic effects and environmental factors. Prediction of monogenic drug responses is relatively simple, involving detection of underlying mutations; due to rarity of these events and incomplete penetrance, however, prospective tests based on genotype will have high false-positive rates, plus pharmacoeconomics will require justification. Prediction of predominantly oligogenic traits is slowly improving. Although a substantial fraction of variation can be explained by limited numbers of large-effect genetic variants, uncertainty in successful predictions and overall cost-benefit ratios will make such tests elusive for everyday clinical use. Prediction of complex PGx traits is almost impossible in the foreseeable future. Genome-wide association studies of large cohorts will continue to discover relevant genetic variants; however, these small-effect variants, combined, explain only a small fraction of phenotypic variance -- thus having limited predictive power and clinical utility.
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Affiliation(s)
- Ge Zhang
- Division of Human Genetics, Cincinnati Children's Hospital Medical Center, Cincinnati, OH 45229-3039, United States.
| | - Daniel W Nebert
- Division of Human Genetics, Cincinnati Children's Hospital Medical Center, Cincinnati, OH 45229-3039, United States; Department of Environmental Health and Center for Environmental Genetics, University of Cincinnati School of Medicine, Cincinnati, OH 45267-0056, United States.
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Wattanachai N, Kaewmoongkun S, Pussadhamma B, Makarawate P, Wongvipaporn C, Kiatchoosakun S, Vannaprasaht S, Tassaneeyakul W. The impact of non-genetic and genetic factors on a stable warfarin dose in Thai patients. Eur J Clin Pharmacol 2017; 73:973-980. [PMID: 28550460 PMCID: PMC5508045 DOI: 10.1007/s00228-017-2265-8] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2017] [Accepted: 05/09/2017] [Indexed: 11/24/2022]
Abstract
Purpose The aim of this study was to investigate the contributions of non-genetic and genetic factors on the variability of stable warfarin doses in Thai patients. Methods A total of 250 Thai patients with stable warfarin doses were enrolled in the study. Demographics and clinical data, e.g., age, body mass index, indications for warfarin and concomitant medications, were documented. Four single nucleotide polymorphisms in the VKORC1 − 1639G > A, CYP2C9*3, CYP4F2 rs2108622, and UGT1A1 rs887829 genes were detected from gDNA using TaqMan allelic discrimination assays. Results The patients with variant genotypes of VKORC1 − 1639G > A required significantly lower warfarin stable weekly doses (SWDs) than those with wild-type genotype (p < 0.001). Similarly, the patients with CYP2C9*3 variant allele required significantly lower warfarin SWDs than those with homozygous wild-type (p = 0.006). In contrast, there were no significant differences in the SWDs between the patients who carried variant alleles of CYP4F2 rs2108622 and UGT1A1 rs887829 as compared to wild-type allele carriers. Multivariate analysis, however, showed that CYP4F2 rs2108622 TT genotype accounted for a modest part of warfarin dose variability (1.2%). In contrast, VKORC1 − 1639G > A, CYP2C9*3, CYP4F2 rs2108622 genotypes and non-genetic factors accounted for 51.3% of dose variability. Conclusions VKORC1 − 1639G > A, CYP2C9*3, and CYP4F2 rs2108622 polymorphisms together with age, body mass index, antiplatelet drug use, amiodarone use, and current smoker status explained 51.3% of individual variability in stable warfarin doses. In contrast, the UGT1A1 rs887829 polymorphism did not contribute to dose variability. Electronic supplementary material The online version of this article (doi:10.1007/s00228-017-2265-8) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Nitsupa Wattanachai
- Department of Pharmacology, Faculty of Medicine, Khon Kaen University, Khon Kaen, 40002, Thailand.
| | - Sutthida Kaewmoongkun
- Department of Pharmacology, Faculty of Medicine, Khon Kaen University, Khon Kaen, 40002, Thailand
| | - Burabha Pussadhamma
- Division of Cardiology, Queen Sirikit Heart Center of the Northeast, Department of Medicine, Faculty of Medicine, Khon Kaen University, Khon Kaen, 40002, Thailand
| | - Pattarapong Makarawate
- Division of Cardiology, Queen Sirikit Heart Center of the Northeast, Department of Medicine, Faculty of Medicine, Khon Kaen University, Khon Kaen, 40002, Thailand
| | - Chaiyasith Wongvipaporn
- Division of Cardiology, Queen Sirikit Heart Center of the Northeast, Department of Medicine, Faculty of Medicine, Khon Kaen University, Khon Kaen, 40002, Thailand
| | - Songsak Kiatchoosakun
- Division of Cardiology, Queen Sirikit Heart Center of the Northeast, Department of Medicine, Faculty of Medicine, Khon Kaen University, Khon Kaen, 40002, Thailand
| | - Suda Vannaprasaht
- Department of Pharmacology, Faculty of Medicine, Khon Kaen University, Khon Kaen, 40002, Thailand
| | - Wichittra Tassaneeyakul
- Department of Pharmacology, Faculty of Medicine, Khon Kaen University, Khon Kaen, 40002, Thailand
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Zaiou M, El Amri H. Cardiovascular pharmacogenetics: a promise for genomically‐guided therapy and personalized medicine. Clin Genet 2016; 91:355-370. [DOI: 10.1111/cge.12881] [Citation(s) in RCA: 24] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/18/2016] [Revised: 09/30/2016] [Accepted: 10/03/2016] [Indexed: 12/28/2022]
Affiliation(s)
- M. Zaiou
- Faculté de PharmacieUniversité de Lorraine Nancy France
| | - H. El Amri
- Laboratoire de Génétique de la Gendarmerie RoyaleAvenue Ibn Sina Rabat Maroc
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Qayyum A, Najmi MH, Mansoor Q, Irfan M, Naveed AK, Hanif A, Kazmi AR, Ismail M. Frequency of Common VKORC1 Polymorphisms and Their Impact on Warfarin Dose Requirement in Pakistani Population. Clin Appl Thromb Hemost 2016; 24:323-329. [PMID: 27879469 DOI: 10.1177/1076029616680478] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022] Open
Abstract
Polymorphisms in vitamin K epoxide reductase complex subunit 1 (VKORC1) gene lead to interindividual variability in warfarin dose requirement. The characterization of genotype frequency distribution is required in different populations for construction of customized dosing algorithms to enhance the efficacy and reduce the toxicity of warfarin therapy. This study was carried out in Pakistani population to evaluate the contribution of common VKORC1 polymorphisms to warfarin therapy. A total of 550 stable patients taking warfarin were enrolled after medical history, physical examination, and laboratory investigations. Single blood sample was collected after informed consent. Genomic DNA was extracted and genotype analysis for VKORC1 1173C>T and VKORC1-1639G>A polymorphisms was done by polymerase chain reaction-restriction fragment length polymorphism assay. A number of samples were also analyzed by direct DNA sequencing for validation of results. Data were analyzed using SPSS version 20. Genotype frequency distributions of VKORC1 1173C>T and VKORC1-1639G>A were found to be different from other populations. Both of these polymorphisms did not demonstrate significant effect on warfarin dose requirement. Although Cytochrome P450 2C9 (CYP2C9) and VKORC1 polymorphisms together attributed only 3.8% variability in warfarin dose but it was statistically significant ( p value = .004). It is concluded that there is a need to study genotype frequency distribution and their effect on warfarin dose variability among different populations due to diversity in outcome. At the same time, no effect on warfarin dose variation explained by VKORC1 polymorphisms and small variability explained by studied genotypes stresses the need for exploration of more genetic and nongenetic factors in Pakistani population.
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Affiliation(s)
- Aisha Qayyum
- 1 Department of Pharmacology, Fazaia Medical College, Air University, Islamabad, Pakistan
| | - Muzammil Hasan Najmi
- 2 Department of Pharmacology, Foundation University Medical College, Islamabad, Pakistan
| | - Qaisar Mansoor
- 3 Institute of Biomedical and Genetic Engineering, Islamabad, Pakistan
| | - Muhammad Irfan
- 4 Department of Zoology, Pir Mehr Ali Shah Arid Agriculture University, Rawalpindi, Pakistan
| | - Abdul Khaliq Naveed
- 5 Department of Biochemistry, Islamic International Medical College, Riphah International University, Rawalpindi, Pakistan
| | - Andleeb Hanif
- 3 Institute of Biomedical and Genetic Engineering, Islamabad, Pakistan
| | - Ali Raza Kazmi
- 3 Institute of Biomedical and Genetic Engineering, Islamabad, Pakistan
| | - Muhammad Ismail
- 3 Institute of Biomedical and Genetic Engineering, Islamabad, Pakistan
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An SH, Chang BC, Lee KE, Gwak HS. Influence of UDP-Glucuronosyltransferase Polymorphisms on Stable Warfarin Doses in Patients with Mechanical Cardiac Valves. Cardiovasc Ther 2016. [PMID: 26223945 DOI: 10.1111/1755-5922.12147] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/21/2022] Open
Abstract
AIM This study aimed to evaluate the effect of uridine diphosphate (UDP)-glucuronosyltransferase (UGT) polymorphisms on warfarin dosing requirements in patients with mechanical cardiac valves. METHODS A total of 191 patients with stable warfarin doses from the EAST Group of Warfarin were included in this study. The influence of genetic polymorphisms on stable warfarin doses was investigated by genotyping 6 single nucleotide polymorphisms (SNPs): vitamin K epoxide reductase complex 1 (VKORC1) rs9934438, cytochrome P450 (CYP) 2C9 rs1057910, CYP4F2 rs2108622, and UGT1A1 (rs887829, rs4148323, and rs4124874). An additional subgroup analysis was carried out using patients with wild-type homozygote carriers of CYP2C9. RESULTS One UGT1A1 SNP of rs887829 (C>T) exhibited significant association with stable warfarin doses in the study population and subgroup. Patients with the T allele in UGT1A1 rs887829 (CT or TT) required higher doses than those with the CC genotype in the study population (6.3 ± 2.4 mg vs. 5.2 ± 1.6 mg, P = 0.003). Similarly, in the subpopulation of AA carriers in the CYP2C9 gene, patients with the T allele required significantly higher doses of warfarin than those with other genotypes of rs887829 (6.5 ± 2.4 vs. 5.3 ± 1.5 mg, P = 0.002). Approximately 45.1% of overall interindividual variability in warfarin dose requirement was explained by the multivariate regression model. VKORC1, CYP2C9, UGT1A1 rs887829, age, and CYP4F2 accounted for 28.2%, 6.6%, 5.5%, 3.0%, and 1.8% of the variability, respectively. CONCLUSION Our results suggest that UGT1A1 could be a determinant of stable warfarin doses.
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Affiliation(s)
- Sook Hee An
- College of Pharmacy, Wonkwang University, Iksan, Jeonbuk, Korea
| | - Byung Chul Chang
- Department of Thoracic & Cardiovascular Surgery, Yonsei University Medical Center, Seodaemun-gu, Seoul, Korea
| | - Kyung Eun Lee
- College of Pharmacy & Division of Life and Pharmaceutical Sciences, Ewha Womans University, Seodaemun-gu, Seoul, Korea.,College of Pharmacy, Chungbuk National University, Cheongju, Chungbuk, Korea
| | - Hye Sun Gwak
- College of Pharmacy & Division of Life and Pharmaceutical Sciences, Ewha Womans University, Seodaemun-gu, Seoul, Korea
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Abstract
We aim to develop warfarin dosing algorithm for African-Americans. We explored demographic, clinical, and genetic data from a previously collected cohort of 163 African-American patients with a stable warfarin dose. We explored 2 approaches to develop the algorithm: multiple linear regression and artificial neural network (ANN). The clinical significance of the 2 dosing algorithms was evaluated by calculating the percentage of patients whose predicted dose of warfarin was within 20% of the actual dose. Linear regression model and ANN model predicted the ideal dose in 52% and 48% of the patients, respectively. The mean absolute error using linear regression model was estimated to be 10.8 mg compared with 10.9 mg using ANN. Linear regression and ANN models identified several predictors of warfarin dose including age, weight, CYP2C9 genotype *1/*1, VKORC1 genotype, rs12777823 genotype, rs2108622 genotype, congestive heart failure, and amiodarone use. In conclusion, we developed a warfarin dosing algorithm for African-Americans. The proposed dosing algorithm has the potential to recommend warfarin doses that are close to the appropriate doses. The use of more sophisticated ANN approach did not result in improved predictive performance of the dosing algorithm except for patients of a dose of ≥49 mg/wk.
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Marek E, Momper JD, Hines RN, Takao CM, Gill JC, Pravica V, Gaedigk A, Burckart GJ, Neville KA. Prediction of Warfarin Dose in Pediatric Patients: An Evaluation of the Predictive Performance of Several Models. J Pediatr Pharmacol Ther 2016; 21:224-32. [PMID: 27453700 DOI: 10.5863/1551-6776-21.3.224] [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: 01/08/2023]
Abstract
OBJECTIVES The objective of this study was to evaluate the performance of pediatric pharmacogenetic-based dose prediction models by using an independent cohort of pediatric patients from a multicenter trial. METHODS Clinical and genetic data (CYP2C9 [cytochrome P450 2C9] and VKORC1 [vitamin K epoxide reductase]) were collected from pediatric patients aged 3 months to 17 years who were receiving warfarin as part of standard care at 3 separate clinical sites. The accuracy of 8 previously published pediatric pharmacogenetic-based dose models was evaluated in the validation cohort by comparing predicted maintenance doses to actual stable warfarin doses. The predictive ability was assessed by using the proportion of variance (R(2)), mean prediction error (MPE), and the percentage of predictions that fell within 20% of the actual maintenance dose. RESULTS Thirty-two children reached a stable international normalized ratio and were included in the validation cohort. The pharmacogenetic-based warfarin dose models showed a proportion of variance ranging from 35% to 78% and an MPE ranging from -2.67 to 0.85 mg/day in the validation cohort. Overall, the model developed by Hamberg et al showed the best performance in the validation cohort (R(2) = 78%; MPE = 0.15 mg/day) with 38% of the predictions falling within 20% of observed doses. CONCLUSIONS Pharmacogenetic-based algorithms provide better predictions than a fixed-dose approach, although an optimal dose algorithm has not yet been developed.
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Affiliation(s)
- Elizabeth Marek
- Department of Pharmacology and Experimental Therapeutics, Thomas Jefferson University, Philadelphia, Pennsylvania
| | - Jeremiah D Momper
- Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California, San Diego, La Jolla, California
| | - Ronald N Hines
- Department of Pediatrics, Medical College of Wisconsin, City, Milwaukee, Wisconsin
| | - Cheryl M Takao
- Division of Cardiology, Children's Hospital of Los Angeles, Los Angeles, California
| | - Joan C Gill
- Department of Pediatrics, Medical College of Wisconsin, City, Milwaukee, Wisconsin
| | - Vera Pravica
- Institute of Microbiology and Immunology, School of Medicine, University of Belgrade, Belgrade, Serbia
| | - Andrea Gaedigk
- Division of Clinical Pharmacology, Toxicology & Therapeutic Innovation, Children's Mercy Kansas City, and School of Medicine, University of Missouri-Kansas City, Kansas City, Missouri
| | - Gilbert J Burckart
- Pediatric Clinical Pharmacology Staff, Office of Clinical Pharmacology, Office of Translational Sciences, Center for Drug Evaluation and Research, US Food and Drug Administration, Silver Spring, Maryland
| | - Kathleen A Neville
- Section of Pharmacology & Toxicology, University of Arkansas for Medical Sciences/Arkansas Children's Hospital, Little Rock, Arkansas
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Ather S, Shendre A, Beasley TM, Brown T, Hill CE, Prabhu SD, Limdi NA. Effect of Left Ventricular Systolic Dysfunction on Response to Warfarin. Am J Cardiol 2016; 118:232-6. [PMID: 27241839 DOI: 10.1016/j.amjcard.2016.04.047] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/07/2016] [Revised: 04/20/2016] [Accepted: 04/20/2016] [Indexed: 10/21/2022]
Abstract
Candidates for chronic warfarin therapy often have co-morbid conditions, such as heart failure, with reduced left ventricular ejection fraction. Previous reports have demonstrated an increased risk of over-anticoagulation due to reduced warfarin dose requirement in patients with decompensated heart failure. However, the influence of left ventricular systolic dysfunction (LVSD), defined as left ventricular ejection fraction <40%, on warfarin response has not been evaluated. Here, we assess the influence of LVSD on warfarin dose, anticoagulation control (percent time in target range), and risk of over-anticoagulation (international normalized ratio >4) and major hemorrhage. Of the 1,354 patients included in this prospective cohort study, 214 patients (16%) had LVSD. Patients with LVSD required 11% lower warfarin dose compared with those without LVSD (p <0.001) using multivariate linear regression analyses. Using multivariate Cox proportional hazards model, patients with LVSD experienced similar levels of anticoagulation control (percent time in target range: 51% vs 53% p = 0.15), risk of over-anticoagulation (international normalized ratio >4; hazard ratio 1.01, 95% confidence interval 0.82 to 1.25; p = 0.91), and risk of major hemorrhage (hazard ratio 1.11; 95% confidence interval 0.70 to 1.74; p = 0.66). Addition of LVSD variable in the model increased the variability explained from 35% to 36% for warfarin dose prediction. In conclusion, our results demonstrate that patients with LVSD require lower doses of warfarin. Whether warfarin dosing algorithms incorporating LVSD in determining initial doses improves outcomes needs to be evaluated.
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Arwood MJ, Chumnumwat S, Cavallari LH, Nutescu EA, Duarte JD. Implementing Pharmacogenomics at Your Institution: Establishment and Overcoming Implementation Challenges. Clin Transl Sci 2016; 9:233-245. [PMID: 27214750 PMCID: PMC5121089 DOI: 10.1111/cts.12404] [Citation(s) in RCA: 64] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2016] [Accepted: 05/12/2016] [Indexed: 12/21/2022] Open
Affiliation(s)
- M J Arwood
- Department of Pharmacotherapy and Translational Research, University of Florida College of Pharmacy, Gainesville, Florida, USA.,Center for Pharmacogenomics, University of Florida College of Pharmacy, Gainesville, Florida, USA
| | - S Chumnumwat
- Department of Pharmacy, Faculty of Pharmacy, Mahidol University, Rajathevi, Bangkok, Thailand
| | - L H Cavallari
- Department of Pharmacotherapy and Translational Research, University of Florida College of Pharmacy, Gainesville, Florida, USA.,Center for Pharmacogenomics, University of Florida College of Pharmacy, Gainesville, Florida, USA
| | - E A Nutescu
- Personalized Medicine Program, University of Illinois College of Pharmacy, Chicago, Illinois, USA.,Department of Pharmacy Systems, Outcomes, and Policy, University of Illinois College of Pharmacy, Chicago, Illinois, USA.,Center for Pharmacoepidemiology and Pharmacoeconomic Research, University of Illinois College of Pharmacy, Chicago, Illinois, USA
| | - J D Duarte
- Department of Pharmacotherapy and Translational Research, University of Florida College of Pharmacy, Gainesville, Florida, USA.,Center for Pharmacogenomics, University of Florida College of Pharmacy, Gainesville, Florida, USA
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Shendre A, Brown TM, Liu N, Hill CE, Beasley TM, Nickerson DA, Limdi NA. Race-Specific Influence of CYP4F2 on Dose and Risk of Hemorrhage Among Warfarin Users. Pharmacotherapy 2016; 36:263-72. [PMID: 26877068 DOI: 10.1002/phar.1717] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/20/2023]
Abstract
OBJECTIVE The p.V433M in cytochrome P450 4F2 (rs2108622, CYP4F2*3) is associated with a higher warfarin dose and lower risk of hemorrhage among European Americans. We evaluate the influence of CYP4F2*3 on warfarin dose, time to target international normalized ratio (INR), and stable dose, proportion of time spent in target range (PTTR), as well as the risk of overanticoagulation and hemorrhage among European and African Americans. DESIGN CYP4F2*3 was genotyped in 1238 patients initiated on warfarin in a prospective inception cohort. Multivariable linear regression was used to assess warfarin dose and PTTR; proportional hazards analysis was performed to evaluate time to target INR and stable dose, overanticoagulation, and hemorrhage. SETTING Two outpatient anticoagulation clinics. PARTICIPANTS A total of 1238 anticoagulated patients. OUTCOMES Warfarin dose (mg/day), time to target INR and stable dose, PTTR, overanticoagulation (INR more than 4), and major hemorrhage. RESULTS Minor allele frequency for the CYP4F2*3 variant was 30.3% among European Americans and 8.4% among African Americans. CYP4F2*3 was associated with higher dose among European Americans but not African Americans. Compared to CYP4F2*1/*1, *1/*3 was associated with a statistically nonsignificant increase in dose (4.5%, p=0.22) and *3/*3 was associated with a statistically significant increase in dose (13.2%, p=0.02). CYP4F2 genotype did not influence time to target INR, time to stable dose, or PTTR in either race group. CYP4F2*3/*3 was associated with a 31% lower risk of over anticoagulation (p=0.06). Incidence of hemorrhage was lower among participants with CYP4F2 *3/*3 compared with *1/*3 or *1/*1 (incidence rate ratio = 0.45, 95% confidence interval 0.14-1.11, p=0.09). After controlling for covariates, CYP4F2 *3/*3 was associated with a 52% lower risk of hemorrhage, although this was not statistically significant (p=0.24). CONCLUSION Possession of CYP4F2*3 variant influences warfarin dose among European Americans but not African Americans. The CYP4F2-dose, CYP4F2-overanticoagulation, and CYP4F2-hemorrhage association follows a recessive pattern with possession of CYP4F2*3/*3 genotype likely demonstrating a protective effect. These findings need further confirmation.
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Affiliation(s)
- Aditi Shendre
- Department of Epidemiology, University of Alabama at Birmingham, Birmingham, Alabama
| | - Todd M Brown
- Department of Medicine, University of Alabama at Birmingham, Birmingham, Alabama
| | - Nianjun Liu
- Biostatistics, Section on Statistical Genetics, University of Alabama at Birmingham, Birmingham, Alabama
| | - Charles E Hill
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, Georgia
| | - T Mark Beasley
- Biostatistics, Section on Statistical Genetics, University of Alabama at Birmingham, Birmingham, Alabama
| | - Deborah A Nickerson
- Genome Sciences, School of Medicine, University of Washington, Seattle, Washington
| | - Nita A Limdi
- Department of Neurology, University of Alabama at Birmingham, Birmingham, Alabama
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Hamadeh IS, Shahin MH, Lima SM, Oliveira F, Wilson L, Khalifa SI, Langaee TY, Cooper-DeHoff RM, Cavallari LH, Johnson JA. Impact of GGCX, STX1B and FPGS Polymorphisms on Warfarin Dose Requirements in European-Americans and Egyptians. Clin Transl Sci 2016; 9:36-42. [PMID: 26751406 PMCID: PMC4760888 DOI: 10.1111/cts.12385] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/02/2015] [Accepted: 12/17/2015] [Indexed: 12/24/2022] Open
Abstract
Genotype-based algorithms that include VKORC1 and CYP2C9 genotypes are less predictive of warfarin dose variability in Africans as opposed to Europeans. Polymorphisms in GGCX, FPGS, or STX1B are associated with warfarin dose requirements in African-Americans. We sought to determine if they influenced warfarin dose in European-Americans, and another African population, specifically Egyptians. We genotyped 529 adults (n = 325 European-Americans, 204 Egyptians) on a stable warfarin dose for GGCX rs12714145 and rs10654848, FPGS rs7856096, and STX1B rs4889606. Rs12714145, rs10654848, and rs7856096 were not associated with warfarin dose, whereas STX1B rs4889606 was a significant determinant in univariate analysis (P < 0.0001) in both cohorts. However, STX1B rs4889606 was in high linkage disequilibrium with VKORC1-1639 G>A, and was no longer significant after including VKORC1-1639 G>A in the regression model. Based on these data, the polymorphisms do not appear to influence, in a clinically important way, warfarin dose requirements in European-Americans and Egyptians.
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Affiliation(s)
- I S Hamadeh
- Center for Pharmacogenomics, Department of Pharmacotherapy and Translational Research, University of Florida College of Pharmacy, Gainesville, Florida, USA
| | - M H Shahin
- Center for Pharmacogenomics, Department of Pharmacotherapy and Translational Research, University of Florida College of Pharmacy, Gainesville, Florida, USA
| | - S M Lima
- Center for Pharmacogenomics, Department of Pharmacotherapy and Translational Research, University of Florida College of Pharmacy, Gainesville, Florida, USA
| | - F Oliveira
- Center for Pharmacogenomics, Department of Pharmacotherapy and Translational Research, University of Florida College of Pharmacy, Gainesville, Florida, USA
| | - L Wilson
- Center for Pharmacogenomics, Department of Pharmacotherapy and Translational Research, University of Florida College of Pharmacy, Gainesville, Florida, USA.,Florida A&M University College of Pharmacy, Tallahassee, Florida, USA
| | - S I Khalifa
- College of Pharmacy, Qatar University, Doha, Qatar
| | - T Y Langaee
- Center for Pharmacogenomics, Department of Pharmacotherapy and Translational Research, University of Florida College of Pharmacy, Gainesville, Florida, USA
| | - R M Cooper-DeHoff
- Center for Pharmacogenomics, Department of Pharmacotherapy and Translational Research, University of Florida College of Pharmacy, Gainesville, Florida, USA
| | - L H Cavallari
- Center for Pharmacogenomics, Department of Pharmacotherapy and Translational Research, University of Florida College of Pharmacy, Gainesville, Florida, USA
| | - J A Johnson
- Center for Pharmacogenomics, Department of Pharmacotherapy and Translational Research, University of Florida College of Pharmacy, Gainesville, Florida, USA.,Division of Cardiology, Department of Medicine, University of Medicine, University of Florida College of Medicine, Gainesville, Florida, USA
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Poor warfarin dose prediction with pharmacogenetic algorithms that exclude genotypes important for African Americans. Pharmacogenet Genomics 2015; 25:73-81. [PMID: 25461246 DOI: 10.1097/fpc.0000000000000108] [Citation(s) in RCA: 67] [Impact Index Per Article: 7.4] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
Abstract
OBJECTIVES Recent clinical trial data cast doubt on the utility of genotype-guided warfarin dosing, specifically showing worse dosing with a pharmacogenetic versus clinical dosing algorithm in African Americans. However, many genotypes important in African Americans were not accounted for. We aimed to determine whether omission of the CYP2C9*5, CYP2C9*6, CYP2C9*8, CYP2C9*11 alleles and rs12777823 G > A genotype affects performance of dosing algorithms in African Americans. METHODS In a cohort of 274 warfarin-treated African Americans, we examined the association between the CYP2C9*5, CYP2C9*6, CYP2C9*8, CYP2C9*11 alleles and rs12777823 G > A genotype and warfarin dose prediction error with pharmacogenetic algorithms used in clinical trials. RESULTS The http://www.warfarindosing.org algorithm overestimated doses by a median (interquartile range) of 1.2 (0.02-2.6) mg/day in rs12777823 heterozygotes (P<0.001 for predicted vs. observed dose), 2.0 (0.6-2.8) mg/day in rs12777823 variant homozygotes (P = 0.004), and 2.2 (0.5-2.9) mg/day in carriers of a CYP2C9 variant (P < 0.001). The International Warfarin Pharmacogenetics Consortium (IWPC) algorithm underdosed warfarin by 0.8 (-2.3 to 0.4) mg/day for patients with the rs12777823 GG genotype (P < 0.001) and overdosed warfarin by 0.7 (-0.4 to 1.9) mg/day in carriers of a variant CYP2C9 allele (P = 0.04). Modifying the http://www.warfarindosing.org algorithm to adjust for variants important in African Americans led to better dose prediction than either the original http://www.warfarindosing.org (P < 0.01) or IWPC (P < 0.01) algorithm. CONCLUSION These data suggest that, when providing genotype-guided warfarin dosing, failure to account for variants important in African Americans leads to significant dosing error in this population.
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Kawai VK, Cunningham A, Vear SI, Van Driest SL, Oginni A, Xu H, Jiang M, Li C, Denny JC, Shaffer C, Bowton E, Gage BF, Ray WA, Roden DM, Stein CM. Genotype and risk of major bleeding during warfarin treatment. Pharmacogenomics 2015; 15:1973-83. [PMID: 25521356 DOI: 10.2217/pgs.14.153] [Citation(s) in RCA: 45] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/28/2023] Open
Abstract
AIM To determine whether genetic variants associated with warfarin dose variability were associated with increased risk of major bleeding during warfarin therapy. MATERIALS & METHODS Using Vanderbilt's DNA biobank we compared the prevalence of CYP2C9, VKORC1 and CYP4F2 variants in 250 cases with major bleeding and 259 controls during warfarin therapy. RESULTS CYP2C9*3 was the only allele that differed significantly among cases (14.2%) and controls (7.8%; p = 0.022). In the 214 (85.6%) cases with a major bleed 30 or more days after warfarin initiation, CYP2C9*3 was the only variant associated with bleeding (adjusted odds ratio: 2.05; 95% CI: 1.04, 4.04). CONCLUSION The CYP2C9*3 allele may double the risk of major bleeding among patients taking warfarin for 30 or more days.
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Affiliation(s)
- Vivian K Kawai
- Division of Clinical Pharmacology, Department of Medicine, Vanderbilt University School of Medicine, Nashville, TN, USA
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Abstract
There is considerable interindividual variation in the response to antiplatelet and anticoagulant therapies. It has been proposed that this variability in drug response may be attributable to genetic variants. Thus, pharmacogenetics may help to accurately predict response to cardiovascular disease (CVD) therapies in order to maximize drug efficacy, minimize drug toxicity, and to tailor personalized care for these patients. Although the clinical utility of pharmacogenetics is promising, its adoption in clinical practice has been slow. This resistance may stem from sometimes conflicting findings among pharmacogenetic studies. Thus, this review focuses on the genetic determinants of commonly used platelet antagonists and anticoagulants including aspirin, clopidogrel, dabigatran, and warfarin. We also explore the clinical translation of pharmacogenetics in the management of patients with CVD.
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Affiliation(s)
- S Ross
- Population Health Research Institute, Hamilton Health Sciences, McMaster University, Hamilton, ON, Canada
- Department of Clinical Epidemiology & Biostatistics, Population Genomics Program, McMaster University, Hamilton, ON, Canada
- Population Genomics Program, Chanchlani Research Centre, McMaster University, Hamilton, ON, Canada
| | - S Nejat
- Population Health Research Institute, Hamilton Health Sciences, McMaster University, Hamilton, ON, Canada
- Department of Pathology & Molecular Medicine, McMaster University, Hamilton, ON, Canada
| | - G Paré
- Population Health Research Institute, Hamilton Health Sciences, McMaster University, Hamilton, ON, Canada
- Department of Clinical Epidemiology & Biostatistics, Population Genomics Program, McMaster University, Hamilton, ON, Canada
- Population Genomics Program, Chanchlani Research Centre, McMaster University, Hamilton, ON, Canada
- Department of Pathology & Molecular Medicine, McMaster University, Hamilton, ON, Canada
- Thrombosis & Atherosclerosis Research Institute, Hamilton Health Sciences & McMaster University, Hamilton, ON, Canada
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Race influences warfarin dose changes associated with genetic factors. Blood 2015; 126:539-45. [PMID: 26024874 DOI: 10.1182/blood-2015-02-627042] [Citation(s) in RCA: 77] [Impact Index Per Article: 8.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/04/2015] [Accepted: 04/27/2015] [Indexed: 12/11/2022] Open
Abstract
Warfarin dosing algorithms adjust for race, assigning a fixed effect size to each predictor, thereby attenuating the differential effect by race. Attenuation likely occurs in both race groups but may be more pronounced in the less-represented race group. Therefore, we evaluated whether the effect of clinical (age, body surface area [BSA], chronic kidney disease [CKD], and amiodarone use) and genetic factors (CYP2C9*2, *3, *5, *6, *11, rs12777823, VKORC1, and CYP4F2) on warfarin dose differs by race using regression analyses among 1357 patients enrolled in a prospective cohort study and compared predictive ability of race-combined vs race-stratified models. Differential effect of predictors by race was assessed using predictor-race interactions in race-combined analyses. Warfarin dose was influenced by age, BSA, CKD, amiodarone use, and CYP2C9*3 and VKORC1 variants in both races, by CYP2C9*2 and CYP4F2 variants in European Americans, and by rs12777823 in African Americans. CYP2C9*2 was associated with a lower dose only among European Americans (20.6% vs 3.0%, P < .001) and rs12777823 only among African Americans (12.3% vs 2.3%, P = .006). Although VKORC1 was associated with dose decrease in both races, the proportional decrease was higher among European Americans (28.9% vs 19.9%, P = .003) compared with African Americans. Race-stratified analysis improved dose prediction in both race groups compared with race-combined analysis. We demonstrate that the effect of predictors on warfarin dose differs by race, which may explain divergent findings reported by recent warfarin pharmacogenetic trials. We recommend that warfarin dosing algorithms should be stratified by race rather than adjusted for race.
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Akinboboye O. Use of oral anticoagulants in African-American and Caucasian patients with atrial fibrillation: is there a treatment disparity? J Multidiscip Healthc 2015; 8:217-28. [PMID: 26056467 PMCID: PMC4445875 DOI: 10.2147/jmdh.s74529] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022] Open
Abstract
Atrial fibrillation (AF) is a very common cardiac arrhythmia, and its prevalence is increasing along with aging in the developed world. This review discusses racial differences in the epidemiology and treatment of AF between African-American and Caucasian patients. Additionally, the effect of race on warfarin and novel oral anticoagulant use is discussed, as well as the role that physicians and patients play in achieving optimal treatment outcomes. Despite having a lower prevalence of AF compared with Caucasians, African-Americans suffer disproportionately from stroke and its sequelae. The possible reasons for this paradox include poorer access to health care, lower health literacy, and a higher prevalence of other stroke-risk factors among African-Americans. Consequently, it is important for providers to evaluate the effects of race, health literacy, access to health care, and cultural barriers on the use of anticoagulation in the management of AF. Warfarin-dose requirements vary across racial groups, with African-American patients requiring a higher dose than Caucasians to maintain a therapeutic international normalized ratio; the novel oral anticoagulants (dabigatran, rivaroxaban, and apixaban) seem to differ in this regard, although data are currently limited. Minority racial groups are not proportionally represented in either real-world studies or clinical trials, but as more information becomes available and other social issues are addressed, the treatment disparities between African-American and Caucasian patients should decrease.
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Finkelman BS, French B, Bershaw L, Kimmel SE. Factors affecting time to maintenance dose in patients initiating warfarin. Pharmacoepidemiol Drug Saf 2015; 24:228-36. [PMID: 25504915 PMCID: PMC4570031 DOI: 10.1002/pds.3735] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2014] [Revised: 10/17/2014] [Accepted: 11/12/2014] [Indexed: 12/16/2022]
Abstract
PURPOSE Patients starting warfarin often experience lengthy dose-titration periods, when they are at high risk for bleeding and thromboembolism. However, relatively little is known about why some patients take longer than others to reach maintenance dose. Thus, we sought to identify social, clinical, and genetic factors associated with prolonged time to maintenance dose (TTM). METHODS We conducted a time-to-event analysis, using a prospective cohort of patients initiating warfarin (N = 390). Additionally, we examined whether changes in post-initiation factors were associated with TTM. Finally, we performed a secondary analysis in a subcohort (N = 156) assessing the effect of adherence on TTM. RESULTS No genetic or post-initiation factors were significantly associated with TTM. However, previous use of warfarin [hazard ratio (HR) = 0.64; 95% confidence interval (CI) 0.46, 0.88], current smoking status (HR = 0.61; 95%CI 0.39, 0.96), fewer than four doctor's visits in the previous year (HR = 0.63 vs 4-12 visits; 95%CI 0.46, 0.88), and worse general health status (HR = 0.63; 95%CI 0.47, 0.84) were significantly associated with longer TTM. Use of illegal injectable drugs (HR = 2.51; 95%CI 1.17, 5.39) was associated with shorter TTM. On secondary analysis, the HR for better adherence and TTM was 1.70 (95%CI 0.88, 3.27). CONCLUSIONS Time to maintenance dose was associated with pre-existing behavioral factors, health care utilization, and health quality but not clinical comorbidities or genetic factors in patients initiating warfarin. Future studies are needed to determine whether warfarin patients with prolonged TTM would have better outcomes on alternative agents.
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Affiliation(s)
- Brian S Finkelman
- Department of Biostatistics and Epidemiology, Center for Clinical Epidemiology and Biostatistics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
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Shendre A, Beasley TM, Brown TM, Hill CE, Arnett DK, Limdi NA. Influence of regular physical activity on warfarin dose and risk of hemorrhagic complications. Pharmacotherapy 2015; 34:545-54. [PMID: 25032265 DOI: 10.1002/phar.1401] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
Abstract
OBJECTIVE To determine the influence of regular physical activity on stable warfarin dose and risk of major hemorrhage in patients on chronic anticoagulation therapy. DESIGN Regular physical activity (maintained over > 80% of visits) was ascertained by self-report at initiation of warfarin therapy (target international normalized ratio [INR] = 2-3) in 1272 patients, with changes documented at monthly anticoagulation clinic visits in a population-based prospective cohort. Multi-variable linear regression and survival analysis, respectively, were used to assess influence on warfarin and risk of hemorrhage. SETTING Outpatient anticoagulation clinic PARTICIPANTS 1272 anticoagulated patients MEASUREMENT AND MAIN RESULTS There were 683 (53.7%) patients who were regularly physically active (≥ 30 min ≥ 3 times/week). Physically active patients required warfarin doses that were 6.9% higher (p=0.006) than in physically inactive patients after controlling for sociodemographic factors, vitamin K intake, clinical factors, and genetic variations.The overall incidence of major hemorrhagic events was 7.6/100 person-years (p-yrs, 95% confidence interval [CI] 6.4-8.9) in our population. The incidence was lower for physically active patients (5.6/100 p-yrs, 95% CI 4.2-7.2) than in inactive patients (10.3/100 p-yrs, 95% CI 8.2-12.9, p=0.0004). Active patients had a 38% lower risk of hemorrhage (hazard ratio 0.62, 95% CI 0.42-0.98, p=0.03) compared with inactive patients. CONCLUSIONS Regular physical activity is associated with higher warfarin dose requirements and lower risk of hemorrhage. The influence of physical activity on drug response needs to be further explored, and the mechanisms through which it exerts these effects need to be elucidated
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Alex L, Rao A, Sharma G, Tapadia R. Prevalence of VKORC1 polymorphism in population of Hyderabad India. ACTA MEDICA INTERNATIONAL 2015. [DOI: 10.5530/ami.2015.4.1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022] Open
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Hawcutt DB, Ghani AA, Sutton L, Jorgensen A, Zhang E, Murray M, Michael H, Peart I, Smyth RL, Pirmohamed M. Pharmacogenetics of warfarin in a paediatric population: time in therapeutic range, initial and stable dosing and adverse effects. THE PHARMACOGENOMICS JOURNAL 2014; 14:542-8. [PMID: 25001883 PMCID: PMC4209173 DOI: 10.1038/tpj.2014.31] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/22/2014] [Revised: 04/23/2014] [Accepted: 05/22/2014] [Indexed: 11/08/2022]
Abstract
Warfarin is used in paediatric populations, but dosing algorithms incorporating pharmacogenetic data have not been developed for children. Previous studies have produced estimates of the effect of polymorphisms in Cytochrome P450 2C9 (CYP2C9) and vitamin K epoxide reductase complex subunit 1 (VKORC1) on stable warfarin dosing, but data on time in therapeutic range, initial dosing and adverse effects are limited. Participants (n=97) were recruited, and routine clinical data and salivary DNA samples were collected from all participants and analysed for CYP2C9*2, *3 and VKORC1-1639 polymorphisms.VKORC1 -1639 was associated with a greater proportion of the first 6 months' treatment time spent within the target International Normalised Ratio (INR) range, accounting for an additional 9.5% of the variance in the proportion of time. CYP2C9*2 was associated with a greater likelihood of INR values exceeding the target range during the initiation of treatment (odds ratio (OR; per additional copy) 4.18, 95% confidence interval (CI) 1.42, 12.34). CYP2C9*2 and VKORC1-1639 were associated with a lower dose requirement, and accounted for almost 12% of the variance in stable dose. VKORC1-1639 was associated with an increased likelihood of mild bleeding complications (OR (heterozygotes vs homozygotes) 4.53, 95% CI 1.59, 12.93). These data show novel associations between VKORC1-1639 and CYP2C9*2 and INR values in children taking warfarin, as well as replicating previous findings with regard to stable dose requirements. The development of pharmacogenomic dosing algorithms for children using warfarin has the potential to improve clinical care in this population.
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Affiliation(s)
- D B Hawcutt
- 1] Institute of Translational Medicine, University of Liverpool, Liverpool, UK [2] Department of Research, Alder Hey Children's NHS Foundation Trust, Liverpool, UK
| | - A A Ghani
- Institute of Translational Medicine, University of Liverpool, Liverpool, UK
| | - L Sutton
- Department of Biostatistics, University of Liverpool, Liverpool, UK
| | - A Jorgensen
- Department of Biostatistics, University of Liverpool, Liverpool, UK
| | - E Zhang
- Institute of Translational Medicine, University of Liverpool, Liverpool, UK
| | - M Murray
- Department of Cardiology, Alder Hey Children's NHS Foundation Trust, Liverpool, UK
| | - H Michael
- Department of Cardiology, Alder Hey Children's NHS Foundation Trust, Liverpool, UK
| | - I Peart
- Department of Cardiology, Alder Hey Children's NHS Foundation Trust, Liverpool, UK
| | - R L Smyth
- Institute of Child Health, University College London (UCL), London, UK
| | - M Pirmohamed
- Institute of Translational Medicine, University of Liverpool, Liverpool, UK
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Carnes CA. What is the role of pharmacogenetics in optimization of warfarin dosing? Trends Cardiovasc Med 2014; 25:42-3. [PMID: 25476743 DOI: 10.1016/j.tcm.2014.10.003] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/07/2014] [Accepted: 10/08/2014] [Indexed: 01/09/2023]
Affiliation(s)
- Cynthia A Carnes
- College of Pharmacy, The Ohio State University, 500 W. 12th Avenue, Columbus, OH 43210.
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