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Xia X, Cai X, Chen J, Jiang S, Zhang J. Construction of warfarin population pharmacokinetics and pharmacodynamics model in Han population based on Bayesian method. Sci Rep 2024; 14:14846. [PMID: 38937509 PMCID: PMC11211351 DOI: 10.1038/s41598-024-65048-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2023] [Accepted: 06/17/2024] [Indexed: 06/29/2024] Open
Abstract
The purpose of this paper is to study the genetic polymorphisms of related gene loci (CYP2C9*3, VKORC1-1639G > A) based on demographic and clinical factors, and use the maximum a posterior Bayesian method to construct a warfarin individualized dose prediction model in line with the Chinese Han population. Finally, the built model is compared and analyzed with the widely used models at home and abroad. In this study, a total of 5467 INR measurements are collected from 646 eligible subjects in our hospital, and the maximum a posterior Bayesian method is used to construct a warfarin dose prediction that conforms to the Chinese Han population on the basis of the Hamberg model. The model is verified and compared with foreign models. This study finds that body weight and concomitant use of amiodarone have a significant effect on the anticoagulant effect of warfarin. The model can provide an effective basis for individualized and rational dosing of warfarin in Han population more accurately. In the performance of comparison with different warfarin dose prediction models, the new model has the highest prediction accuracy, and the prediction percentage is as high as 72.56%. The dose predicted by the Huang model is the closest to the actual dose of warfarin. The population pharmacokinetics and pharmacodynamics model established in this study can better reflect the distribution characteristics of INR values after warfarin administration in the Han population, and performs better than the models reported in the literature.
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Affiliation(s)
- Xiaotong Xia
- Department of Pharmacy, Fujian Maternity and Child Health Hospital College of Clinical Medicine for Obstetrics and Gynecology and Pediatrics, Fujian Medical University, #18 Daoshan Road, Fuzhou, 350001, China
| | - Xiaofang Cai
- Department of Pharmacy, Fujian Maternity and Child Health Hospital College of Clinical Medicine for Obstetrics and Gynecology and Pediatrics, Fujian Medical University, #18 Daoshan Road, Fuzhou, 350001, China
| | - Jiana Chen
- Department of Pharmacy, Fujian Maternity and Child Health Hospital College of Clinical Medicine for Obstetrics and Gynecology and Pediatrics, Fujian Medical University, #18 Daoshan Road, Fuzhou, 350001, China
| | - Shaojun Jiang
- Department of Pharmacy, Fujian Maternity and Child Health Hospital College of Clinical Medicine for Obstetrics and Gynecology and Pediatrics, Fujian Medical University, #18 Daoshan Road, Fuzhou, 350001, China
| | - Jinhua Zhang
- Department of Pharmacy, Fujian Maternity and Child Health Hospital College of Clinical Medicine for Obstetrics and Gynecology and Pediatrics, Fujian Medical University, #18 Daoshan Road, Fuzhou, 350001, China.
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Zhang S, Zhao M, Zhong S, Niu J, Zhou L, Zhu B, Su H, Cao W, Xing Q, Yan H, Han X, Fu Q, Li Q, Chen L, Yang F, Zhang N, Wu H, He L, Qin S. Association between CYP2C9 and VKORC1 genetic polymorphisms and efficacy and safety of warfarin in Chinese patients. Pharmacogenet Genomics 2024; 34:105-116. [PMID: 38470454 DOI: 10.1097/fpc.0000000000000526] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/13/2024]
Abstract
OBJECTIVES Genetic variation has been a major contributor to interindividual variability of warfarin dosage requirement. The specific genetic factors contributing to warfarin bleeding complications are largely unknown, particularly in Chinese patients. In this study, 896 Chinese patients were enrolled to explore the effect of CYP2C9 and VKORC1 genetic variations on both the efficacy and safety of warfarin therapy. METHODS AND RESULTS Univariate analyses unveiled significant associations between two specific single nucleotide polymorphisms rs1057910 in CYP2C9 and rs9923231 in VKORC1 and stable warfarin dosage ( P < 0.001). Further, employing multivariate logistic regression analysis adjusted for age, sex and height, the investigation revealed that patients harboring at least one variant allele in CYP2C9 exhibited a heightened risk of bleeding events compared to those with the wild-type genotype (odds ratio = 2.16, P = 0.04). Moreover, a meta-analysis conducted to consolidate findings confirmed the associations of both CYP2C9 (rs1057910) and VKORC1 (rs9923231) with stable warfarin dosage. Notably, CYP2C9 variant genotypes were significantly linked to an increased risk of hemorrhagic complications ( P < 0.00001), VKORC1 did not demonstrate a similar association. CONCLUSION The associations found between specific genetic variants and both stable warfarin dosage and bleeding risk might be the potential significance of gene detection in optimizing warfarin therapy for improving patient efficacy and safety.
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Affiliation(s)
- Suli Zhang
- Bio-X Institutes, Key Laboratory for the Genetics of Developmental and Neuropsychiatric Disorders (Ministry of Education), Shanghai Jiao Tong University, Shanghai
| | - Mingzhe Zhao
- Affiliated Mental Health Center & Hangzhou Seventh People's Hospital, Zhejiang University School of Medicine, Hangzhou
| | - Shilong Zhong
- Department of Pharmacy, Guangdong Provincial People's Hospital, Guangdong
| | - Jiamin Niu
- Department of Cardiology, Jinan City People's Hospital, Jinan
| | - Lijuan Zhou
- Translational Medicine Center, Zhengzhou Central Hospital Affiliated to Zhengzhou University, Zhengzhou
| | - Bin Zhu
- Shanghai Baio Technology Co., Ltd., Shanghai
| | - Haili Su
- Department of Cardiology, Huhhot First Hospital, Huhhot
| | - Wei Cao
- Translational Medicine Center, Zhengzhou Central Hospital Affiliated to Zhengzhou University, Zhengzhou
| | - Qinghe Xing
- Institutes of Biomedical Sciences, Fudan University
| | - Hongli Yan
- Reproductive, Medicine Center, Changhai Hospital, Navy Medical University, Shanghai
| | - Xia Han
- Department of Cardiology, Jinan City People's Hospital, Jinan
| | - Qihua Fu
- Pediatric Translational Medicine Institute, Shanghai Children's Medical Center, School of Medicine, Shanghai Jiao Tong University, Shanghai
- Shanghai Key Laboratory of Clinical Molecular Diagnostics for Pediatrics, Shanghai
| | - Qiang Li
- Department of Geriatrics, Shandong Provincial Third Hospital, Shandong
| | - Luan Chen
- Bio-X Institutes, Key Laboratory for the Genetics of Developmental and Neuropsychiatric Disorders (Ministry of Education), Shanghai Jiao Tong University, Shanghai
| | - Fan Yang
- Bio-X Institutes, Key Laboratory for the Genetics of Developmental and Neuropsychiatric Disorders (Ministry of Education), Shanghai Jiao Tong University, Shanghai
| | - Na Zhang
- Bio-X Institutes, Key Laboratory for the Genetics of Developmental and Neuropsychiatric Disorders (Ministry of Education), Shanghai Jiao Tong University, Shanghai
| | - Hao Wu
- Bio-X Institutes, Key Laboratory for the Genetics of Developmental and Neuropsychiatric Disorders (Ministry of Education), Shanghai Jiao Tong University, Shanghai
| | - Lin He
- Bio-X Institutes, Key Laboratory for the Genetics of Developmental and Neuropsychiatric Disorders (Ministry of Education), Shanghai Jiao Tong University, Shanghai
| | - Shengying Qin
- Bio-X Institutes, Key Laboratory for the Genetics of Developmental and Neuropsychiatric Disorders (Ministry of Education), Shanghai Jiao Tong University, Shanghai
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Kaur N, Pandey A, Shafiq N, Gupta A, Das R, Singh H, Ahluwalia J, Malhotra S. Genetic and Nongenetic Determinants of Variable Warfarin Dose Requirements: A Report from North India. Public Health Genomics 2021; 25:1-9. [PMID: 34673650 PMCID: PMC10233675 DOI: 10.1159/000519462] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/29/2020] [Accepted: 08/30/2021] [Indexed: 11/19/2022] Open
Abstract
INTRODUCTION Warfarin is widely used and will continue to be prescribed especially in developing countries due to its low cost. Given the huge patient load requiring anticoagulation, there is a need to develop strategies to optimize warfarin therapy for ensuring safe and effective anticoagulation. In the present work, we aimed at elucidating the association of genetic and nongenetic variables with warfarin dose requirement in patients attending the cardiovascular clinic in a tertiary care center of North India. METHODS This was a prospective study conducted over 1 year. Patient demographic and clinical details were captured in customized case record forms. Genotyping was done using the polymerase chain reaction-restriction fragment length polymorphism method. Pharmacogenetic influence of CYP2C9 (rs1799853 and rs1057910) and VKORC1 (rs9923231) variant alleles was studied. The association of genetic and nongenetic factors with warfarin dose was quantified using a stepwise multivariate linear regression model. RESULTS Two hundred and forty patients were screened. Data from 82 eligible patients were used for quantifying the association of genetic and nongenetic factors with warfarin dose. A descriptive model based on CYP2C9*3 (rs1057910) and VKORC1 (rs9923231) variant alleles and BMI was developed. The model explains nearly half of the interindividual variation in warfarin dose requirement. CONCLUSION The model explains nearly half of the interindividual variation in warfarin dose in patients with atrial fibrillation and or requiring valve replacement.
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Affiliation(s)
- Navjot Kaur
- Department of Pharmacology, VMMC & Safdarjung Hospital, New Delhi, India
- Clinical Pharmacology Resident, Department of Pharmacology, Post Graduate Institute of Medical Education and Research (PGIMER), Chandigarh, India
| | - Avaneesh Pandey
- Department of Pharmacology, Post Graduate Institute of Medical Education and Research (PGIMER), Chandigarh, India
| | - Nusrat Shafiq
- Department of Pharmacology, Post Graduate Institute of Medical Education and Research (PGIMER), Chandigarh, India
| | - Ankur Gupta
- Department of Cardiology, Post Graduate Institute of Medical Education and Research (PGIMER), Chandigarh, India
| | - Reena Das
- Department of Hematology, Post Graduate Institute of Medical Education and Research (PGIMER), Chandigarh, India
| | - Harkant Singh
- Department of CTVS, Post Graduate Institute of Medical Education and Research (PGIMER), Chandigarh, India
| | - Jasmina Ahluwalia
- Department of Hematology, Post Graduate Institute of Medical Education and Research (PGIMER), Chandigarh, India
| | - Samir Malhotra
- Department of Pharmacology, Post Graduate Institute of Medical Education and Research (PGIMER), Chandigarh, India
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Warfarin pharmacogenetics in patients with heart valve replacement. GENE REPORTS 2020. [DOI: 10.1016/j.genrep.2020.100769] [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]
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Akdeniz CS, Cevik M, Canbolat IP, Yurdakul S, Cagatay P, Ciftci C, Karaalp A, Susleyici B. The effects of CYP2C9 and VKORC1 gene polymorphisms on warfarin maintenance dose in Turkish cardiac patients. Future Cardiol 2020; 16:645-654. [PMID: 32583677 DOI: 10.2217/fca-2020-0027] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022] Open
Abstract
Aim: Our aim was to examine the effect of CYP2C9 and VKORC1 polymorphisms on warfarin dose requirements in Turkish patients. Materials & methods: 24 warfarin prescribed patients were included and analyzed for eight VKORC1 and 6 CYP2C9 polymorphisms in the study. Results: Patients with CYP2C9 *1/*1 and VKORC1 -1639 GG and GA genotypes required higher warfarin doses in comparison to wild type VKORC1 genotype. Patients with CYP2C9 *1/*3 and VKORC1 -1639 GG genotypes simultaneously, required the lowest dose of warfarin (4.64 mg/day). Patients with CYP2C9 *1/*1 and VKORC1 9041 AA genotype were found to require higher warfarin doses. Conclusion: Our results provide additional evidence to support the hypothesis that CYP2C9 *2, *3, VKORC1 9041 G > A polymorphisms explain considerable proportion of inter-individual variability in warfarin dose requirement.
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Affiliation(s)
- Cansu Selcan Akdeniz
- Department of Cardiology, Demiroglu Bilim University Faculty of Medicine, Istanbul, Turkey
| | - Mehtap Cevik
- Department of Molecular Biology, Marmara University Faculty of Science & Letters, Istanbul, Turkey
| | - Ismail Polat Canbolat
- Department of Cardiology, Demiroglu Bilim University Faculty of Medicine, Istanbul, Turkey
| | - Selen Yurdakul
- Department of Cardiology, Demiroglu Bilim University Faculty of Medicine, Istanbul, Turkey
| | - Penbe Cagatay
- Vocational School of Health Service, Department of Medical Services & Technics, Istanbul University - Cerrahpasa, Istanbul, Turkey
| | - Cavlan Ciftci
- Department of Cardiology, Demiroglu Bilim University Faculty of Medicine, Istanbul, Turkey
| | - Atila Karaalp
- Department of Medical Pharmacology, Marmara University School of Medicine, Istanbul, Turkey
| | - Belgin Susleyici
- Department of Molecular Biology, Marmara University Faculty of Science & Letters, Istanbul, Turkey
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Veeregowda SH, Krishnaswamy B, Balakrishna S. Effect of Vitamin K Epoxide Reductase Complex 1 Polymorphism on Warfarin Dose Requirement among Patients in Tertiary Care Hospital. Int J Appl Basic Med Res 2020; 10:97-101. [PMID: 32566525 PMCID: PMC7289213 DOI: 10.4103/ijabmr.ijabmr_341_18] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/12/2018] [Revised: 10/11/2019] [Accepted: 01/23/2020] [Indexed: 11/04/2022] Open
Abstract
Background Warfarin, anticoagulant is used for thromboembolic disorders. Inter-individual variation in clinical response to warfarin is due to various factors, including polymorphism of Vitamin K epoxide reductase complex 1 (VKORC1)-1639G>A. The aim of our study was to evaluate the effect of VKORC1 polymorphism on the maintenance dose of warfarin. Materials and Methods Cross-sectional study conducted by the departments of Pharmacology, Cell Biology and Molecular Genetics on patients attending cardiology clinic, receiving warfarin for at least 2 months. Genomic deoxyribonucleic acid was extracted and genotyping was done by Polymerase Chain Reaction - Restriction Fragment Length Polymorphism. The correlation between VKORC1 gene polymorphism and warfarin maintenance dose was analyzed. Results A total of 102 patients with a mean age of 47.72 ± 10.31 years, of which 58 (56.86%) were male. The frequency of VKORC1 G>A for GG, GA, and AA genotypes was 74.51%, 19.61%, and 5.88%, respectively. Variant allele AA was less frequent than the wild type. Mean weekly warfarin dose was 23.12 ± 8.08, 22.93 ± 8.21, and 15.6 ± 5.35 mg in patients with GG, GA, and AA genotypes, respectively. Patients with GG genotype required therapeutic dose compared to variant type (P = 0.001). Multiple stepwise regression model showed 26.3% variability in warfarin dose was due to VKORC1 genotype (R = 0.513, R2 = 0.263, adjusted R2 = 0.256, P = 0.0001). Conclusion VKORC1 polymorphism alone influence 26.3% variability in warfarin dose and AA genotype patients required lower dose.
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Affiliation(s)
- Sahana Hadihalli Veeregowda
- Department of Pharmacology, Sri Devaraj Urs Medical College, Sri Devaraj Urs Academy of Higher Education and Research, Kolar, Karnataka, India
| | - Bhuvana Krishnaswamy
- Department of Pharmacology, Sri Devaraj Urs Medical College, Sri Devaraj Urs Academy of Higher Education and Research, Kolar, Karnataka, India
| | - Sharath Balakrishna
- Department of Cell Biology and Molecular Genetics, Sri Devaraj Urs Academy of Higher Education and Research, Kolar, Karnataka, India
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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: 1.6] [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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Liu Y, Zhang R, Li Z, Zhou J, Yang T, Yang C, Huang X, Zhang Y, Shi S. Lack of effect of Imrecoxib, an innovative and moderate COX-2 inhibitor, on pharmacokinetics and pharmacodynamics of warfarin in healthy volunteers. Sci Rep 2019; 9:15774. [PMID: 31673051 PMCID: PMC6823368 DOI: 10.1038/s41598-019-51755-z] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2019] [Accepted: 10/07/2019] [Indexed: 01/10/2023] Open
Abstract
Imrecoxib is a registered treatment for osteoarthritis pain symptoms in China. This study aims to assess the effect of imrecoxib on the pharmacodynamics and pharmacokinetics of warfarin. 12 healthy male volunteers with CYP2C9*3 AA and VKORC1 AA genotypes took a 5 mg dose of warfarin both alone and concomitantly with steady-state imrecoxib. Both warfarin alone and concomitantly with imrecoxib have safey and good tolerance across the trial. Following warfarin and imrecoxib co-administration, neither Cmax, AUC0-t and t1/2 of warfarin enantiomers nor AUC of international normalized ratio (INR) were markedly different from those of warfarin alone. The geometric mean ratios (GMRs) (warfarin + imrecoxib: warfarin alone) of INR(AUC) was 1 (0.99, 1.01). The GMRs of warfarin AUC0-∞ (90% confidence interval, CIs) for warfarin + imrecoxib: warfarin alone were 1.12 (1.08, 1.16) for R-warfarin and 1.13 (1.07, 1.18) for S- warfarin. The 90% CIs of the GMRs of AUC0-∞, Cmax and INR (AUC) were all within a 0.8–1.25 interval. The combination of warfarin and imrecoxib did not impact the pharmacodynamics and pharmacokinetics of single-dose warfarin; therefore, when treating a patient with imrecoxib and warfarin, it is not required to adjust the dosage of warfarin.
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Affiliation(s)
- Yani Liu
- Department of Pharmacy, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430022, China.,Clinical Research Organization for Pharmaceutical Products, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430022, China
| | - Rui Zhang
- Department of Pharmacy, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430022, China.,Clinical Research Organization for Pharmaceutical Products, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430022, China
| | - Zhongfang Li
- Clinical Research Organization for Pharmaceutical Products, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430022, China
| | - Jiali Zhou
- Department of Pharmacy, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430022, China.,Clinical Research Organization for Pharmaceutical Products, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430022, China
| | - Tingyu Yang
- Department of Pharmacy, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430022, China.,Clinical Research Organization for Pharmaceutical Products, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430022, China
| | - Chunxiao Yang
- Department of Pharmacy, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430022, China.,Clinical Research Organization for Pharmaceutical Products, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430022, China
| | - Xixi Huang
- Department of Pharmacy, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430022, China.,Clinical Research Organization for Pharmaceutical Products, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430022, China
| | - Yu Zhang
- Department of Pharmacy, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430022, China.,Clinical Research Organization for Pharmaceutical Products, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430022, China
| | - Shaojun Shi
- Department of Pharmacy, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430022, China. .,Clinical Research Organization for Pharmaceutical Products, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430022, China.
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Saksena D, Mishra YK, Muralidharan S, Kanhere V, Srivastava P, Srivastava CP. Follow-up and management of valvular heart disease patients with prosthetic valve: a clinical practice guideline for Indian scenario. Indian J Thorac Cardiovasc Surg 2019; 35:3-44. [PMID: 33061064 PMCID: PMC7525528 DOI: 10.1007/s12055-019-00789-z] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/02/2023] Open
Abstract
PURPOSE Valvular heart disease (VHD) patients after prosthetic valve implantation are at risk of thromboembolic events. Follow-up care of patients with prosthetic valve has a paramount role in reducing the morbidity and mortality. Currently, in India, there is quintessential need to stream line the follow-up care of prosthetic valve patients. This mandates the development of a consensus guideline for the antithrombotic therapy in VHD patients post prosthetic valve implantation. METHODS A national level panel was constituted comprising 13 leading cardio care experts in India who thoroughly reviewed the up to date literature, formulated the recommendations, and developed the consensus document. Later on, extensive discussions were held on this draft and the recommendations in 8 regional meetings involving 79 additional experts from the cardio care in India, to arrive at a consensus. The final consensus document is developed relying on the available evidence and/or majority consensus from all the meetings. RESULTS The panel recommended vitamin K antagonist (VKA) therapy with individualized target international normalized ratio (INR) in VHD patients after prosthetic valve implantation. The panel opined that management of prosthetic valve complications should be personalized on the basis of type of complications. In addition, the panel recommends to distinguish individuals with various co-morbidities and attend them appropriately. CONCLUSIONS Anticoagulant therapy with VKA seems to be an effective option post prosthetic valve implantation in VHD patients. However, the role for non-VKA oral therapy in prosthetic valve patients and the safety and efficacy of novel oral anticoagulants in patients with bioprosthetic valve need to be studied extensively.
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Harikrishnan S, Koshy L, Subramanian R, Sanjay G, Vineeth CP, Nair AJ, Nair GM, Sudhakaran PR. Value of VKORC1 (-1639G>A) rs9923231 genotyping in predicting warfarin dose: A replication study in South Indian population. Indian Heart J 2018; 70 Suppl 3:S110-S115. [PMID: 30595241 PMCID: PMC6310074 DOI: 10.1016/j.ihj.2018.07.006] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/22/2018] [Revised: 06/25/2018] [Accepted: 07/09/2018] [Indexed: 11/18/2022] Open
Abstract
OBJECTIVE Warfarin is the most commonly prescribed oral anticoagulant, although having a narrow therapeutic index and wide interindividual variability. The aim of this study was to replicate the utility of VKORC1 (-1639G>A) rs9923231 genotyping in predicting the mean daily dose and to evaluate its ability to categorize warfarin-treated patients to high-, intermediate-, or low-dose categories in the South Indian population. MATERIALS AND METHODS A cohort of 222 warfarin-treated patients was genotyped using restriction fragment length polymorphism method. The influence of the rs9923231 polymorphism on the variations in the mean daily dose was compared using one-way analysis of variance and linear regression analysis. Discriminatory ability of the rs9923231 polymorphism to group the patients into ordered dose categories was assessed by estimating the proportional odds ratios using the ordered logit regression analysis. RESULTS The frequency of AA genotype and A allele in the study sample was found to be 1.8% and 9.23%, respectively, which was similar to reports from other South Indian populations. The mean daily dose required to achieve the optimum international normalized ratio was significantly lower in AA homozygous genotype carriers (3.99 ± 1.67 mg/day) and GA heterozygous (4.26 ± 1.57 mg/day) compared to the GG genotype carriers (5.51 ± 2.13 mg/day), p = 0.003. The A allele carriers (GA+AA genotypes) had a 3.23 higher odds of being grouped as a low-dose requiring category compared to non-carriers (95% CI 1.49-6.98, p = 0.003). CONCLUSIONS These preliminary results strongly support the use of VKORC1 (-1639G>A) rs9923231 polymorphism for genetically guided initial warfarin dosing in South Indian patients with heart valve replacements.
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Affiliation(s)
- S Harikrishnan
- Department of Cardiology, Sree Chitra Tirunal Institute for Medical Sciences and Technology, Trivandrum, 695 011, Kerala, India.
| | - Linda Koshy
- Inter-University Centre for Genomics and Gene Technology, Department of Biotechnology, University of Kerala, Trivandrum, 695 581, Kerala, India.
| | - Ram Subramanian
- Department of Cardiology, Sree Chitra Tirunal Institute for Medical Sciences and Technology, Trivandrum, 695 011, Kerala, India.
| | - G Sanjay
- Department of Cardiology, Sree Chitra Tirunal Institute for Medical Sciences and Technology, Trivandrum, 695 011, Kerala, India.
| | - C P Vineeth
- Department of Cardiology, Sree Chitra Tirunal Institute for Medical Sciences and Technology, Trivandrum, 695 011, Kerala, India.
| | - A Jayakumaran Nair
- Inter-University Centre for Genomics and Gene Technology, Department of Biotechnology, University of Kerala, Trivandrum, 695 581, Kerala, India.
| | - G M Nair
- Inter-University Centre for Genomics and Gene Technology, Department of Biotechnology, University of Kerala, Trivandrum, 695 581, Kerala, India.
| | - P R Sudhakaran
- Inter-University Centre for Genomics and Gene Technology, Department of Biotechnology, University of Kerala, Trivandrum, 695 581, Kerala, India.
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Pharmacogenetics-Based Warfarin Dosing in Patients With Cardiac Valve Replacement: The Effects of CYP2C9 and VKORC1 Gene Polymorphisms. Lab Med 2017; 49:25-34. [DOI: 10.1093/labmed/lmx072] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
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12
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Nagler M, Angelillo-Scherrer A, Méan M, Limacher A, Abbal C, Righini M, Beer JH, Osterwalder J, Frauchiger B, Aschwanden M, Matter CM, Kucher N, Cornuz J, Banyai M, Husmann M, Staub D, Mazzolai L, Hugli O, Rodondi N, Aujesky D. Long-term outcomes of elderly patients with CYP2C9 and VKORC1 variants treated with vitamin K antagonists. J Thromb Haemost 2017; 15:2165-2175. [PMID: 28834238 DOI: 10.1111/jth.13810] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/04/2017] [Indexed: 08/31/2023]
Abstract
Essentials The long-term effects of VKORC1 and CYP2C9 variants on clinical outcomes remains unclear. We followed 774 patients ≥65 years with venous thromboembolism for a median duration of 30 months. Patients with CYP2C9 variants are at increased risk of death and non-major bleeding. Patients with genetic variants have a slightly lower anticoagulation quality only. SUMMARY Background The long-term effect of polymorphisms of the vitamin K-epoxide reductase (VKORC1) and the cytochrome P450 enzyme gene (CYP2C9) on clinical outcomes remains unclear. Objectives We examined the association between CYP2C9/VKORC1 variants and long-term clinical outcomes in a prospective cohort study of elderly patients treated with vitamin K antagonists for venous thromboembolism (VTE). Methods We followed 774 consecutive patients aged ≥ 65 years with acute VTE from nine Swiss hospitals for a median duration of 30 months. The median duration of initial anticoagulant treatment was 9.4 months. The primary outcome was the time to any clinical event (i.e. the composite endpoint of overall mortality, major and non-major bleeding, and recurrent VTE. Results Overall, 604 (78%) patients had a CYP2C9 or VKORC1 variant. Three hundred and thirty-four patients (43.2%) had any clinical event, 119 (15.4%) died, 100 (12.9%) had major and 167 (21.6%) non-major bleeding, and 100 had (12.9%) recurrent VTE. After adjustment, CYP2C9 (but not VKORC1) variants were associated with any clinical event (hazard ratio [HR], 1.34; 95% confidence interval [CI], 1.08-1.66), death (HR, 1.74; 95% CI, 1.19-2.52) and clinically relevant non-major bleeding (sub-hazard ratio [SHR], 1.39; 95% CI, 1.02-1.89), but not with major bleeding (SHR, 1.03; 95% CI, 0.69-1.55) or recurrent VTE (SHR, 0.95; 95% CI, 0.62-1.44). Patients with genetic variants had a slightly lower anticoagulation quality. Conclusions CYP2C9 was associated with long-term overall mortality and non-major bleeding. Although genetic variants were associated with a slightly lower anticoagulation quality, there was no relationship between genetic variants and major bleeding or VTE recurrence.
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Affiliation(s)
- M Nagler
- Department of Haematology and Central Haematology Laboratory, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland
- Department of Clinical Research, University of Bern, Bern, Switzerland
| | - A Angelillo-Scherrer
- Department of Haematology and Central Haematology Laboratory, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland
- Department of Clinical Research, University of Bern, Bern, Switzerland
| | - M Méan
- Department of General Internal Medicine, Bern University Hospital, University of Bern, Bern, Switzerland
- Division of General Internal Medicine, Lausanne University Hospital, Lausanne, Switzerland
| | - A Limacher
- CTU Bern, and Institute of Social and Preventive Medicine (ISPM), University of Bern, Bern, Switzerland
| | - C Abbal
- Division of Hematology, Lausanne University Hospital, Lausanne, Switzerland
| | - M Righini
- Division of Angiology and Hemostasis, Geneva University Hospital, Geneva, Switzerland
| | - J H Beer
- Cantonal Hospital of Baden, Baden, Switzerland
| | - J Osterwalder
- Emergency Department, Cantonal Hospital of St Gallen, St Gallen, Switzerland
| | - B Frauchiger
- Department of Internal Medicine, Cantonal Hospital of Frauenfeld, Frauenfeld, Switzerland
| | - M Aschwanden
- Division of Angiology, Basel University Hospital, Basel, Switzerland
| | - C M Matter
- Center for Molecular Cardiology, University of Zurich and University Heart Center, University Hospital Zurich, Zurich, Switzerland
| | - N Kucher
- Division of Angiology, Bern University Hospital, University of Bern, Bern, Switzerland
| | - J Cornuz
- Department of Ambulatory Care and Community Medicine, University of Lausanne, Lausanne, Switzerland
| | - M Banyai
- Division of Angiology, Cantonal Hospital of Lucerne, Lucerne, Switzerland
| | - M Husmann
- Division of Angiology, Zurich University Hospital and University of Zurich, Zurich, Switzerland
| | - D Staub
- Division of Angiology, Basel University Hospital, Basel, Switzerland
| | - L Mazzolai
- Service of Angiology, Lausanne University Hospital, Lausanne, Switzerland
| | - O Hugli
- Emergency Department, Lausanne University Hospital, Lausanne, Switzerland
| | - N Rodondi
- Department of General Internal Medicine, Bern University Hospital, University of Bern, Bern, Switzerland
- Institute of Primary Health Care, University of Bern, Bern, Switzerland
| | - D Aujesky
- Division of General Internal Medicine, Lausanne University Hospital, Lausanne, Switzerland
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Gaikwad T, Ghosh K, Avery P, Kamali F, Shetty S. Warfarin Dose Model for the Prediction of Stable Maintenance Dose in Indian Patients. Clin Appl Thromb Hemost 2017; 24:353-359. [PMID: 28049362 DOI: 10.1177/1076029616683046] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022] Open
Abstract
The main aim of this study was to screen various genetic and nongenetic factors that are known to alter warfarin response and to generate a model to predict stable warfarin maintenance dose for Indian patients. The study comprised of 300 warfarin-treated patients. Followed by extensive literature review, 10 single-nucleotide polymorphisms, that is, VKORC1-1639 G>A (rs9923231), CYP2C9*2 (rs1799853), CYP2C9*3 (rs1057910), FVII R353Q (rs6046), GGCX 12970 C>G (rs11676382), CALU c.*4A>G (rs1043550), EPHX1 c.337T>C (rs1051740), GGCX: c.214+597G>A (rs12714145), GGCX: 8016G>A (rs699664), and CYP4F2 V433M (rs2108622), and 5 nongenetic factors, that is, age, gender, smoking, alcoholism, and diet, were selected to find their association with warfarin response. The univariate analysis was carried out for 15 variables (10 genetic and 5 nongenetic). Five variables, that is, VKORC1-1639 G>A, CYP2C9*2, CYP2C9*3, age, and diet, were found to be significantly associated with warfarin response in univariate analysis. These 5 variables were entered in stepwise and multiple regression analysis to generate a prediction model for stable warfarin maintenance dose. The generated model scored R2 of .67, which indicates that this model can explain 67% of warfarin dose variability. The generated model will help in prescribing more accurate warfarin maintenance dosing in Indian patients and will also help in minimizing warfarin-induced adverse drug reactions and a better quality of life in these patients.
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Affiliation(s)
- Tejasvita Gaikwad
- 1 National Institute of Immunohaematology (ICMR), Department of Thrombosis and Haemostasis, KEM Hospital, Parel, Mumbai, India
| | - Kanjaksha Ghosh
- 2 Surat Raktadan Kendra & Research Centre, Regional Blood Transfusion Centre, Surat, Gujarat, India
| | - Peter Avery
- 3 School of Mathematics and Statistics, Newcastle University, Newcastle Upon Tyne, United Kingdom
| | - Farhad Kamali
- 4 Institute of Cellular Medicine, Newcastle University, Newcastle Upon Tyne, United Kingdom
| | - Shrimati Shetty
- 1 National Institute of Immunohaematology (ICMR), Department of Thrombosis and Haemostasis, KEM Hospital, Parel, Mumbai, India
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Qayyum A, Najmi MH, Mansoor Q, Farooqi ZUR, Naveed AK, Hanif A, Kazmi SAR, Ismail M. Frequency of Common CYP2C9 Polymorphisms and Their Impact on Warfarin Dose Requirement in Pakistani Population. Clin Appl Thromb Hemost 2016; 23:800-806. [PMID: 27313202 DOI: 10.1177/1076029616654264] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022] Open
Abstract
Polymorphisms in cytochrome P450 (CYP) 2C9 (CYP2C9) gene result in interindividual variability in warfarin dose requirement. There is a need for characterization of genotype frequency distribution 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 CYP2C9 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 CYP2C9*2 and CYP2C9*3 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 the results. Data were analyzed using SPSS version 20. Genotype frequency distribution of CYP2C9*2 and CYP2C9*3 was found to be different from other populations. Of these 2 polymorphisms, CYP2C9*2 did not demonstrate significant effect on warfarin dose requirement, whereas CYP2C9*3 did show significant effect ( P value = .012). 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.
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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
| | - Zia-Ur-Rehman Farooqi
- 4 Department of Medical Technology, ShifaTameer-e-Millat University, Islamabad, 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
| | | | - Muhammad Ismail
- 3 Institute of Biomedical and Genetic Engineering, Islamabad, Pakistan
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Stack G, Maurice CB. Warfarin Pharmacogenetics Reevaluated: Subgroup Analysis Reveals a Likely Underestimation of the Maximum Pharmacogenetic Benefit by Clinical Trials. Am J Clin Pathol 2016; 145:671-86. [PMID: 27247371 DOI: 10.1093/ajcp/aqw049] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/12/2023] Open
Abstract
OBJECTIVES Various patient subgroups were examined to determine which ones obtain the largest pharmacogenetic improvements in warfarin dose accuracy. Subgrouping schemes of recent clinical trials were analyzed for comparison. METHODS The accuracy of a pharmacogenetic dose algorithm was determined retrospectively in comparison to that of a clinical algorithm in subgroups of the International Warfarin Pharmacogenetics Consortium (IWPC) patient database (n = 2,274) and of newly studied clinic patients (n = 146). RESULTS White patients with low-dose genotypes (*1*3/AA, *2*2/AA, *2*3/GA, *2*3/AA, *3*3/GG, *3*3/GA, and *3*3/AA) achieved the largest pharmacogenetic improvements in warfarin dose accuracy. Mean absolute dosing error (MAE) in this subgroup of IWPC and newly studied patients was reduced 75.7% and 89.7%, respectively. White IWPC patients with >2 variants or ≥2 mg/day absolute difference between pharmacogenetic and clinical dose predictions obtained MAE reductions of 71.1% and 65.3%, respectively. By comparison, unstratified populations and subgroups of a major clinical trial, when replicated in IWPC patients, obtained smaller MAE reductions of 31.8% to 48.2%. Blacks and Asians obtained substantially smaller dose accuracy improvements overall than whites. CONCLUSIONS Patient subgroups were identified that obtained the largest pharmacogenetic improvements in warfarin dose accuracy. These subgroups have not been analyzed in clinical trials to date, likely resulting in underestimation of the pharmacogenetic benefit.
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Affiliation(s)
- Gary Stack
- From the Pathology and Laboratory Medicine Service, VA Connecticut Healthcare System, West Haven; Department of Laboratory Medicine, Yale University School of Medicine, New Haven, CT.
| | - Carleta B Maurice
- From the Pathology and Laboratory Medicine Service, VA Connecticut Healthcare System, West Haven
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Pai SA, Kshirsagar N. A Critical Evaluation of Pharmacogenetic Information in Package Inserts for Selected Drugs Marketed in India and Its Comparison With US FDA-Approved Package Inserts. J Clin Pharmacol 2016; 56:1232-42. [PMID: 26873003 DOI: 10.1002/jcph.720] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/11/2015] [Accepted: 02/08/2016] [Indexed: 02/06/2023]
Abstract
Our objective was to compare the pharmacogenetic information provided in the package inserts (PIs) of 7 drugs marketed in the United States and India, namely, abacavir, capecitabine, carbamazepine, clopidogrel, irinotecan, valproic acid, and warfarin. We evaluated the pharmacogenetic information provided in Indian PIs for the highest level where it was included, robustness and completeness, clinical validity, and clinical utility and compared it with corresponding data of US PIs. Pharmacogenetic studies carried out in India were identified using PubMed. Pharmacogenetic information was provided in Indian PIs of all the drugs except irinotecan. It appeared in the same section as in US PIs for abacavir, capecitabine, carbamazepine (HLA-*3101), valproic acid (urea cycle disorders), and warfarin (protein C and protein S), whereas it appeared at lower levels for other drug-gene combinations. The robustness of pharmacogenetic testing was graded convincing for abacavir, adequate for carbamazepine and clopidogrel, and incomplete for the remaining drugs, and only abacavir and clopidogrel PIs provided full details of supporting studies. These details, when provided in the Indian PIs were identical to those in the US PIs. The Indian PIs did not provide data on Indian patients, although published studies are available. Both US and Indian PIs lacked critical information on the clinical validity and utility of pharmacogenetic testing. The pharmacogenetic information should provide country/ethnicity-specific data so that they are useful to clinicians. Where data are not available, the prevalence of genetic variation in the population of a country needs to be determined and should then be translated to the PIs.
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Affiliation(s)
- Sarayu Arvind Pai
- Institute of Chemical Technology, Formerly, Indian Council of Medical Research, Mumbai, India
| | - Nilima Kshirsagar
- National Chair in Clinical Pharmacology, South Asian Chapter of American College of Clinical Pharmacology (SAC-ACCP), Mumbai, India.
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The influence of VKORC1 gene polymorphism on warfarin maintenance dosage in pediatric patients: A systematic review and meta-analysis. Thromb Res 2015; 136:955-61. [DOI: 10.1016/j.thromres.2015.09.018] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/21/2015] [Revised: 08/12/2015] [Accepted: 09/22/2015] [Indexed: 11/18/2022]
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Baranova EV, Verhoef TI, Asselbergs FW, de Boer A, Maitland-van der Zee AH. Genotype-guided coumarin dosing: where are we now and where do we need to go next? Expert Opin Drug Metab Toxicol 2015; 11:509-22. [DOI: 10.1517/17425255.2015.1004053] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/29/2022]
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VKORC1 and CYP2C9 genotype distribution in Asian countries. Thromb Res 2014; 134:537-44. [DOI: 10.1016/j.thromres.2014.05.028] [Citation(s) in RCA: 33] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2014] [Revised: 04/04/2014] [Accepted: 05/16/2014] [Indexed: 01/21/2023]
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20
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Gaikwad T, Shetty S, Ghosh K. Warfarin pharmacogenetics: How close are we to clinical practice? INDIAN JOURNAL OF HUMAN GENETICS 2013; 19:277-8. [PMID: 24339537 PMCID: PMC3841549 DOI: 10.4103/0971-6866.120806] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
- Tejasvita Gaikwad
- Department of Thrombosis and Haemostasis, National Institute of Immunohaematology (ICMR), KEM Hospital, Parel, Mumbai, Maharashtra, India
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Polymorphisms of warfarin metabolizing enzymes in an Indian population. Blood Cells Mol Dis 2013; 51:203. [PMID: 23739742 DOI: 10.1016/j.bcmd.2013.05.004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2012] [Accepted: 05/08/2013] [Indexed: 11/20/2022]
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