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Oscanoa TJ, Guevara-Fujita ML, Fujita RM, Muñoz-Paredes MY, Acosta O, Romero-Ortuño R. Association between polymorphisms of the VKORC1 and CYP2C9 genes and warfarin maintenance dose in Peruvian patients. Br J Clin Pharmacol 2024; 90:769-775. [PMID: 37940132 DOI: 10.1111/bcp.15958] [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] [Academic Contribution Register] [Received: 06/20/2023] [Revised: 10/20/2023] [Accepted: 11/01/2023] [Indexed: 11/10/2023] Open
Abstract
AIMS The aim of this study was to investigate the association between VKORC1 and CYP2C9 genes polymorphisms and the maintenance dose of warfarin in Peruvian patients. METHODS An observational study was conducted on outpatients from the Hospital Grau ESSALUD in Lima, Peru. The participants were selected using nonprobabilistic convenience sampling. Inclusion criteria required patients to have been on anticoagulation therapy for >3 months, maintain stable doses of warfarin (consistent dose for at least 3 outpatient visits), and maintain an international normalized ratio within the therapeutic range of 2.5-3.5. DNA samples were obtained from peripheral blood for gene analysis. RESULTS Seventy patients (mean age of 69.6 ± 13.4 years, 45.7% female) were included in the study. The average weekly warfarin dose was 31.6 ± 15.2 mg. The genotypic frequencies of VKORC1 were as follows: 7.1% (95% confidence interval, 2.4-15.9) for AA; 44.3% (32.4-56.7) for GA; and 48.6% (36.4-60.8) for GG. No deviation from the Hardy-Weinberg equilibrium was observed in the variants studied (P = .56). The mean weekly warfarin doses for AA, GA and GG genotypes were 16.5 ± 2.9, 26.5 ± 9.5 and 37.9 ± 17.1 mg, respectively (P < .001). The genotypic frequencies of CYP2C9 were as follows: 82.8% (72.0-90.8) for CC (*1/*1); 4.3% (1.0-12.0) for CT (*1/*2); and 12.9% (6.1-23.0) for TT (*2/*2). We did not find a significant association between the CYP2C9 gene polymorphism and the dose of warfarin. CONCLUSIONS The AA genotype of the VKORC1 gene was associated with a lower maintenance dose of warfarin in Peruvian patients.
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Affiliation(s)
- Teodoro J Oscanoa
- Geriatric Department, Hospital Nacional Guillermo Almenara Irigoyen, ESSALUD, Lima, Peru
- Facultad de Medicina Humana, Universidad de San Martín de Porres, Lima, Peru
- Facultad de Medicina, Universidad Nacional Mayor de San Marcos, Lima, Peru
| | - María L Guevara-Fujita
- Centro de Investigación de Genética y Biología Molecular, Universidad de San Martín de Porres, Facultad de Medicina Humana, Lima, Peru
| | - Ricardo M Fujita
- Centro de Investigación de Genética y Biología Molecular, Universidad de San Martín de Porres, Facultad de Medicina Humana, Lima, Peru
| | | | - Oscar Acosta
- Centro de Investigación de Genética y Biología Molecular, Universidad de San Martín de Porres, Facultad de Medicina Humana, Lima, Peru
| | - Román Romero-Ortuño
- Discipline of Medical Gerontology, School of Medicine, Mercer's Institute for Successful Ageing, St James's Hospital, Dublin, Ireland
- Global Brain Health Institute, Trinity College Dublin, Dublin, Ireland
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Sato Y, Hishinuma E, Yamazaki S, Ueda A, Kumondai M, Saito S, Tadaka S, Kinoshita K, Nakayoshi T, Oda A, Maekawa M, Mano N, Hirasawa N, Hiratsuka M. Functional Characterization of 29 Cytochrome P450 4F2 Variants Identified in a Population of 8380 Japanese Subjects and Assessment of Arachidonic Acid ω-Hydroxylation. Drug Metab Dispos 2023; 51:1561-1568. [PMID: 37775333 DOI: 10.1124/dmd.123.001389] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Academic Contribution Register] [Received: 05/08/2023] [Revised: 09/04/2023] [Accepted: 09/25/2023] [Indexed: 10/01/2023] Open
Abstract
Cytochrome P450 4F2 (CYP4F2) is an enzyme that is involved in the metabolism of arachidonic acid (AA), vitamin E and K, and xenobiotics including drugs. CYP4F2*3 polymorphism (rs2108622; c.1297G>A; p.Val433Met) has been associated with hypertension, ischemic stroke, and variation in the effectiveness of the anticoagulant drug warfarin. In this study, we characterized wild-type CYP4F2 and 28 CYP4F2 variants, including a Val433Met substitution, detected in 8380 Japanese subjects. The CYP4F2 variants were heterologously expressed in 293FT cells to measure the concentrations of CYP4F2 variant holoenzymes using carbon monoxide-reduced difference spectroscopy, where the wild type and 18 holoenzyme variants showed a peak at 450 nm. Kinetic parameters [Vmax , substrate concentration producing half of Vmax (S50 ), and intrinsic clearance (CL int ) as Vmax /S50 ] of AA ω-hydroxylation were determined for the wild type and 21 variants with enzyme activity. Compared with the wild type, two variants showed significantly decreased CL int values for AA ω-hydroxylation. The values for seven variants could not be determined because no enzymatic activity was detected at the highest substrate concentration used. Three-dimensional structural modeling was performed to determine the reason for reduced enzymatic activity of the CYP4F2 variants. Our findings contribute to a better understanding of CYP4F2 variant-associated diseases and possible future therapeutic strategies. SIGNIFICANCE STATEMENT: CYP4F2 is involved in the metabolism of arachidonic acid and vitamin K, and CYP4F2*3 polymorphisms have been associated with hypertension and variation in the effectiveness of the anticoagulant drug warfarin. This study presents a functional analysis of 28 CYP4F2 variants identified in Japanese subjects, demonstrating that seven gene polymorphisms cause loss of CYP4F2 function, and proposes structural changes that lead to altered function.
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Affiliation(s)
- Yu Sato
- Department of Pharmaceutical Sciences, Tohoku University Hospital, Sendai, Japan (Y.S., M.K., M.M., N.M., N.H., M.H.); Advanced Research Center for Innovations in Next-Generation Medicine (E.H., A.U., S.S., K.K., M.M., N.H., M.H.), Tohoku Medical Megabank Organization (E.H., S.S., S.T., K.K., M.H.), and Laboratory of Pharmacotherapy of Life-Style Related Diseases, Graduate School of Pharmaceutical Sciences (S.Y., M.K., N.H., M.H.), Tohoku University, Sendai, Japan; Graduate School of Information Sciences, Hiroshima City University, Hiroshima, Japan (T.N.); and Department of Biophysical Chemistry, Faculty of Pharmacy, Meijo University, Nagoya, Japan (A.O.)
| | - Eiji Hishinuma
- Department of Pharmaceutical Sciences, Tohoku University Hospital, Sendai, Japan (Y.S., M.K., M.M., N.M., N.H., M.H.); Advanced Research Center for Innovations in Next-Generation Medicine (E.H., A.U., S.S., K.K., M.M., N.H., M.H.), Tohoku Medical Megabank Organization (E.H., S.S., S.T., K.K., M.H.), and Laboratory of Pharmacotherapy of Life-Style Related Diseases, Graduate School of Pharmaceutical Sciences (S.Y., M.K., N.H., M.H.), Tohoku University, Sendai, Japan; Graduate School of Information Sciences, Hiroshima City University, Hiroshima, Japan (T.N.); and Department of Biophysical Chemistry, Faculty of Pharmacy, Meijo University, Nagoya, Japan (A.O.)
| | - Shuki Yamazaki
- Department of Pharmaceutical Sciences, Tohoku University Hospital, Sendai, Japan (Y.S., M.K., M.M., N.M., N.H., M.H.); Advanced Research Center for Innovations in Next-Generation Medicine (E.H., A.U., S.S., K.K., M.M., N.H., M.H.), Tohoku Medical Megabank Organization (E.H., S.S., S.T., K.K., M.H.), and Laboratory of Pharmacotherapy of Life-Style Related Diseases, Graduate School of Pharmaceutical Sciences (S.Y., M.K., N.H., M.H.), Tohoku University, Sendai, Japan; Graduate School of Information Sciences, Hiroshima City University, Hiroshima, Japan (T.N.); and Department of Biophysical Chemistry, Faculty of Pharmacy, Meijo University, Nagoya, Japan (A.O.)
| | - Akiko Ueda
- Department of Pharmaceutical Sciences, Tohoku University Hospital, Sendai, Japan (Y.S., M.K., M.M., N.M., N.H., M.H.); Advanced Research Center for Innovations in Next-Generation Medicine (E.H., A.U., S.S., K.K., M.M., N.H., M.H.), Tohoku Medical Megabank Organization (E.H., S.S., S.T., K.K., M.H.), and Laboratory of Pharmacotherapy of Life-Style Related Diseases, Graduate School of Pharmaceutical Sciences (S.Y., M.K., N.H., M.H.), Tohoku University, Sendai, Japan; Graduate School of Information Sciences, Hiroshima City University, Hiroshima, Japan (T.N.); and Department of Biophysical Chemistry, Faculty of Pharmacy, Meijo University, Nagoya, Japan (A.O.)
| | - Masaki Kumondai
- Department of Pharmaceutical Sciences, Tohoku University Hospital, Sendai, Japan (Y.S., M.K., M.M., N.M., N.H., M.H.); Advanced Research Center for Innovations in Next-Generation Medicine (E.H., A.U., S.S., K.K., M.M., N.H., M.H.), Tohoku Medical Megabank Organization (E.H., S.S., S.T., K.K., M.H.), and Laboratory of Pharmacotherapy of Life-Style Related Diseases, Graduate School of Pharmaceutical Sciences (S.Y., M.K., N.H., M.H.), Tohoku University, Sendai, Japan; Graduate School of Information Sciences, Hiroshima City University, Hiroshima, Japan (T.N.); and Department of Biophysical Chemistry, Faculty of Pharmacy, Meijo University, Nagoya, Japan (A.O.)
| | - Sakae Saito
- Department of Pharmaceutical Sciences, Tohoku University Hospital, Sendai, Japan (Y.S., M.K., M.M., N.M., N.H., M.H.); Advanced Research Center for Innovations in Next-Generation Medicine (E.H., A.U., S.S., K.K., M.M., N.H., M.H.), Tohoku Medical Megabank Organization (E.H., S.S., S.T., K.K., M.H.), and Laboratory of Pharmacotherapy of Life-Style Related Diseases, Graduate School of Pharmaceutical Sciences (S.Y., M.K., N.H., M.H.), Tohoku University, Sendai, Japan; Graduate School of Information Sciences, Hiroshima City University, Hiroshima, Japan (T.N.); and Department of Biophysical Chemistry, Faculty of Pharmacy, Meijo University, Nagoya, Japan (A.O.)
| | - Shu Tadaka
- Department of Pharmaceutical Sciences, Tohoku University Hospital, Sendai, Japan (Y.S., M.K., M.M., N.M., N.H., M.H.); Advanced Research Center for Innovations in Next-Generation Medicine (E.H., A.U., S.S., K.K., M.M., N.H., M.H.), Tohoku Medical Megabank Organization (E.H., S.S., S.T., K.K., M.H.), and Laboratory of Pharmacotherapy of Life-Style Related Diseases, Graduate School of Pharmaceutical Sciences (S.Y., M.K., N.H., M.H.), Tohoku University, Sendai, Japan; Graduate School of Information Sciences, Hiroshima City University, Hiroshima, Japan (T.N.); and Department of Biophysical Chemistry, Faculty of Pharmacy, Meijo University, Nagoya, Japan (A.O.)
| | - Kengo Kinoshita
- Department of Pharmaceutical Sciences, Tohoku University Hospital, Sendai, Japan (Y.S., M.K., M.M., N.M., N.H., M.H.); Advanced Research Center for Innovations in Next-Generation Medicine (E.H., A.U., S.S., K.K., M.M., N.H., M.H.), Tohoku Medical Megabank Organization (E.H., S.S., S.T., K.K., M.H.), and Laboratory of Pharmacotherapy of Life-Style Related Diseases, Graduate School of Pharmaceutical Sciences (S.Y., M.K., N.H., M.H.), Tohoku University, Sendai, Japan; Graduate School of Information Sciences, Hiroshima City University, Hiroshima, Japan (T.N.); and Department of Biophysical Chemistry, Faculty of Pharmacy, Meijo University, Nagoya, Japan (A.O.)
| | - Tomoki Nakayoshi
- Department of Pharmaceutical Sciences, Tohoku University Hospital, Sendai, Japan (Y.S., M.K., M.M., N.M., N.H., M.H.); Advanced Research Center for Innovations in Next-Generation Medicine (E.H., A.U., S.S., K.K., M.M., N.H., M.H.), Tohoku Medical Megabank Organization (E.H., S.S., S.T., K.K., M.H.), and Laboratory of Pharmacotherapy of Life-Style Related Diseases, Graduate School of Pharmaceutical Sciences (S.Y., M.K., N.H., M.H.), Tohoku University, Sendai, Japan; Graduate School of Information Sciences, Hiroshima City University, Hiroshima, Japan (T.N.); and Department of Biophysical Chemistry, Faculty of Pharmacy, Meijo University, Nagoya, Japan (A.O.)
| | - Akifumi Oda
- Department of Pharmaceutical Sciences, Tohoku University Hospital, Sendai, Japan (Y.S., M.K., M.M., N.M., N.H., M.H.); Advanced Research Center for Innovations in Next-Generation Medicine (E.H., A.U., S.S., K.K., M.M., N.H., M.H.), Tohoku Medical Megabank Organization (E.H., S.S., S.T., K.K., M.H.), and Laboratory of Pharmacotherapy of Life-Style Related Diseases, Graduate School of Pharmaceutical Sciences (S.Y., M.K., N.H., M.H.), Tohoku University, Sendai, Japan; Graduate School of Information Sciences, Hiroshima City University, Hiroshima, Japan (T.N.); and Department of Biophysical Chemistry, Faculty of Pharmacy, Meijo University, Nagoya, Japan (A.O.)
| | - Masamitsu Maekawa
- Department of Pharmaceutical Sciences, Tohoku University Hospital, Sendai, Japan (Y.S., M.K., M.M., N.M., N.H., M.H.); Advanced Research Center for Innovations in Next-Generation Medicine (E.H., A.U., S.S., K.K., M.M., N.H., M.H.), Tohoku Medical Megabank Organization (E.H., S.S., S.T., K.K., M.H.), and Laboratory of Pharmacotherapy of Life-Style Related Diseases, Graduate School of Pharmaceutical Sciences (S.Y., M.K., N.H., M.H.), Tohoku University, Sendai, Japan; Graduate School of Information Sciences, Hiroshima City University, Hiroshima, Japan (T.N.); and Department of Biophysical Chemistry, Faculty of Pharmacy, Meijo University, Nagoya, Japan (A.O.)
| | - Nariyasu Mano
- Department of Pharmaceutical Sciences, Tohoku University Hospital, Sendai, Japan (Y.S., M.K., M.M., N.M., N.H., M.H.); Advanced Research Center for Innovations in Next-Generation Medicine (E.H., A.U., S.S., K.K., M.M., N.H., M.H.), Tohoku Medical Megabank Organization (E.H., S.S., S.T., K.K., M.H.), and Laboratory of Pharmacotherapy of Life-Style Related Diseases, Graduate School of Pharmaceutical Sciences (S.Y., M.K., N.H., M.H.), Tohoku University, Sendai, Japan; Graduate School of Information Sciences, Hiroshima City University, Hiroshima, Japan (T.N.); and Department of Biophysical Chemistry, Faculty of Pharmacy, Meijo University, Nagoya, Japan (A.O.)
| | - Noriyasu Hirasawa
- Department of Pharmaceutical Sciences, Tohoku University Hospital, Sendai, Japan (Y.S., M.K., M.M., N.M., N.H., M.H.); Advanced Research Center for Innovations in Next-Generation Medicine (E.H., A.U., S.S., K.K., M.M., N.H., M.H.), Tohoku Medical Megabank Organization (E.H., S.S., S.T., K.K., M.H.), and Laboratory of Pharmacotherapy of Life-Style Related Diseases, Graduate School of Pharmaceutical Sciences (S.Y., M.K., N.H., M.H.), Tohoku University, Sendai, Japan; Graduate School of Information Sciences, Hiroshima City University, Hiroshima, Japan (T.N.); and Department of Biophysical Chemistry, Faculty of Pharmacy, Meijo University, Nagoya, Japan (A.O.)
| | - Masahiro Hiratsuka
- Department of Pharmaceutical Sciences, Tohoku University Hospital, Sendai, Japan (Y.S., M.K., M.M., N.M., N.H., M.H.); Advanced Research Center for Innovations in Next-Generation Medicine (E.H., A.U., S.S., K.K., M.M., N.H., M.H.), Tohoku Medical Megabank Organization (E.H., S.S., S.T., K.K., M.H.), and Laboratory of Pharmacotherapy of Life-Style Related Diseases, Graduate School of Pharmaceutical Sciences (S.Y., M.K., N.H., M.H.), Tohoku University, Sendai, Japan; Graduate School of Information Sciences, Hiroshima City University, Hiroshima, Japan (T.N.); and Department of Biophysical Chemistry, Faculty of Pharmacy, Meijo University, Nagoya, Japan (A.O.)
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Zhao Z, Zhao F, Wang X, Liu D, Liu J, Zhang Y, Hu X, Zhao M, Tian C, Dong S, Jin P. Genetic Factors Influencing Warfarin Dose in Han Chinese Population: A Systematic Review and Meta-Analysis of Cohort Studies. Clin Pharmacokinet 2023; 62:819-833. [PMID: 37273173 DOI: 10.1007/s40262-023-01258-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Academic Contribution Register] [Accepted: 04/30/2023] [Indexed: 06/06/2023]
Abstract
OBJECTIVE To investigate the association of single nucleotide polymorphisms (SNPs) of various genes known to influence mean daily warfarin dose (MDWD) in the Han Chinese population. METHODS The study is a systematic review and meta-analysis. Selected studies retrieved by searching Pubmed, Embase (Ovid), Medline, CNKI, Wanfang data, and SinoMed (from their inception to 31 August 2022) for the cohort studies assessing genetic variations that may possibly influence MDWD in Chinese patients were included. RESULT A total of 46 studies including a total of 10,102 Han Chinese adult patients were finally included in the meta-analysis. The impact of 20 single nucleotide polymorphisms (SNPs) in 8 genes on MDWD was analyzed. The significant impact of some of these SNPs on MDWD requirements was demonstrated. Patients with CYP4F2 rs2108622 TT, EPHX1 rs2260863 GC, or NQO1 rs1800566 TT genotype required more than 10% higher MDWD. Furthermore, patients with ABCB1 rs2032582 GT or GG, or CALU rs2290228 TT genotype required more than 10% lower MDWD. Subgroup analysis showed that patients with EPHX1 rs2260863 GC genotype required 7% lower MDWD after heart valve replacement (HVR). CONCLUSION This is the first systematic review and meta-analysis assessing the association between single nucleotide polymorphisms (SNPs) of various genes known to influence MDWD besides CYP2C9 and VKORC1 in the Han Chinese population. CYP4F2 (rs2108622), GGCX (rs12714145), EPHX1 (rs2292566 and rs2260863), ABCB1 (rs2032582), NQO1 (rs1800566), and CALU (rs2290228) SNPs might be moderate factors affecting MDWD requirements. REGISTERED INFORMATION PROSPERO International Prospective Register of Systematic Reviews (CRD42022355130).
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Affiliation(s)
- Zinan Zhao
- Department of Pharmacy, Beijing Hospital; National Center of Gerontology; Institute of Geriatric Medicine, Chinese Academy of Medical Sciences; Beijing Key Laboratory of Assessment of Clinical Drugs Risk and Individual Application (Beijing Hospital), No. 1 Dahua Road, Dongdan, Dongcheng District, Beijing, 100730, China
| | - Fei Zhao
- Department of Pharmacy, Beijing Hospital; National Center of Gerontology; Institute of Geriatric Medicine, Chinese Academy of Medical Sciences; Beijing Key Laboratory of Assessment of Clinical Drugs Risk and Individual Application (Beijing Hospital), No. 1 Dahua Road, Dongdan, Dongcheng District, Beijing, 100730, China
| | - Xiang Wang
- Department of Cardiology, Beijing Hospital, National Center of Gerontology; Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, Beijing, 100730, China
| | - Deping Liu
- Department of Cardiology, Beijing Hospital, National Center of Gerontology; Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, Beijing, 100730, China
| | - Junpeng Liu
- Department of Cardiology, Beijing Hospital, National Center of Gerontology; Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, Beijing, 100730, China
| | - Yatong Zhang
- Department of Pharmacy, Beijing Hospital; National Center of Gerontology; Institute of Geriatric Medicine, Chinese Academy of Medical Sciences; Beijing Key Laboratory of Assessment of Clinical Drugs Risk and Individual Application (Beijing Hospital), No. 1 Dahua Road, Dongdan, Dongcheng District, Beijing, 100730, China
| | - Xin Hu
- Department of Pharmacy, Beijing Hospital; National Center of Gerontology; Institute of Geriatric Medicine, Chinese Academy of Medical Sciences; Beijing Key Laboratory of Assessment of Clinical Drugs Risk and Individual Application (Beijing Hospital), No. 1 Dahua Road, Dongdan, Dongcheng District, Beijing, 100730, China
| | - Ming Zhao
- Department of Pharmacy, Beijing Hospital; National Center of Gerontology; Institute of Geriatric Medicine, Chinese Academy of Medical Sciences; Beijing Key Laboratory of Assessment of Clinical Drugs Risk and Individual Application (Beijing Hospital), No. 1 Dahua Road, Dongdan, Dongcheng District, Beijing, 100730, China
| | - Chao Tian
- Department of Pharmacy, Beijing Children's Hospital, Capital Medicine University, National Center for Children's Health, Beijing, 100045, China
| | - Shujie Dong
- Department of Pharmacy, Peking University Third Hospital, Beijing, 100191, China
| | - Pengfei Jin
- Department of Pharmacy, Beijing Hospital; National Center of Gerontology; Institute of Geriatric Medicine, Chinese Academy of Medical Sciences; Beijing Key Laboratory of Assessment of Clinical Drugs Risk and Individual Application (Beijing Hospital), No. 1 Dahua Road, Dongdan, Dongcheng District, Beijing, 100730, China.
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Sridharan K, Ramanathan M, Al Banna R. Evaluation of supervised machine learning algorithms in predicting the poor anticoagulation control and stable weekly doses of warfarin. Int J Clin Pharm 2023; 45:79-87. [PMID: 36306062 DOI: 10.1007/s11096-022-01471-y] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Academic Contribution Register] [Received: 04/20/2022] [Accepted: 08/10/2022] [Indexed: 12/01/2022]
Abstract
BACKGROUND Machine learning algorithms (MLAs) carry a huge potential in identifying predicting factors and are being explored for their utility in the field of personalized medicine. AIM We aimed to investigate MLAs for identifying predictors (clinical and genetic) of poor anticoagulation status (ACS) and stable weekly warfarin dose (SWWD). METHOD Clinical factors, in addition to the CYP2C9, VKORC1, and CYP4F2 genotypes, were obtained for patients receiving warfarin for at least the previous six months. The C5.0 decision tree classification algorithm was used to predict poor ACS while classification and regression tree analysis (CART), in addition to the Chi-square automatic interaction detector (CHAID), was used to predict SWWD. The percentage of patients within 20% of the actual dose, root mean squared error (RMSE), and area under the receiver-operating characteristics curve (AUROC) were identified as performance indicators of the models. RESULTS In the C5.0 classification decision tree, the CYP4F2 genotype was the strongest predictor of ACS (AUROC = 0.53). In the CART analysis of SWWD, VKORC1 polymorphisms were the most significant predictor, followed by the CYP2C9 genotype (percentage of patients within 20% of the actual dose = 38.2%, RMSE = 13.6). For the CHAID algorithm, the percentage of patients within 20% of the actual dose was 49%, while the RMSE was found to be 13.4. CONCLUSION Genetic and non-genetic predictive factors were identified by the MLAs for ACS and SWWD. Further, the need to externally validate the MLAs in a prospective study was highlighted.
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Affiliation(s)
- Kannan Sridharan
- Department of Pharmacology and Therapeutics, College of Medicine and Medical Sciences, Arabian Gulf University, Manama, Kingdom of Bahrain.
| | - Murali Ramanathan
- Department of Pharmaceutical Sciences, School of Pharmacy and Pharmaceutical Sciences, University at Buffalo, The State University of New York, Buffalo, NY, USA
| | - Rashed Al Banna
- Department of Cardiology, Salmaniya Medical Complex, Manama, Kingdom of Bahrain
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Oral anticoagulants: a systematic overview of reviews on efficacy and safety, genotyping, self-monitoring, and stakeholder experiences. Syst Rev 2022; 11:232. [PMID: 36303235 PMCID: PMC9615370 DOI: 10.1186/s13643-022-02098-w] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Academic Contribution Register] [Received: 06/17/2022] [Accepted: 10/08/2022] [Indexed: 01/19/2023] Open
Abstract
BACKGROUND This systematic overview was commissioned by England's Department of Health and Social Care (DHSC) to assess the evidence on direct (previously 'novel') oral anticoagulants (OACs), compared with usual care, in adults, to prevent stroke related to atrial fibrillation (AF), and to prevent and treat venous thromboembolism (VTE). Specifically, to assess efficacy and safety, genotyping, self-monitoring, and patient and clinician experiences of OACs. METHODS We searched MEDLINE, Embase, ASSIA, and CINAHL, in October, 2017, updated in November 2021. We included systematic reviews, published from 2014, in English, assessing OACs, in adults. We rated review quality using AMSTAR2 or the JBI checklist. Two reviewers extracted and synthesised the main findings from the included reviews. RESULTS We included 49 systematic reviews; one evaluated efficacy, safety, and cost-effectiveness, 17 assessed genotyping, 23 self-monitoring or adherence, and 15 experiences (seven assessed two topics). Generally, the direct OACs, particularly apixaban (5 mg twice daily), were more effective and safer than warfarin in preventing AF-related stroke. For VTE, there was little evidence of differences in efficacy between direct OACs and low-molecular-weight heparin (prevention), warfarin (treatment), and warfarin or aspirin (secondary prevention). The evidence suggested that some direct OACs may reduce the risk of bleeding, compared with warfarin. One review of genotype-guided warfarin dosing assessed AF patients; no significant differences in stroke prevention were reported. Education about OACs, in patients with AF, could improve adherence. Pharmacist management of coagulation may be better than primary care management. Patients were more adherent to direct OACs than warfarin. Drug efficacy was highly valued by patients and most clinicians, followed by safety. No other factors consistently affected patients' choice of anticoagulant and adherence to treatment. Patients were more satisfied with direct OACs than warfarin. CONCLUSIONS For stroke prevention in AF, direct OACs seem to be more effective and safer than usual care, and apixaban (5 mg twice daily) had the best profile. For VTE, there was no strong evidence that direct OACs were better than usual care. Education and pharmacist management could improve coagulation control. Both clinicians and patients rated efficacy and safety as the most important factors in managing AF and VTE. SYSTEMATIC REVIEW REGISTRATION PROSPERO CRD42017084263-one deviation; efficacy and safety were from one review.
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Wang D, Yong L, Zhang Q, Chen H. Impact of CYP2C19 gene polymorphisms on warfarin dose requirement: a systematic review and meta-analysis. Pharmacogenomics 2022; 23:903-911. [PMID: 36222113 DOI: 10.2217/pgs-2022-0106] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Academic Contribution Register] [Indexed: 11/21/2022] Open
Abstract
Background: Various genetic factors influence warfarin maintenance dose. Methods: A literature search was performed on PubMed, Embase and the Cochrane Library, and a meta-analysis to analyze the impact of CYP2C19 polymorphisms on warfarin maintenance dose was conducted. Results: From nine studies encompassing 1393 patients, three CYP2C19 SNPs were identified: rs4244285, rs4986893 and rs3814637. Warfarin maintenance dose was significantly reduced by 10% in individuals with the rs4986893 A allele compared with the GG carriers and was 34%, 16% and 18% lower in patients with rs3814637 TT and CT genotypes and T allele, respectively, than that in CC carriers. No significant dose difference was observed among the rs4244285 genotypes. Conclusion: CYP2C19 rs4986893 and rs3814637 are associated with significantly reduced warfarin dose requirements.
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Affiliation(s)
- Dongxu Wang
- Arrhythmia Center, National Center for Cardiovascular Diseases & Fuwai Hospital, CAMS & PUMC, Beijing, 100037, China
| | - Ling Yong
- Department of Pharmacy Administration & Clinical Pharmacy, School of Pharmaceutical Sciences, Peking University, Beijing, 100191, China
| | - Qing Zhang
- Department of Cardiovascular, Beijing Hospital, National Centre of Gerontology, Beijing, 100730, China
| | - Hao Chen
- Department of Cardiovascular, Beijing Hospital, National Centre of Gerontology, Beijing, 100730, China
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Babayeva M, Azzi B, Loewy ZG. Pharmacogenomics Informs Cardiovascular Pharmacotherapy. Methods Mol Biol 2022; 2547:201-240. [PMID: 36068466 DOI: 10.1007/978-1-0716-2573-6_9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Academic Contribution Register] [Indexed: 06/15/2023]
Abstract
Precision medicine exemplifies the emergence of personalized treatment options which may benefit specific patient populations based upon their genetic makeup. Application of pharmacogenomics requires an understanding of how genetic variations impact pharmacokinetic and pharmacodynamic properties. This particular approach in pharmacotherapy is helpful because it can assist in and improve clinical decisions. Application of pharmacogenomics to cardiovascular pharmacotherapy provides for the ability of the medical provider to gain critical knowledge on a patient's response to various treatment options and risk of side effects.
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Affiliation(s)
| | | | - Zvi G Loewy
- Touro College of Pharmacy, New York, NY, USA.
- School of Medicine, New York Medical College, Valhalla, NY, USA.
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Michaud V, Dow P, Turgeon J. Illustrative and historic cases of phenoconversion. Am J Transl Res 2021; 13:13328-13335. [PMID: 35035679 PMCID: PMC8748136] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Academic Contribution Register] [Received: 06/24/2021] [Accepted: 10/11/2021] [Indexed: 06/14/2023]
Abstract
Intersubject variability in drug response, whether related to efficacy or toxicity, is well recognized clinically. Over the years, drug selection from our pharmacologic armamentarium has moved from providers' preferred choices to more personalized treatments as clinicians' decisions are guided by data from clinical trials. Since the advent of more accessible and affordable pharmacogenomic (PGx) testing, the promise of precise pharmacotherapy has been made. Results have accumulated in the literature with numerous examples demonstrating the value of PGx to improve drug response or prevent drug toxicity. Unfortunately, limited availability of reimbursement policies has dampened the enthusiasm of providers and organizations. The clinical application of PGx knowledge remains difficult for most clinicians under real-world conditions in patients with numerous chronic conditions and polypharmacy. This may be due to phenoconversion, a condition where there is a discrepancy between the genotype-predicted phenotype and the observed phenotype. This condition complicates the interpretation of PGx results and may lead to inappropriate recommendations and clinical decision making. For this reason, regulatory agencies have limited the transfer of information from PGx laboratories directly to consumers, especially recommendations about the use of certain drugs. This mini-review presents cases (mexiletine, propafenone, clopidogrel, warfarin, codeine, procainamide) from historical observations where drug response was modified by phenoconversion. The cases illustrate, from decades ago, that we are still in great need of advanced clinical decision systems that cope with conditions associated with phenoconversion, especially in patients with polypharmacy.
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Affiliation(s)
- Veronique Michaud
- TRHC Precision Pharmacotherapy Research and Development Institute13485 Veterans Way, Suite 410, Orlando, FL 32827, USA
- Université de Montréal, Faculty of PharmacyMontreal, Quebec, H3T 1J4, Canada
| | - Pamela Dow
- TRHC Precision Pharmacotherapy Research and Development Institute13485 Veterans Way, Suite 410, Orlando, FL 32827, USA
| | - Jacques Turgeon
- TRHC Precision Pharmacotherapy Research and Development Institute13485 Veterans Way, Suite 410, Orlando, FL 32827, USA
- Université de Montréal, Faculty of PharmacyMontreal, Quebec, H3T 1J4, Canada
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Sridharan K, Al Banna R, Malalla Z, Husain A, Sater M, Jassim G, Otoom S. Influence of CYP2C9, VKORC1, and CYP4F2 polymorphisms on the pharmacodynamic parameters of warfarin: a cross-sectional study. Pharmacol Rep 2021; 73:1405-1417. [PMID: 33811620 DOI: 10.1007/s43440-021-00256-w] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Academic Contribution Register] [Received: 01/05/2021] [Revised: 03/20/2021] [Accepted: 03/23/2021] [Indexed: 11/26/2022]
Abstract
BACKGROUND Warfarin is the most commonly evaluated drug in pharmacogenetic-guided dosing studies. However, gaps remain regarding the influence of the genetic polymorphisms of CYP2C9, VKORC1, and CYP4F2 on specific pharmacodynamic parameters like the warfarin sensitivity index (WSI), prothrombin time international normalized ratio (PT-INR), and log-INR variability. METHODS A cross-sectional study was conducted in non-smoking adults receiving warfarin for at least 6 months. Their demographics, diagnoses, warfarin dosing regimen, concomitant drugs, PT-INR, and bleeding episodes were obtained. CYP2C9 (rs1057910-*3 and rs1799853-*2 alleles), CYP4F2 (rs2108622), and VKORC1 (rs9923231) polymorphisms were assessed using real-time polymerase chain reaction. Three genotype groups (I-III) were defined based on the combined genetic polymorphisms of CYP2C9 and VKORC1 from the FDA's recommendations. Key outcome measures included anticoagulation control, time spent in therapeutic range, stable warfarin dose, WSI, log-INR variability, and Warfarin Composite Measure (WCM). RESULTS The study recruited 236 patients; 75 (31.8%) carried a functional CYP2C9 variant allele, and, 143 (60.6%) had at least one T allele in CYP4F2 and 133 (56.4%) had at least one T allele in VKORC1. Groups' II and III CYP2C9 and VKORC1 genotypes were observed with reduced stable warfarin dose, increased WSI, higher log-INR variability, and increased bleeding risk. The presence of *2 or *3 allele in CYP2C9 was observed with reduced stable warfarin doses akin to the presence of T alleles in VKORC1; however, the doses increased with T alleles in CYP4F2. CONCLUSION The evaluated genetic polymorphisms significantly influenced all the pharmacodynamic parameters of warfarin. Evaluating CYP2C9, VKORC1, and CYP4F2 genetic polymorphisms prior to warfarin initiation is likely to optimize therapeutic response.
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Affiliation(s)
- Kannan Sridharan
- Department of Pharmacology and Therapeutics, College of Medicine and Medical Sciences, Arabian Gulf University, Manama, Kingdom of Bahrain.
| | - Rashed Al Banna
- Department of Cardiology, Salmaniya Medical Complex, Ministry of Health, Manama, Kingdom of Bahrain
| | - Zainab Malalla
- Department of Medical Biochemistry, College of Medicine and Medical Sciences, Arabian Gulf University, Manama, Kingdom of Bahrain
| | - Aysha Husain
- Department of Cardiology, Salmaniya Medical Complex, Ministry of Health, Manama, Kingdom of Bahrain
- RCSI-MUB, Manama, Kingdom of Bahrain
| | - Mai Sater
- Department of Medical Biochemistry, College of Medicine and Medical Sciences, Arabian Gulf University, Manama, Kingdom of Bahrain
| | - Ghufran Jassim
- Department of Family Medicine, RCSI-MUB, Manama, Kingdom of Bahrain
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Fernandes MR, Rodrigues JCG, Maroñas O, Latorre-Pellicer A, Cruz R, Guerreiro JF, Burbano RMR, de Assumpção PP, Ribeiro-Dos-Santos A, Dos Santos SEB, Carracedo A, Dos Santos NPC. Genetic Diversity of Drug-Related Genes in Native Americans of the Brazilian Amazon. PHARMACOGENOMICS & PERSONALIZED MEDICINE 2021; 14:117-133. [PMID: 33519226 PMCID: PMC7837547 DOI: 10.2147/pgpm.s274741] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Academic Contribution Register] [Received: 07/30/2020] [Accepted: 10/23/2020] [Indexed: 12/25/2022]
Abstract
Introduction The genetic admixture of the Brazilian population has considerable relevance to the implementation of the principles of pharmacogenomics (PGx), as it may compromise the extrapolation of data obtained in more homogeneous world populations. Purpose This study aims to investigate a panel of 117 polymorphisms in 35 pharmacogenes, which contains label recommendations or clinical evidence by international drug regulatory agencies, in Amazonian Native American populations, and compare the results obtained with continental population data from the 1000 Genomes Project Consortium. Patients and Methods The study population is composed of 109 Native American individuals from three Brazilian Amazon groups. The genotyping of the PGx polymorphisms was performed by allelic discrimination using TaqMan® OpenArray Genotyping with a panel of 120 customized assays on the QuantStudio™ 12K Flex Real-Time PCR System. Results Statistical differences within the Native American populations were observed regarding both genotypes and phenotypes of some genes of the CYP family. The discriminant analysis of principal components (DAPCs) between the NAM group and the continental populations of the 1000 Genomes Project resulted in the clustering of the three Native American populations. Additionally, in general, the NAM group was determined to be closely situated between East Asia, America, and South Asia groups, which enabled us to infer a genetic similarity between these populations. The DAPC analysis further demonstrated that eight polymorphisms and six polymorphisms were more relevant in differentiating the NAM from the continental populations and the NAM populations among themselves, respectively. Conclusion Some investigated polymorphisms show differences among world populations, particularly with populations of European origin, for whom precision medicine protocols are primarily designed. The accumulated knowledge regarding these variations may assist in the design of specific protocols for Native American populations and populations admixed with them.
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Affiliation(s)
- Marianne Rodrigues Fernandes
- Núcleo de Pesquisas em Oncologia, Universidade Federal do Pará, Belém, Pará, Brazil.,Departamento de ensino e pesquisa, Hospital Ophir Loyola, Belém, Pará, Brazil
| | | | - Olalla Maroñas
- Grupo de Medicina Xenómica, Centro Nacional de Genotipado (CEGEN-PRB3), Universidade de Santiago de Compostela, Santiago de Compostela, España
| | - Ana Latorre-Pellicer
- Grupo de Medicina Xenómica, Centro Nacional de Genotipado (CEGEN-PRB3), Universidade de Santiago de Compostela, Santiago de Compostela, España.,Unidad de Genética Clínica y Genómica Funcional, Departamento de Farmacología-Fisiología, Escuela de Medicina, Universidad de Zaragoza, IIS-Aragón, E-50009 Zaragoza, España
| | - Raquel Cruz
- Centro de Investigación Biomédica en Enfermedades Raras (CIBERER), Grupo de Medicina Genómica, CIMUS, Universidad de Santiago de Compostela, Santiago de Compostela, España
| | - João Farias Guerreiro
- Laboratório de Genética Humana e Médica, Universidade Federal do Pará, Belém, Pará, Brazil
| | - Rommel Mario Rodriguez Burbano
- Núcleo de Pesquisas em Oncologia, Universidade Federal do Pará, Belém, Pará, Brazil.,Departamento de ensino e pesquisa, Hospital Ophir Loyola, Belém, Pará, Brazil
| | | | - Andrea Ribeiro-Dos-Santos
- Núcleo de Pesquisas em Oncologia, Universidade Federal do Pará, Belém, Pará, Brazil.,Laboratório de Genética Humana e Médica, Universidade Federal do Pará, Belém, Pará, Brazil
| | - Sidney Emanuel Batista Dos Santos
- Núcleo de Pesquisas em Oncologia, Universidade Federal do Pará, Belém, Pará, Brazil.,Laboratório de Genética Humana e Médica, Universidade Federal do Pará, Belém, Pará, Brazil
| | - Angel Carracedo
- Grupo de Medicina Xenómica, Centro Nacional de Genotipado (CEGEN-PRB3), Universidade de Santiago de Compostela, Santiago de Compostela, España.,Centro de Investigación Biomédica en Enfermedades Raras (CIBERER), Grupo de Medicina Genómica, CIMUS, Universidad de Santiago de Compostela, Santiago de Compostela, España.,Fundación Pública de Medicina Xenómica, Instituto de Investigación Sanitaria de Santiago de Compostela (FIDIS), Universidade de Santiago de Compostela, Santiago de Compostela, España
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王 莽, 朱 涛, 俞 国, 霍 强, 杨 毅. [The Effect of CYP4 F2 Polymorphism on Initial Warfarin Dose in Patients with Heart Valve Replacement]. SICHUAN DA XUE XUE BAO. YI XUE BAN = JOURNAL OF SICHUAN UNIVERSITY. MEDICAL SCIENCE EDITION 2021; 52:129-133. [PMID: 33474902 PMCID: PMC10408945 DOI: 10.12182/20210160108] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Subscribe] [Academic Contribution Register] [Received: 12/16/2020] [Indexed: 11/23/2022]
Abstract
OBJECTIVE To study the effect of cytochrome P-4504F2 ( CYP4 F2) gene polymorphism on the initial dose of warfarin in patients after mechanical heart valve replacement. METHODS We collected 350 patients receiving warfarin after mechanical heart valve replacement from January 2013 to December 2015 in our hospital. According to the international standardized ratio (INR) ≥2 at the initial stage after surgery, the patients were divided into two groups: INR≥2 group and INR<2 group. We selected the blood samples of all the 350 patients with testing the CYP4 F2 gene type of each patient, and analyzed the effect of CYP4 F2 gene polymorphism on the initial dose of warfarin after mechanical heart valve replacement (the average daily dose during hospitalization of patients 5-10 days after mechanical heart valve replacement). RESULTS There was no statistical significance in the initial dose of warfarin among patients with different CYP4 F2 genotypes. However, warfarin dose was higher in CYP4 F2 TT genotype than in CYP4 F2 CC carriers ((3.37±0.68) mg vs. (2.94±0.74) mg, P<0.05) in INR≥2 group; In patients with the same genotype, the initial dose of warfarin in the CYP4 F2 CC ((4.02±0.58) mg vs. (2.94±0.74) mg) and CYP4 F2 CT genotypes ((4.15±0.88) mg vs. (3.18±0.82) mg) of INR<2 group was higher than that in INR≥2 group ( P<0.05). Gender, age, body mass index (BMI), comorbidities (hypertension, diabetes mellitus, coronary heart disease, atrial fibrillation), cytopigment P-450 2C9 ( CYP2 C9), CYP4 F2 and vitamin K peroxide-reductase complex 1 ( VKORC1) gene polymorphism and INR compliance were included in multiple linear regression analysis. The regression equation was as follows: warfarin initial dose (mg) =-8.634+0.352×BMI (kg/m 2) +1.102× CYP4 F2 genotype (CC or CT values 1, TT values 2) +2.147× VKORC1 (AA or AG values 1, GG values 2) +1.325×INR ( INR≥2 values 0, INR<2 values 1). The coefficient of determination ( R 2) of regression equation was 0.431 ( P<0.05). CONCLUSION CYP4 F2 gene polymorphism may affect the initial dose of warfarin in patients after heart valve replacement, and this effect is also affected by body characteristics and other factors.
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Affiliation(s)
- 莽原 王
- 新疆医科大学第一附属医院 临床医学博士后科研流动站 (乌鲁木齐 830054)Clinical Medicine Postdoctoral Research Station, the First Affiliated Hospital of Xinjiang Medical University, Urumqi 830054, China
- 新疆医科大学第一附属医院 心外科 (乌鲁木齐 830054)Department of Cardiac Surgery, the First Affiliated Hospital of Xinjiang Medical University, Urumqi 830054, China
| | - 涛 朱
- 新疆医科大学第一附属医院 临床医学博士后科研流动站 (乌鲁木齐 830054)Clinical Medicine Postdoctoral Research Station, the First Affiliated Hospital of Xinjiang Medical University, Urumqi 830054, China
| | - 国军 俞
- 新疆医科大学第一附属医院 临床医学博士后科研流动站 (乌鲁木齐 830054)Clinical Medicine Postdoctoral Research Station, the First Affiliated Hospital of Xinjiang Medical University, Urumqi 830054, China
| | - 强 霍
- 新疆医科大学第一附属医院 临床医学博士后科研流动站 (乌鲁木齐 830054)Clinical Medicine Postdoctoral Research Station, the First Affiliated Hospital of Xinjiang Medical University, Urumqi 830054, China
| | - 毅宁 杨
- 新疆医科大学第一附属医院 临床医学博士后科研流动站 (乌鲁木齐 830054)Clinical Medicine Postdoctoral Research Station, the First Affiliated Hospital of Xinjiang Medical University, Urumqi 830054, China
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12
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Sridharan K, Sivaramakrishnan G. A network meta-analysis of CYP2C9, CYP2C9 with VKORC1 and CYP2C9 with VKORC1 and CYP4F2 genotype-based warfarin dosing strategies compared to traditional. J Clin Pharm Ther 2020; 46:640-648. [PMID: 33346393 DOI: 10.1111/jcpt.13334] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Academic Contribution Register] [Received: 09/09/2020] [Revised: 11/17/2020] [Accepted: 12/03/2020] [Indexed: 12/14/2022]
Abstract
WHAT IS KNOWN AND OBJECTIVES Variations in genotypes were observed in randomized clinical trials (RCTs) that evaluated genotype-based warfarin dosing. We carried out a network meta-analysis to assess whether any clinically significant differences exist between RCTs evaluating CYP2C9 with VKORC1, with CYP2C9 alone and CYP2C9, VKORC1, with CYP4F2 dosing strategies. METHODS Electronic records were searched for RCTs comparing genotype-based warfarin with traditional-dosing strategies. Key outcomes included were the time to first therapeutic international normalized ratio (INR); time to stable INR or warfarin dose; percent time in therapeutic range (TTR); and the proportion of patients with supra-therapeutic INR. Weighted mean differences (WMD) and odds ratios (OR) with 95% confidence intervals (95% CI) were the effect estimates. RESULTS AND DISCUSSION Twenty-six studies (7898 patients) were included. CYP2C9-based warfarin dosing was associated with a shorter time to first therapeutic INR (WMD: -2.73, 95% CI: -3.41, -2.05) and stable INR/warfarin dose (WMD: -8.1, 95% CI: -12.54, -3.66). CYP2C9 and VKORC1 were observed with a shorter time to first therapeutic INR (WMD: -1.92, 95% CI: -3.23, -0.61) and stable INR/warfarin dose (WMD: -4.6, 95% CI: -6.87, -2.34) along with a longer TTR (%) (WMD: 3.91, 95% CI: 1.18, 6.63). CYP2C9, VKORC1 and CYP4F2 were observed with a reduced proportion of patients with supra-therapeutic INR (OR: 0.68, 95% CI: 0.49, 0.93). Trial sequential analysis confirms the superior benefits of CYP2C9 with VKORC1 genotype. WHAT IS NEW AND CONCLUSION The present evidence is supportive of personalizing warfarin dose based only on CYP2C9 and VKORC1 genotypes compared to traditional strategies. More RCTs are needed to delineate any benefit for adding CYP4F2 to provide sufficient power for pooled analysis. No convincing evidence exists supporting the role of CYP2C9 alone.
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Affiliation(s)
- Kannan Sridharan
- Department of Pharmacology & Therapeutics, College of Medicine & Medical Sciences, Arabian Gulf University, Manama, Kingdom of Bahrain
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13
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Stein R, Beuren T, Cela LR, Ferrari F. Farmacogenômica e Doença Cardiovascular: Onde Estamos e Para Onde Vamos. Arq Bras Cardiol 2020; 115:690-700. [PMID: 33111871 PMCID: PMC8386961 DOI: 10.36660/abc.20200151] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Academic Contribution Register] [Received: 03/04/2020] [Accepted: 06/10/2020] [Indexed: 11/18/2022] Open
Abstract
A farmacogenômica (FGx) investiga a interação entre genes e medicamentos. Através da análise de regiões específicas do DNA, informações sobre o perfil de metabolização do paciente para um determinado fármaco podem ser descritas, assim como o perfil esperado de resposta ao tratamento. Objetivamente, esse tipo de teste pode ter impacto no tratamento de pacientes que não estão respondendo adequadamente a um determinado medicamento, seja pela ausência dos efeitos esperados ou em virtude do aparecimento de efeitos adversos. Neste cenário, o objetivo desta revisão é o de informar o cardiologista clínico sobre esta importante área do conhecimento e atualizá-lo sobre o tema, procurando preencher as lacunas no que diz respeito à relação custo-benefício da aplicação da FGx nas doenças cardiovasculares, além de fornecer informações para a implementação da terapia guiada pela FGx na prática clínica.
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Li B, Liu R, Wang C, Ren C, Zhang S, Zhang F, Zhang J, Liu S, Wei Y, Liu W, Song B, Wu X. Impact of genetic and clinical factors on warfarin therapy in patients early after heart valve replacement surgery. Eur J Clin Pharmacol 2019; 75:1685-1693. [PMID: 31444512 DOI: 10.1007/s00228-019-02747-5] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Academic Contribution Register] [Received: 02/20/2019] [Accepted: 08/09/2019] [Indexed: 12/22/2022]
Abstract
PURPOSE Factors influencing responsiveness to warfarin at treatment onset time were not well identified in Chinese patients undergoing heart valve replacement. We sought to select the most relevant factors that associated with patient response to warfarin early after heart valve surgery. METHODS In this observational study, 289 patients starting warfarin therapy early after heart valve replacement surgery were enrolled. CYP2C9 *1, *2, *3, and *5; VKORC1-1639 G>A, CYP4F2 V433M, and GGCX rs11676382 genotypes; clinical characteristics, response to therapy, and bleeding and thrombosis events were collected. The primary outcomes were the time to the first INR equal to or more than lower limit of therapeutic range and the warfarin dose requirements. Stepwise multiple linear regression was performed to develop a dosing algorithm to predict the warfarin dose requirements. RESULTS The results of univariate analysis showed lone VKORC1-1639 G>A, CYP2C9 *1/*3, cefazolin, cefoperazone-sulbactam, increased BMI, Δhemoglobin, and white blood cell count could significantly affect patient responsiveness to warfarin in the initial period of anticoagulation. Multivariate analysis resulted in an equation: Accumulated warfarin doses (mg) = 17.068 VKORC1-1639 G>A - 4.261 hypertension + 0.593 BMI - 0.115 age - 4.852 CYP2C9 *1/*3 - 2.617 cefazolin - 4.902 cefoperazone-sulbactam - 4.537, which could explain 40.2% of the variability in warfarin dose needed to reach the first INR equal to or more than lower limit of therapeutic range. CONCLUSIONS Both genetic and clinical factors contributed to anticoagulation effect of warfarin in the initial period of treatment. Our findings could provide a basis for the personalized management of warfarin use in the early stage of anticoagulation in northern Chinese patients.
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Affiliation(s)
- Boxia Li
- Department of Pharmacy, The First Hospital of Lanzhou University, Lanzhou, China
| | - Ruisheng Liu
- Department of Cardiovascular Surgery, The First Hospital of Lanzhou University, Lanzhou, China
| | - Chengqi Wang
- Infectious Diseases Global Health Department, University of South Florida, C.W., Tampa, FL, USA
| | - Changan Ren
- School of Life Science, Lanzhou University, Lanzhou, China
| | - Shiming Zhang
- Department of Cardiovascular Surgery, The First Hospital of Lanzhou University, Lanzhou, China
| | - Fan Zhang
- Department of Pharmacy, The First Hospital of Lanzhou University, Lanzhou, China
| | - Jianping Zhang
- Department of Pharmacy, The First Hospital of Lanzhou University, Lanzhou, China
| | - Shidong Liu
- Department of Cardiovascular Surgery, The First Hospital of Lanzhou University, Lanzhou, China
| | - Yuhui Wei
- Department of Pharmacy, The First Hospital of Lanzhou University, Lanzhou, China
| | - Wenjing Liu
- Department of Pharmacy, Gansu Provincial Hospital, Lanzhou, China
| | - Bing Song
- Department of Cardiovascular Surgery, The First Hospital of Lanzhou University, Lanzhou, China
| | - Xinan Wu
- Department of Pharmacy, The First Hospital of Lanzhou University, Lanzhou, China.
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Park JW, Kim KA, Park JY. Effects of Ketoconazole, a CYP4F2 Inhibitor, and CYP4F2*3 Genetic Polymorphism on Pharmacokinetics of Vitamin K 1. J Clin Pharmacol 2019; 59:1453-1461. [PMID: 31134657 DOI: 10.1002/jcph.1444] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Academic Contribution Register] [Received: 03/04/2019] [Accepted: 04/29/2019] [Indexed: 11/10/2022]
Abstract
The objective of this study was to evaluate whether cytochrome P450 (CYP)4F2 is involved in the exposure of vitamin K1 through a drug interaction study with ketoconazole, a CYP4F2 inhibitor, and a pharmacogenetic study with CYP4F2*3. Twenty-one participants with different CYP4F2*3 polymorphisms were enrolled (8 for *1/*1, 7 for *1/*3, and 6 for *3/*3). All participants were treated twice daily for 5 days with 200 mg of ketoconazole or placebo. Finally, a single dose of 10 mg vitamin K1 was administered, plasma levels of vitamin K1 were measured, and its pharmacokinetics was assessed. Ketoconazole elevated the plasma levels of vitamin K1 and increased the average area under the concentration-time curve (AUCinf ) and peak concentration by 41% and 40%, respectively. CYP4F2*3 polymorphism also affected plasma levels of vitamin K1 and its pharmacokinetics in a gene dose-dependent manner. The average AUCinf value was 659.8 ng·h/mL for CYP4F2*1/*1, 878.1 ng·h/mL for CYP4F2*1/*3, and 1125.2 ng·h/mL for CYP4F2*3/*3 (P = .010). This study revealed that ketoconazole and CYP4F2*3 polymorphism substantially increased the exposure of vitamin K1 in humans. These findings provide a plausible explanation for variations in warfarin dose requirements resulting from interindividual variations in vitamin K1 exposure due to CYP4F2-related drug interactions and genetic polymorphisms.
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Affiliation(s)
- Jin-Woo Park
- Department of Clinical Pharmacology and Toxicology, Anam Hospital, Korea University College of Medicine, Seoul, South Korea
| | - Kyoung-Ah Kim
- Department of Clinical Pharmacology and Toxicology, Anam Hospital, Korea University College of Medicine, Seoul, South Korea
| | - Ji-Young Park
- Department of Clinical Pharmacology and Toxicology, Anam Hospital, Korea University College of Medicine, Seoul, South Korea
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Zhou S, Skaar DJ, Jacobson PA, Huang RS. Pharmacogenomics of Medications Commonly Used in the Intensive Care Unit. Front Pharmacol 2018; 9:1436. [PMID: 30564130 PMCID: PMC6289166 DOI: 10.3389/fphar.2018.01436] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Academic Contribution Register] [Received: 08/03/2018] [Accepted: 11/20/2018] [Indexed: 12/11/2022] Open
Abstract
In the intensive care unit (ICU) setting, where highly variable and insufficient drug efficacies, as well as frequent and unpredictable adverse drug reactions (ADRs) occur, pharmacogenomics (PGx) offers an opportunity to improve health outcomes. However, PGx has not been fully evaluated in the ICU, partly due to lack of knowledge of how genetic markers may affect drug therapy. To fill in this gap, we conducted a review to summarize the PGx information for the medications commonly encountered in the ICU.
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Affiliation(s)
- Shuqin Zhou
- Department of Emergency and Critical Care Medicine, Shanghai Tenth People's Hospital, Tongji University, Shanghai, China.,Department of Experimental and Clinical Pharmacology, College of Pharmacy, University of Minnesota, Minneapolis, MN, United States
| | - Debra J Skaar
- Department of Experimental and Clinical Pharmacology, College of Pharmacy, University of Minnesota, Minneapolis, MN, United States
| | - Pamala A Jacobson
- Department of Experimental and Clinical Pharmacology, College of Pharmacy, University of Minnesota, Minneapolis, MN, United States
| | - R Stephanie Huang
- Department of Experimental and Clinical Pharmacology, College of Pharmacy, University of Minnesota, Minneapolis, MN, United States
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Clinical and genetic factors influencing acenocoumarol dosing: a cross-sectional study. Blood Coagul Fibrinolysis 2018; 29:496-500. [PMID: 29916837 DOI: 10.1097/mbc.0000000000000746] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Academic Contribution Register] [Indexed: 11/26/2022]
Abstract
: Coumadin oral anticoagulants are widely used in multiple clinical scenarios. Their narrow therapeutic range and a dosing strategy based on 'a posteriori' algorithms, pose them as an interesting group for prediction modelling research. Extensive literature explaining the association between clinical and genetic variables with the dose of warfarin have been published. Limited information exists regarding these factors and acenocoumarol dosing. The aim of the study is to explain through clinical/genetic variables, the weekly dose of acenocoumarol necessary for achieving stable anticoagulation status. We performed a cross-sectional study enrolling adults under treatment with acenocoumarol with at least three consecutive INRs between 2 and 3. To explain the association between demographic, clinical and genotype data (VKORC1, CYP2C9 and CYP4F2) and the mean weekly dose of acenocoumarol, we performed a multiple linear regression model. In our cohort, a higher age, the presence of atrial fibrillation, chronic renal failure and VKORC1 haplotype A were associated with a lower mean weekly dose of acenocoumarol. On the other side, a higher weight was associated with a higher weekly dose. Amongst anticoagulated adult patients, VKORC1 genotype and baseline clinical factors can explain acenocoumarol dosing, and therefore, help clinicians while deciding the initial anticoagulant dose.
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Kim WY, Lee SJ, Min J, Oh KS, Kim DH, Kim HS, Shin JG. Identification of novel CYP4F2 genetic variants exhibiting decreased catalytic activity in the conversion of arachidonic acid to 20-hydroxyeicosatetraenoic acid (20-HETE). Prostaglandins Leukot Essent Fatty Acids 2018; 131:6-13. [PMID: 29628049 DOI: 10.1016/j.plefa.2018.02.003] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Academic Contribution Register] [Received: 07/26/2017] [Revised: 01/06/2018] [Accepted: 02/07/2018] [Indexed: 10/17/2022]
Abstract
CYP4F2 is an enzyme involved in the formation of 20-hydroxyeicosatetraenoic acid (20-HETE) from arachidonic acid and metabolizes vitamin K into an inactive form. Our objectives were to identify new CYP4F2 genetic variants and to characterize the functional consequences of the conversion of arachidonic acid into 20-HETE. We used direct DNA sequencing to identify a total of 20 single-nucleotide polymorphisms (SNPs) including four coding variants, A27V, R47C, P85A, and V433M, in 50 randomly selected subjects. Of these, A27V and P85A were new. Recombinant variant proteins were prepared using an Escherichia coli expression system, purified, and quantified via CO-difference spectral analysis. The conversion of arachidonic acid to 20-HETE by the coding variants was compared to that of the wild-type protein. Wild-type CYP4F2 exhibited the highest intrinsic clearance, followed by P85A, A27V, V433M, and R47C (40-65% of the wild-type value). The locations of the mutated residues in the three-dimensional protein structure were predicted by structural modeling, and the possible effects on 20-HETE synthesis discussed. In summary, we describe the allele frequency, haplotype distribution, and linkage disequilibrium of CYP4F2 and functionally analyze the CYP4F2 coding variants. Our findings suggest that individuals having the low-activity alleles of CYP4F2 may inefficiently convert arachidonic acid into 20-HETE. This may aid in our understanding of 20-HETE-related blood pressure problems and cardiovascular diseases when genotype-phenotype association studies are performed in the future.
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Affiliation(s)
- Woo-Young Kim
- Department of Pharmacology and Pharmacogenomics Research Center; Department of Clinical Pharmacology, Inje University College of Medicine, Inje University Busan Paik Hospital, 633-165 Gaegum-dong, Jin-gu, Busan 614-735, South Korea; Department of Biological Sciences, College of Natural Sciences, Pusan National University, Busan, South Korea
| | - Su-Jun Lee
- Department of Pharmacology and Pharmacogenomics Research Center; Department of Clinical Pharmacology, Inje University College of Medicine, Inje University Busan Paik Hospital, 633-165 Gaegum-dong, Jin-gu, Busan 614-735, South Korea
| | - Jungki Min
- Genome Integrity and Structural Biology Laboratory, National Institute of Environmental health Sciences, NIH, Research Triangle Park, NC 27709, USA
| | - Kyung-Suk Oh
- Department of Pharmacology and Pharmacogenomics Research Center; Department of Clinical Pharmacology, Inje University College of Medicine, Inje University Busan Paik Hospital, 633-165 Gaegum-dong, Jin-gu, Busan 614-735, South Korea
| | - Dong-Hyun Kim
- Department of Pharmacology and Pharmacogenomics Research Center; Department of Clinical Pharmacology, Inje University College of Medicine, Inje University Busan Paik Hospital, 633-165 Gaegum-dong, Jin-gu, Busan 614-735, South Korea
| | - Heui-Soo Kim
- Department of Biological Sciences, College of Natural Sciences, Pusan National University, Busan, South Korea
| | - Jae-Gook Shin
- Department of Pharmacology and Pharmacogenomics Research Center; Department of Clinical Pharmacology, Inje University College of Medicine, Inje University Busan Paik Hospital, 633-165 Gaegum-dong, Jin-gu, Busan 614-735, South Korea.
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Jiang HH, Liu J, Wang YC, Ye HM, Li X, Zhou YX, Zhang W, Wang LS. The Impact of Gene Polymorphisms on Anticoagulation Control With Warfarin. Clin Appl Thromb Hemost 2017; 24:640-646. [PMID: 28401802 DOI: 10.1177/1076029617703483] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Academic Contribution Register] [Indexed: 11/16/2022] Open
Abstract
Differences in warfarin maintenance dosages based on the presence of polymorphisms in VKORC1, CYP2C9, CYP4F2, and ORM1 can be determined through dosage adjustment according to routine guidelines. Little is known about whether routine therapy could provide consensus anticoagulation control for patients with different genotypes. This study was carried out to compare anticoagulant control in patients with different genotypes. Six hundred seventy patients using warfarin according to Chinese guidelines were enrolled. Warfarin dosages and monitored international normalized ratios (INRs) were recorded. Genotypes of VKORC1 rs9923231, CYP4F2 rs2108622, CYP2C9 rs1057910, and ORM1 rs17650 polymorphisms were determined. Warfarin dosages and INR were compared between genotypes. Patients with the AGCC*F*F*1*1 polymorphism took longer than patients with the AACC*F*F*1*1 polymorphism (20 vs 5 days, P < .001) to achieve the targeted INR range. The INR values of patients with AACC*F*F*1*3 were unstable and did not enter the stable state control phase until after 35 days. The peak INR of patients with the AACC*F*F*1*3 polymorphism was exceedingly high, with some values exceeding the control range limit of 3.0. Patients with the AACC*F*S*1*1 or AACT*F*F*1*1 polymorphisms exhibited similar INR values as the patients with the AACC*F*F*1*1 polymorphism. This study found that routine medication with warfarin provides significantly different levels of anticoagulant control between patients with wild-type genotypes and patients with heterozygous polymorphism genotypes of VKORC1 rs9923231 or CYP2C9 rs1057910. Patients with heterozygous polymorphism genotypes of VKORC1 or CYP2C9 require genotype-directed therapy with warfarin to increase efficacy and safety in anticoagulant treatment.
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Affiliation(s)
- Hai He Jiang
- 1 Department of Cardiothoracic Surgery, Xiangya Hospital, Central South University, Chang Sha, Hu Na, China
| | - Jia Liu
- 2 Translational Medicine Center, Zhengzhou Central Hospital, Zhengzhou University, Zhengzhou, Henan Sheng, China
| | - Yi Chen Wang
- 3 Department of Clinical Pharmacology, Xiangya Hospital, Central South University, Chang Sha, Hu Na, China.,4 Institute of Clinical Pharmacology, Central South University, Chang Sha, Hu Na, China
| | - Hui Ming Ye
- 5 Department of Clinical Laboratory, Zhongshan Hospital, Xiamen University Translational Medicine Research Center, School of Pharmaceutical Sciences, Xiamen University, Fujian, China
| | - Xi Li
- 3 Department of Clinical Pharmacology, Xiangya Hospital, Central South University, Chang Sha, Hu Na, China.,4 Institute of Clinical Pharmacology, Central South University, Chang Sha, Hu Na, China
| | - Ya Xing Zhou
- 3 Department of Clinical Pharmacology, Xiangya Hospital, Central South University, Chang Sha, Hu Na, China.,4 Institute of Clinical Pharmacology, Central South University, Chang Sha, Hu Na, China
| | - Wei Zhang
- 3 Department of Clinical Pharmacology, Xiangya Hospital, Central South University, Chang Sha, Hu Na, China.,4 Institute of Clinical Pharmacology, Central South University, Chang Sha, Hu Na, China
| | - Lian Sheng Wang
- 3 Department of Clinical Pharmacology, Xiangya Hospital, Central South University, Chang Sha, Hu Na, China.,4 Institute of Clinical Pharmacology, Central South University, Chang Sha, Hu Na, China
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López I, Sangüesa E, Vancraenendonck Y, Zuriaga E, Ribate MP, García CB. Can pharmacogenetics help patients under chronic treatment with coumarin anticoagulants? Drug Metab Pers Ther 2016; 31:191-196. [PMID: 27740916 DOI: 10.1515/dmpt-2016-0026] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Academic Contribution Register] [Received: 06/16/2016] [Accepted: 09/02/2016] [Indexed: 11/15/2022]
Abstract
Vitamin K antagonists are highly effective antithrombotic drugs. However, appropriate dosing is difficult to establish owing to its narrow therapeutic window as well as widespread inter- and intra-individual variability in dosage. Compared with dosing solely based on clinical information, pharmacogenetics can help improve the therapy with coumarins by decreasing the time to reach a stable dose and reducing the risk of bleeding. Most of the studies about genotyping of patients using vitamin K antagonists have focused on predicting the stable dose. Two genes have been shown to have the most influence on dosing: VKORC1 and CYP2C9. Furthermore, genotyping of more genes, such as CYP4F2 and APOE, is also being included in some dosing algorithms. The role of genotype beyond the initial dose-titration phase is less clear. Thus, a proven genetically determined risk of unstable dose or bleeding could help with the selection of patients who require more frequent monitoring of dose. On the other hand, patients who have a genetically determined stable dose could self-monitor their international normalized ratio (INR), making the therapy less expensive and more convenient.
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Sivadas A, Sharma P, Scaria V. Landscape of warfarin and clopidogrel pharmacogenetic variants in Qatari population from whole exome datasets. Pharmacogenomics 2016; 17:1891-1901. [PMID: 27767380 DOI: 10.2217/pgs-2016-0130] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Academic Contribution Register] [Indexed: 02/01/2023] Open
Abstract
AIM Pharmacogenetic landscapes of commonly used antiplatelet drugs, warfarin and clopidogrel have been studied in-depth in many countries. However, there is a paucity of data to understand their patterns in the Arab populations. MATERIALS & METHODS We analyzed the whole exome sequencing datasets of 100 Qatar individuals available in public domain with this perspective. RESULTS We characterized the allelic distribution of variants routinely tested for warfarin and clopidogrel. We additionally evaluated the population stratification and its effect on allele frequency distribution. Our analysis points to ethnic differences in the frequency distribution even for the small population studied. CONCLUSION This is one of the first and most comprehensive pharmacogenetic maps of variants associated with warfarin and clopidogrel for an Arab population, which can help tailor the drug dosage to the population.
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Affiliation(s)
- Ambily Sivadas
- GN Ramachandran Knowledge Center for Genome Informatics, CSIR Institute of Genomics & Integrative Biology, Mathura Road, New Delhi 110025, India.,Academy of Scientific & Innovative Research (AcSIR), New Delhi 110025, India
| | - Parul Sharma
- Center for Computational Biology, Indraprastha Institute of Information Technology Delhi (IIIT-Delhi), Okhla Industrial Estate, Phase III, New Delhi 110020, India
| | - Vinod Scaria
- GN Ramachandran Knowledge Center for Genome Informatics, CSIR Institute of Genomics & Integrative Biology, Mathura Road, New Delhi 110025, India.,Academy of Scientific & Innovative Research (AcSIR), New Delhi 110025, India.,Center for Computational Biology, Indraprastha Institute of Information Technology Delhi (IIIT-Delhi), Okhla Industrial Estate, Phase III, New Delhi 110020, India
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22
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Impact of CYP2C19 gene polymorphism on warfarin maintenance doses in patients with non-valvular atrial fibrillation. Gene 2016; 591:80-84. [DOI: 10.1016/j.gene.2016.06.046] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Academic Contribution Register] [Received: 04/15/2016] [Revised: 05/30/2016] [Accepted: 06/22/2016] [Indexed: 12/30/2022]
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