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Sadowski M, Thompson M, Mefford J, Haldar T, Oni-Orisan A, Border R, Pazokitoroudi A, Cai N, Ayroles JF, Sankararaman S, Dahl AW, Zaitlen N. Characterizing the genetic architecture of drug response using gene-context interaction methods. CELL GENOMICS 2024; 4:100722. [PMID: 39637863 DOI: 10.1016/j.xgen.2024.100722] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/28/2024] [Revised: 06/24/2024] [Accepted: 11/15/2024] [Indexed: 12/07/2024]
Abstract
Identifying factors that affect treatment response is a central objective of clinical research, yet the role of common genetic variation remains largely unknown. Here, we develop a framework to study the genetic architecture of response to commonly prescribed drugs in large biobanks. We quantify treatment response heritability for statins, metformin, warfarin, and methotrexate in the UK Biobank. We find that genetic variation modifies the primary effect of statins on LDL cholesterol (9% heritable) as well as their side effects on hemoglobin A1c and blood glucose (10% and 11% heritable, respectively). We identify dozens of genes that modify drug response, which we replicate in a retrospective pharmacogenomic study. Finally, we find that polygenic score (PGS) accuracy varies up to 2-fold depending on treatment status, showing that standard PGSs are likely to underperform in clinical contexts.
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Affiliation(s)
- Michal Sadowski
- Bioinformatics Interdepartmental Program, University of California Los Angeles, Los Angeles, CA 90095, USA.
| | - Mike Thompson
- Bioinformatics Interdepartmental Program, University of California Los Angeles, Los Angeles, CA 90095, USA
| | - Joel Mefford
- Department of Neurology, University of California Los Angeles, Los Angeles, CA 90095, USA
| | - Tanushree Haldar
- Institute for Human Genetics, University of California San Francisco, San Francisco, CA 94143, USA; Department of Clinical Pharmacy, University of California San Francisco, San Francisco, CA 94143, USA
| | - Akinyemi Oni-Orisan
- Institute for Human Genetics, University of California San Francisco, San Francisco, CA 94143, USA; Department of Clinical Pharmacy, University of California San Francisco, San Francisco, CA 94143, USA
| | - Richard Border
- Department of Neurology, University of California Los Angeles, Los Angeles, CA 90095, USA; Department of Computer Science, University of California Los Angeles, Los Angeles, CA 90095, USA; Department of Computational Medicine, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA 90095, USA
| | - Ali Pazokitoroudi
- Department of Computer Science, University of California Los Angeles, Los Angeles, CA 90095, USA
| | - Na Cai
- Helmholtz Pioneer Campus, Helmholtz Munich, 85764 Neuherberg, Germany; Computational Health Centre, Helmholtz Munich, 85764 Neuherberg, Germany; School of Medicine and Health, Technical University of Munich, 80333 Munich, Germany
| | - Julien F Ayroles
- Department of Ecology and Evolution, Princeton University, Princeton, NJ 08544, USA; Lewis Sigler Institute for Integrative Genomics, Princeton University, Princeton, NJ 08544, USA
| | - Sriram Sankararaman
- Bioinformatics Interdepartmental Program, University of California Los Angeles, Los Angeles, CA 90095, USA; Department of Computer Science, University of California Los Angeles, Los Angeles, CA 90095, USA; Department of Computational Medicine, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA 90095, USA; Department of Human Genetics, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA 90095, USA
| | - Andy W Dahl
- Section of Genetic Medicine, Department of Medicine, University of Chicago, Chicago, IL 60637, USA
| | - Noah Zaitlen
- Bioinformatics Interdepartmental Program, University of California Los Angeles, Los Angeles, CA 90095, USA; Department of Neurology, University of California Los Angeles, Los Angeles, CA 90095, USA; Department of Computational Medicine, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA 90095, USA; Department of Human Genetics, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA 90095, USA.
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2
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Jin S, Paludetto MN, Kurkela M, Kahma H, Neuvonen M, Xiang X, Cai W, Backman JT. In vitro assessment of inhibitory effects of kinase inhibitors on CYP2C9, 3A and 1A2: Prediction of drug-drug interaction risk with warfarin and direct oral anticoagulants. Eur J Pharm Sci 2024; 203:106884. [PMID: 39218046 DOI: 10.1016/j.ejps.2024.106884] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/22/2023] [Revised: 07/18/2024] [Accepted: 08/21/2024] [Indexed: 09/04/2024]
Abstract
OBJECTIVE This study aimed to evaluate the cytochrome P450 (CYP)-mediated drug-drug interaction (DDI) potential of kinase inhibitors with warfarin and direct oral anticoagulants (DOACs). METHODS An in vitro CYP probe substrate cocktail assay was used to study the inhibitory effects of fifteen kinase inhibitors on CYP2C9, 3A, and 1A2. Then, DDI predictions were performed using both mechanistic static and physiologically-based pharmacokinetic (PBPK) models. RESULTS Linsitinib, masitinib, regorafenib, tozasertib, trametinib, and vatalanib were identified as competitive CYP2C9 inhibitors (Ki = 1.4, 1.0, 1.1, 3.8, 0.5, and 0.1 μM, respectively). Masitinib and vatalanib were competitive CYP3A inhibitors (Ki = 1.3 and 0.2 μM), and vatalanib noncompetitively inhibited CYP1A2 (Ki = 2.0 μM). Moreover, linsitinib and tozasertib were CYP3A time-dependent inhibitors (KI = 26.5 and 400.3 μM, kinact = 0.060 and 0.026 min-1, respectively). Only linsitinib showed time-dependent inhibition of CYP1A2 (KI = 13.9 μM, kinact = 0.018 min-1). Mechanistic static models identified possible DDI risks for linsitinib and vatalanib with (S)-/(R)-warfarin, and for masitinib with (S)-warfarin. PBPK simulations further confirmed that vatalanib may increase (S)- and (R)-warfarin exposure by 4.37- and 1.80-fold, respectively, and that linsitinib may increase (R)-warfarin exposure by 3.10-fold. Mechanistic static models predicted a smaller risk of DDIs between kinase inhibitors and apixaban or rivaroxaban. The greatest AUC increases (1.50-1.74) were predicted for erlotinib in combination with apixaban and rivaroxaban. Linsitinib, masitinib, and vatalanib were predicted to have a smaller effect on apixaban and rivaroxaban AUCs (AUCR 1.22-1.53). No kinase inhibitor was predicted to increase edoxaban exposure. CONCLUSIONS Our results suggest that several kinase inhibitors, including vatalanib and linsitinib, can cause CYP-mediated drug-drug interactions with warfarin and, to a lesser extent, with apixaban and rivaroxaban. The work provides mechanistic insights into the risk of DDIs between kinase inhibitors and anticoagulants, which can be used to avoid preventable DDIs in the clinic.
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Affiliation(s)
- Shasha Jin
- Department of Clinical Pharmacy and Pharmacy Administration, School of Pharmacy, Fudan University, Shanghai 201203, China; Department of Clinical Pharmacology and Individualized Drug Therapy Research Program, Faculty of Medicine, University of Helsinki, Helsinki 00290, Finland; Department of Pharmacy, Ren Ji Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai 200127, China
| | - Marie-Noëlle Paludetto
- Department of Clinical Pharmacology and Individualized Drug Therapy Research Program, Faculty of Medicine, University of Helsinki, Helsinki 00290, Finland
| | - Mika Kurkela
- Department of Clinical Pharmacology and Individualized Drug Therapy Research Program, Faculty of Medicine, University of Helsinki, Helsinki 00290, Finland
| | - Helinä Kahma
- Department of Clinical Pharmacology and Individualized Drug Therapy Research Program, Faculty of Medicine, University of Helsinki, Helsinki 00290, Finland
| | - Mikko Neuvonen
- Department of Clinical Pharmacology and Individualized Drug Therapy Research Program, Faculty of Medicine, University of Helsinki, Helsinki 00290, Finland
| | - Xiaoqiang Xiang
- Department of Clinical Pharmacy and Pharmacy Administration, School of Pharmacy, Fudan University, Shanghai 201203, China
| | - Weimin Cai
- Department of Clinical Pharmacy and Pharmacy Administration, School of Pharmacy, Fudan University, Shanghai 201203, China.
| | - Janne T Backman
- Department of Clinical Pharmacology and Individualized Drug Therapy Research Program, Faculty of Medicine, University of Helsinki, Helsinki 00290, Finland; Department of Clinical Pharmacology, HUS Diagnostic Center, Helsinki University Hospital, Helsinki 00290, Finland.
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3
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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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Wang RC, Wang Z. Precision Medicine: Disease Subtyping and Tailored Treatment. Cancers (Basel) 2023; 15:3837. [PMID: 37568653 PMCID: PMC10417651 DOI: 10.3390/cancers15153837] [Citation(s) in RCA: 73] [Impact Index Per Article: 36.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2023] [Revised: 07/21/2023] [Accepted: 07/24/2023] [Indexed: 08/13/2023] Open
Abstract
The genomics-based concept of precision medicine began to emerge following the completion of the Human Genome Project. In contrast to evidence-based medicine, precision medicine will allow doctors and scientists to tailor the treatment of different subpopulations of patients who differ in their susceptibility to specific diseases or responsiveness to specific therapies. The current precision medicine model was proposed to precisely classify patients into subgroups sharing a common biological basis of diseases for more effective tailored treatment to achieve improved outcomes. Precision medicine has become a term that symbolizes the new age of medicine. In this review, we examine the history, development, and future perspective of precision medicine. We also discuss the concepts, principles, tools, and applications of precision medicine and related fields. In our view, for precision medicine to work, two essential objectives need to be achieved. First, diseases need to be classified into various subtypes. Second, targeted therapies must be available for each specific disease subtype. Therefore, we focused this review on the progress in meeting these two objectives.
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Affiliation(s)
- Richard C. Wang
- Department of Radiology and Radiological Sciences, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA;
| | - Zhixiang Wang
- Department of Medical Genetics, Faculty of Medicine and Dentistry, College of Health Sciences, University of Alberta, Edmonton, AB T6J 5H4, Canada
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Myers AL, Jeske AH. Provider-directed analgesia for dental pain. Expert Rev Clin Pharmacol 2023; 16:435-451. [PMID: 37083548 DOI: 10.1080/17512433.2023.2206118] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/22/2023]
Abstract
INTRODUCTION Extraction of impacted molar teeth is a common procedure performed by oral surgeons and general dentists, with postoperative pain being a significant adverse event post-surgery. If mismanaged, pain can lead to complications that impact oral and systemic health. The current scourge of the opioid epidemic has ushered in a new era of provider-directed analgesic (PDA) therapy in dentistry. AREAS COVERED This article provides an in-depth review on the major pharmacological and therapeutic properties of established and alternative analgesics used to manage dental pain. EXPERT OPINION Substantial evidence-based literature shows combination of a non-steroidal anti-inflammatory drug (NSAID; e.g. ibuprofen) and acetaminophen provides superior pain relief than single-agent or combination opioid regimens. However, there are clinical scenarios (e.g. severe pain) when short-course opioid prescription is appropriate in select patients, in which a 2-3-day treatment duration is typically sufficient. Alternative agents (e.g. caffeine, gabapentin, phytotherapies), typically in combination with established agents, can mitigate postoperative dental pain. Some evidence suggests preemptive therapies (e.g. corticosteroids, NSAIDs) reduce amounts of postsurgical analgesic consumption and might lessen opioid prescription burden. In summary, this comprehensive review provides an opportune update on the evolving landscape of pharmacotherapy for acute postsurgical dental pain, informing best practices for PDA in the dental setting.
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Affiliation(s)
- Alan L Myers
- Department of Diagnostic & Biomedical Sciences, School of Dentistry, The University of Texas Health Science Center at Houston, Houston, TX, USA
| | - Arthur H Jeske
- Office of the Dean, School of Dentistry, The University of Texas Health Science Center at Houston, Houston, TX, USA
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6
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Application of Pharmacogenetics for the Use of Antiplatelet and Anticoagulant Drugs. CURRENT CARDIOVASCULAR RISK REPORTS 2023. [DOI: 10.1007/s12170-022-00713-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/11/2023]
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7
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Choudhuri S. Toxicological Implications of Biological Heterogeneity. Int J Toxicol 2022; 41:132-142. [PMID: 35311363 DOI: 10.1177/10915818211066492] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
From a micro to macro scale of biological organization, macromolecular diversity and biological heterogeneity are fundamental properties of biological systems. Heterogeneity may result from genetic, epigenetic, and non-genetic characteristics (e.g., tissue microenvironment). Macromolecular diversity and biological heterogeneity are tolerated as long as the sustenance and propagation of life are not disrupted. They also provide the raw materials for microevolutionary changes that may help organisms adapt to new selection pressures arising from the environment. Sequence evolution, functional divergence, and positive selection of gene and promoter dosage play a major role in the evolution of life's diversity including complex metabolic networks, which is ultimately reflected in changes in the allele frequency over time. Robustness in evolvable biological systems is conferred by functional redundancy that is often created by macromolecular diversity and biological heterogeneity. The ability to investigate biological macromolecules at an increasingly finer level has uncovered a wealth of information in this regard. Therefore, the dynamics of biological complexity should be taken into consideration in biomedical research.
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Affiliation(s)
- Supratim Choudhuri
- Division of Food Ingredients, Office of Food Additive Safety, US Food and Drug Administration, College Park, MD, USA
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8
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DeLuca J, Oliver T, Hulsopple C, Selig D, Por E, Turner C, Hellwig L, Livezey J. Applying Pharmacogenomic Guidelines to Combat Medical Care. Mil Med 2021; 187:18-24. [PMID: 34967401 DOI: 10.1093/milmed/usab333] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/26/2021] [Revised: 06/08/2021] [Accepted: 08/05/2021] [Indexed: 11/13/2022] Open
Abstract
Pharmacogenomics is a pillar of personalized medicine that has the potential to deliver optimized treatment in many medical settings. Military medicine in the deployed setting is unique and therefore warrants separate assessment pertaining to its potential capabilities and impact. Pharmacogenomics for United States Active Duty Service Members medical care in the deployed setting has not, to our knowledge, been previously reviewed. We present potential applications of pharmacogenomics to forward medical care through two comprehensive references for deployed medical care, the Tactical Combat Casualty Care Guidelines (TCCC) and Emergency War Surgery (EWS) fifth edition. All drugs within the deployment manuals, TCCC guidelines and EWS book, were identified and the list was cross-referenced to the Clinical Pharmacogenetics Implementation Consortium guidelines and genes-drugs interactions list as well as the Food and Drug Administration Table of Pharmacogenomics Biomarkers in Drug Labeling. Ten pharmacologic categories were identified, consisting of 15 drugs, along with the classes, aminogylcosides, beta-blockers, and volatile anesthetics. Drugs and pharmacogenomics liabilities were tabulated. Eight specific drugs or classes are expounded upon given the belief of the authors of their potential for impacting future treatment on the battlefield in the setting of prolonged field care. This review outlines several genes with liabilities in the prolonged field care setting and areas that may produce improved care with further study.
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Affiliation(s)
- Jesse DeLuca
- Experimental Therapeutics, Walter Reed Army Institute of Research, Silver Spring, MD 20910, USA
| | - Thomas Oliver
- Clinical Pharmacology Fellowship, Uniformed Services University, Bethesda, MD 20814, USA
| | - Chad Hulsopple
- National Capital Consortium Sports Medicine Fellowship, Uniformed Services University, Bethesda, MD 20814, USA
| | - Daniel Selig
- Experimental Therapeutics, Walter Reed Army Institute of Research, Silver Spring, MD 20910, USA
| | - Elaine Por
- Experimental Therapeutics, Walter Reed Army Institute of Research, Silver Spring, MD 20910, USA.,Clinical Pharmacology Fellowship, Uniformed Services University, Bethesda, MD 20814, USA
| | - Clesson Turner
- Department of Pediatrics, Uniformed Services University, Bethesda, MD 20814, USA
| | - Lydia Hellwig
- Department of Pediatrics, Uniformed Services University, Bethesda, MD 20814, USA.,The Collaborative Health Initiative Research Program, Uniformed Services University, Bethesda, MD 20814, USA.,The Henry M. Jackson Foundation for the Advancement of Military Medicine, Inc, Bethesda, MD 20817, USA
| | - Jeffrey Livezey
- Clinical Pharmacology Fellowship, Uniformed Services University, Bethesda, MD 20814, USA.,Department of Pediatrics, Uniformed Services University, Bethesda, MD 20814, USA
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Sekimoto M, Imai T, Hidaka S, Chiba N, Sakurai A, Hata M, Kikuchi N. Elevated INR in a COVID-19 patient after concomitant administration of favipiravir and warfarin: A case report. J Clin Pharm Ther 2021; 47:407-410. [PMID: 34339547 PMCID: PMC8447296 DOI: 10.1111/jcpt.13499] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2021] [Revised: 07/16/2021] [Accepted: 07/23/2021] [Indexed: 11/29/2022]
Abstract
What is known and objective Favipiravir is a promising treatment candidate for managing coronavirus disease 2019 (COVID‐19). Warfarin has many drug interactions, but no interactions with favipiravir have been reported. Case summary Our patient was taking warfarin for deep vein thrombosis. The international normalized ratio (INR) was stable (1.65 to 2.0); however, it increased to 4.63 after administering favipiravir. The patient had no other factors justifying this change. What is new and conclusion Favipiravir and warfarin might have previously unidentified drug interactions that elevated the INR. Therefore, INR must be closely monitored when they are concomitantly administered in COVID‐19 patients.
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Affiliation(s)
- Masao Sekimoto
- Department of Pharmacy, Nihon University Hospital, Tokyo, Japan
| | - Toru Imai
- Department of Pharmacy, Nihon University Itabashi Hospital, Tokyo, Japan
| | - Shinji Hidaka
- Department of Pharmaceutical Regulatory Science, School of Pharmacy, Nihon University, Chiba, Japan
| | - Nobutaka Chiba
- Division of Emergency and Critical Care Medicine, Department of Acute Medicine, Nihon University School of Medicine, Tokyo, Japan
| | - Atsushi Sakurai
- Division of Emergency and Critical Care Medicine, Department of Acute Medicine, Nihon University School of Medicine, Tokyo, Japan
| | - Mitsumasa Hata
- Department of Cardiovascular Surgery, Nihon University Hospital, Tokyo, Japan
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Yamamura Y, Takeda K, Kawai YK, Ikenaka Y, Kitayama C, Kondo S, Kezuka C, Taniguchi M, Ishizuka M, Nakayama SMM. Sensitivity of turtles to anticoagulant rodenticides: Risk assessment for green sea turtles (Chelonia mydas) in the Ogasawara Islands and comparison of warfarin sensitivity among turtle species. AQUATIC TOXICOLOGY (AMSTERDAM, NETHERLANDS) 2021; 233:105792. [PMID: 33662877 DOI: 10.1016/j.aquatox.2021.105792] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/06/2020] [Revised: 02/15/2021] [Accepted: 02/20/2021] [Indexed: 06/12/2023]
Abstract
Although anticoagulant rodenticides (ARs) are effectively used for the control of invasive rodents, nontarget species are also frequently exposed to ARs and secondary poisonings occur widely. However, little data is available on the effects of ARs, especially on marine organisms. To evaluate the effects of ARs on marine wildlife, we chose green sea turtles (Chelonia mydas), which are one of the most common marine organisms around the Ogasawara islands, as our primary study species. The sensitivity of these turtles to ARs was assessed using both in vivo and in vitro approaches. We administered 4 mg/kg of warfarin sodium either orally or intravenously to juvenile green sea turtles. The turtles exhibited slow pharmacokinetics, and prolongation of prothrombin time (PT) was observed only with intravenous warfarin administration. We also conducted an in vitro investigation using liver microsomes from green sea turtles, and two other turtle species (softshell turtle and red-eared slider) and rats. The cytochrome P450 metabolic activity in the liver of green sea turtles was lower than in rats. Additionally, vitamin K epoxide reductase (VKOR), which is the target enzyme of ARs, was inhibited by warfarin in the turtles at lower concentration levels than in rats. These data indicate that turtles may be more sensitive to ARs than rats. We expect that these findings will be helpful for sea turtle conservation following accidental AR-broadcast incidents.
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Affiliation(s)
- Yoshiya Yamamura
- Laboratory of Toxicology, Department of Environmental Veterinary Sciences, Faculty of Veterinary Medicine, Hokkaido University, Kita 18 Nishi 9, Kita-ku, Sapporo, 060-0818, Japan
| | - Kazuki Takeda
- Laboratory of Toxicology, Department of Environmental Veterinary Sciences, Faculty of Veterinary Medicine, Hokkaido University, Kita 18 Nishi 9, Kita-ku, Sapporo, 060-0818, Japan
| | - Yusuke K Kawai
- Laboratory of Toxicology, the Graduate School of Veterinary Medicine, Obihiro University of Agriculture and Veterinary Medicine, Nishi-2, 11-banchi, Obihiro, 080-8555, Japan
| | - Yoshinori Ikenaka
- Laboratory of Toxicology, Department of Environmental Veterinary Sciences, Faculty of Veterinary Medicine, Hokkaido University, Kita 18 Nishi 9, Kita-ku, Sapporo, 060-0818, Japan; Water Research Group, Unit for Environmental Sciences and Management, North-West University, Potchefstroom, South Africa
| | - Chiyo Kitayama
- Everlasting Nature of Asia (ELNA), Ogasawara Marine Center, Ogasawara, Tokyo, 100-2101, Japan
| | - Satomi Kondo
- Everlasting Nature of Asia (ELNA), Ogasawara Marine Center, Ogasawara, Tokyo, 100-2101, Japan
| | - Chiho Kezuka
- Kobe Municipal Suma Aqualife Park, Kobe, Hyogo 654-0049, Japan
| | - Mari Taniguchi
- Kobe Municipal Suma Aqualife Park, Kobe, Hyogo 654-0049, Japan
| | - Mayumi Ishizuka
- Laboratory of Toxicology, Department of Environmental Veterinary Sciences, Faculty of Veterinary Medicine, Hokkaido University, Kita 18 Nishi 9, Kita-ku, Sapporo, 060-0818, Japan
| | - Shouta M M Nakayama
- Laboratory of Toxicology, Department of Environmental Veterinary Sciences, Faculty of Veterinary Medicine, Hokkaido University, Kita 18 Nishi 9, Kita-ku, Sapporo, 060-0818, Japan.
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11
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Harpak A, Garud N, Rosenberg NA, Petrov DA, Combs M, Pennings PS, Munshi-South J. Genetic Adaptation in New York City Rats. Genome Biol Evol 2020; 13:5991490. [PMID: 33211096 PMCID: PMC7851592 DOI: 10.1093/gbe/evaa247] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 11/17/2020] [Indexed: 02/06/2023] Open
Abstract
Brown rats (Rattus norvegicus) thrive in urban environments by navigating the anthropocentric environment and taking advantage of human resources and by-products. From the human perspective, rats are a chronic problem that causes billions of dollars in damage to agriculture, health, and infrastructure. Did genetic adaptation play a role in the spread of rats in cities? To approach this question, we collected whole-genome sequences from 29 brown rats from New York City (NYC) and scanned for genetic signatures of adaptation. We tested for 1) high-frequency, extended haplotypes that could indicate selective sweeps and 2) loci of extreme genetic differentiation between the NYC sample and a sample from the presumed ancestral range of brown rats in northeast China. We found candidate selective sweeps near or inside genes associated with metabolism, diet, the nervous system, and locomotory behavior. Patterns of differentiation between NYC and Chinese rats at putative sweep loci suggest that many sweeps began after the split from the ancestral population. Together, our results suggest several hypotheses on adaptation in rats living in proximity to humans.
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Affiliation(s)
- Arbel Harpak
- Department of Biological Sciences, Columbia University
| | - Nandita Garud
- Department of Ecology and Evolutionary Biology, University of California, Los Angeles
| | | | | | - Matthew Combs
- Department of Biological Sciences, Fordham University.,Department of Ecology, Evolution and Environmental Biology, Columbia University
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Abdullaev SP, Mirzaev KB, Burashnikova IS, Shikaleva AA, Kachanova AA, Abdullaev SP, Akmalova KA, Sozaeva ZA, Grishina EA, Sozaeva MSH, Rytkin EI, Sychev DA. Clinically relevant pharmacogenetic markers in Tatars and Balkars. Mol Biol Rep 2020; 47:3377-3387. [DOI: 10.1007/s11033-020-05416-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/02/2020] [Accepted: 03/31/2020] [Indexed: 10/24/2022]
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Cîmpan PL, Chira RI, Mocan M, Anton FP, Farcaş AD. Oral Anticoagulant Therapy-When Art Meets Science. J Clin Med 2019; 8:jcm8101747. [PMID: 31640208 PMCID: PMC6832236 DOI: 10.3390/jcm8101747] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/16/2019] [Revised: 10/15/2019] [Accepted: 10/16/2019] [Indexed: 12/15/2022] Open
Abstract
Anticoagulant treatment is extremely important and frequently encountered in the therapy of various cardiovascular diseases. Vitamin K antagonists (VKA) are in use for the prevention and treatment of arterial and venous thromboembolism, despite the introduction of new direct-acting oral anticoagulants (NOAC). The VKA still have the clear recommendation in patients with a mechanical prosthetic heart valve replacement or moderate to severe mitral stenosis of the rheumatic origin, in deep vein thrombosis associated with congenital thrombophilia, and in cases where NOAC are prohibited by social condition (financial reason) or by comorbidities (extreme weight, severe renal or liver disease). VKA dosing required to reach the targeted therapeutic range varies largely between patients (inter-individual variability). This inter-individual variability depends on multiple environmental factors such as age, mass, diet, etc. but it is also influenced by genetic determinism. About 30 genes implicated in the metabolism coumarins derivatives were identified, the most important being CYP2C9 and VKORC, each with several polymorphisms. Herein, we review the data regarding genetic alterations in general and specific populations, highlight the diagnosis options in particular cases presenting with genetic alteration causing higher sensitivity and/or resistance to VKA therapy and underline the utility of NOAC in solving such rare and difficult problems.
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Affiliation(s)
| | - Romeo Ioan Chira
- Internal Medicine Department, Iuliu Hatieganu University of Medicine and Pharmacy, 400012 Cluj-Napoca, Romania.
- Emergency Clinical County Hospital, 40006 Cluj Napoca, Romania.
| | - Mihaela Mocan
- Internal Medicine Department, Iuliu Hatieganu University of Medicine and Pharmacy, 400012 Cluj-Napoca, Romania.
- Emergency Clinical County Hospital, 40006 Cluj Napoca, Romania.
| | - Florin Petru Anton
- Internal Medicine Department, Iuliu Hatieganu University of Medicine and Pharmacy, 400012 Cluj-Napoca, Romania.
- Emergency Clinical County Hospital, 40006 Cluj Napoca, Romania.
| | - Anca Daniela Farcaş
- Internal Medicine Department, Iuliu Hatieganu University of Medicine and Pharmacy, 400012 Cluj-Napoca, Romania.
- Emergency Clinical County Hospital, 40006 Cluj Napoca, Romania.
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Abstract
The cytochromes P450 comprise a family of enzymes that are responsible for around three-quarters of all drug metabolism reactions that occur in human populations. Many isoforms of cytochrome P450 exist but most reactions are undertaken by CYP2C9, CYP2C19, CYP2D6 and CYP3A4. This brief review focusses on the first three isozymes which exhibit polymorphism of phenotype.If there is a wide variation in drug metabolising capacity within the population, this may precipitate clinical consequences and influence the drug treatment of patients. Such problems range from a lack of efficacy to unanticipated toxicity. In order to minimise untoward events and "personalise" a patient's treatment, efforts have been made to discover an individual's drug metabolism status. This requires knowledge of the subject's phenotype at the time of clinical treatment. Since such testing is difficult, time-consuming and costly, the simpler approach of genotyping has been advocated.However, the correlation between genotype and phenotype is not good, with values of up to 50% misprediction being reported. Genotype-assisted forecasts cannot therefore be used with confidence to replace actual phenotype measurements. Obfuscating factors discussed include gene splicing, single nucleotide polymorphisms, epigenetics and microRNA, transcription regulation and multiple gene copies.
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Mosedale M. Mouse Population-Based Approaches to Investigate Adverse Drug Reactions. Drug Metab Dispos 2018; 46:1787-1795. [PMID: 30045843 DOI: 10.1124/dmd.118.082834] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2018] [Accepted: 07/06/2018] [Indexed: 02/13/2025] Open
Abstract
Genetic variation is now recognized as a key factor in the toxicity of pharmaceutical agents. However, genetic diversity is not present in standard nonclinical toxicology models, and small clinical studies (phase I/II) may not include enough subjects to identify toxicity liabilities associated with less common susceptibility factors. As a result, many drugs pass through preclinical and early clinical studies before safety concerns are realized. Furthermore, when adverse drug reactions are idiosyncratic in nature, suggesting a role for rare genetic variants in the toxicity susceptibility, even large clinical studies (phase III) are often underpowered (due to low population frequency and/or small effect size of the risk factor) to identify associations that may be used for precision medicine risk mitigation strategies. Genetically diverse mouse populations can be used to help overcome the limitations of standard nonclinical and clinical studies and to model toxicity responses that require genetic susceptibility factors. Furthermore, mouse population-based approaches can be used to: 1) identify sensitive strains that can serve as a screening tool for next-in-class compounds, 2) identify genetic susceptibility factors that can be used for risk mitigation strategies, and 3) study mechanisms underlying drug toxicity. This review describes genetically diverse mouse populations and provides examples of their utility in investigating adverse drug response. It also explores recent efforts to adapt mouse population-based approaches to in vitro platforms, thereby enabling the incorporation of genetic diversity and the identification of genetic risk factors and mechanisms associated with drug toxicity susceptibility at all stages of drug development.
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Affiliation(s)
- Merrie Mosedale
- Division of Pharmacotherapy and Experimental Therapeutics and Institute for Drug Safety Sciences, UNC Eshelman School of Pharmacy, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina
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Effects of Digeda-4 Decoction on the CYP450 Activities in Rats Using a Cocktail Method by HPLC. BIOMED RESEARCH INTERNATIONAL 2018; 2018:1415082. [PMID: 30426002 PMCID: PMC6218799 DOI: 10.1155/2018/1415082] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/18/2018] [Accepted: 10/03/2018] [Indexed: 02/06/2023]
Abstract
Digeda-4 decoction is a traditional Mongolian medicine; its effects on cytochrome (CYP) enzymes are still unclear. CYP450 isoenzymes are the main drug metabolic enzymes, and their activities may be induced or inhibited by certain drugs, which lead to drug interactions in clinical use. Effects of Digeda-4 decoction on the activities of CYP450 subtype enzymes CYP1A2, CYP2C9, CYP2E1, CYP2C19, and CYP3A4 in rats were studied by cocktail method, and the pharmacokinetic parameters of five specific probe drugs (theophylline, tolbutamide, chlorzoxazone, omeprazole, and midazolam) were calculated by DAS software; changes of parameters can be used to evaluate the effects of Digeda-4 decoction on enzyme activities. The experimental rats were divided into three groups: control group, Digeda group, and positive group. Rats in Digeda group were given Digeda-4 decoction through continuous gavage for 14 days. After fasting for 12 hours, the mixed probes drug solution was injected into the tail vein; the blood samples were collected through the orbital vein at different time points. The concentrations of probe drugs in rat plasma were measured by HPLC. Compared with the control group, the half-life time (t1/2) of the pharmacokinetic parameters of theophylline, tolbutamide, omeprazole, and midazolam was prolonged, the area under the curve (AUC) increased, and the plasma clearance (CL) decreased in the Digeda group. Continuous gavage administration for 14 days may inhibit the activities of CYP450 subtype enzymes CYP1A2, CYP2C9, CYP2C19, and CYP3A4 of rats. Herb-drug interaction should be noted between Digeda-4 decoction and the drugs metabolized by CYP1A2, CYP2C9, CYP2C19, and CYP3A4.
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Abstract
PURPOSE OF REVIEW Pharmacogenetics is an important component of precision medicine. Even within the genomic era, several challenges lie ahead in the road towards clinical implementation of pharmacogenetics in the clinic. This review will summarize the current state of knowledge regarding pharmacogenetics of cardiovascular drugs, focusing on those with the most evidence supporting clinical implementation- clopidogrel, warfarin and simvastatin. RECENT FINDINGS There is limited translation of pharmacogenetics into clinical practice primarily due to the absence of outcomes data from prospective, randomized, genotype-directed clinical trials. There are several ongoing randomized controlled trials that will provide some answers as to the clinical utility of genotype-directed strategies. Several academic medical centers have pushed towards clinical implementation where the clinical validity data are strong. Their experiences will inform operational requirements of a clinical pharmacogenetics testing including the timing of testing, incorporation of test results into the electronic health record, reimbursement and ethical issues. SUMMARY Pharmacogenetics of clopidogrel, warfarin and simvastatin are three examples where pharmacogenetics testing may provide added clinical value. Continued accumulation of evidence surrounding clinical utility of pharmacogenetics markers is imperative as this will inform reimbursement policy and drive adoption of pharamcogenetics into routine care.
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Affiliation(s)
- Sony Tuteja
- Department of Medicine, University of Pennsylvania Perelman School of Medicine
| | - Nita Limdi
- Department of Neurology, University of Alabama at Birmingham
- Hugh Kaul Personalized Medicine Institute
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Laska AJ, Han MJ, Lospinoso JA, Brown PJ, Beachkofsky TM. CYP2C19*2 status in patients with Stevens-Johnson syndrome and toxic epidermal necrolysis. PHARMACOGENOMICS & PERSONALIZED MEDICINE 2017; 10:183-186. [PMID: 28553132 PMCID: PMC5440075 DOI: 10.2147/pgpm.s129908] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 01/06/2023]
Abstract
PURPOSE Genetic polymorphisms have been linked to an increased predisposition to developing certain diseases. For example, patients of Han-Chinese descent carrying the HLA-B*1502 allele are at an increased risk of developing Stevens-Johnson syndrome and toxic epidermal necrolysis (SJS/TEN) if given carbamazepine. Given the complexity of in vivo drug metabolism, it is plausible that the activity of enzyme systems unrelated to specific drug metabolism may be important. Although multiple biomarkers have been identified in unique ethnic groups, there has yet to be a study investigating the presence of the slow metabolizing allele of CYP2C19, denoted CYP2C19*2, in diverse groups and the risk of developing SJS/TEN. PATIENTS AND METHODS This study looked into the carrier status of CYP2C19*2, a poor metabolizing variant of CYP2C19, in patients diagnosed with SJS/TEN. We looked at its status in our series as a whole and when patients were divided by ethnicity. Genomic DNA was extracted from formalin-fixed paraffin-embedded tissue of patients with biopsy-proven SJS/TEN and real-time polymerase chain reaction was used to assess for the presence of CYP2C19*2. RESULTS CYP2C19*2 status was determined in 47 patients. Twenty-nine of these 47 patients had a single medication implicated as causing their disease, and eight of these patients were heterozygous or homozygous for CYP2C19*2. There was insufficient evidence to conclude that the presence of CYP2C19*2 is an independent predictor of risk for developing SJS/TEN in our series as a whole. This analysis also confirmed that the frequency of the CYP2C19*2 polymorphism within the different ethnicities in our series did not vary statistically from reported ethnic rates. CONCLUSION Our study was unable to show a relationship between CYP2C19*2 status and predisposition toward SJS/TEN. We had a heterogeneous population, making it difficult to control for possible confounding factors.
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Affiliation(s)
- Amanda J Laska
- Department of Dermatology, San Antonio Uniformed Services Health Education Consortium, San Antonio, TX
| | - Marie J Han
- Department of Dermatology, San Antonio Uniformed Services Health Education Consortium, San Antonio, TX
| | | | - Patrick J Brown
- Department of Dermatology, San Antonio Uniformed Services Health Education Consortium, San Antonio, TX
| | - Thomas M Beachkofsky
- Department of Dermatology, San Antonio Uniformed Services Health Education Consortium, San Antonio, TX
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Bern M. Observations on Possible Effects of Daily Vitamin K Replacement, Especially Upon Warfarin Therapy. JPEN J Parenter Enteral Nutr 2017; 28:388-98. [PMID: 15568285 DOI: 10.1177/0148607104028006388] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
Daily parenteral vitamin K supplement is now recommended by the U.S. Food and Drug Administration (FDA) for patients receiving IV hyperalimentation. This is considered as preferable to the previous recommendations of weekly parenteral or oral supplement, or as in some cases no supplement at all. Supplemental vitamin K1 will ensure adequate supplies for hepatic saturation and thus the production of clotting factors II, VII, IX, and X, plus the anticoagulants protein C, protein S, and protein Z. But this is not the entire story. This recommended supplement will affect other physiologic systems that also use vitamin K-dependent gamma-carboxylation. Vitamin K is not 1 molecule but rather 2 natural substances, vitamin K1 and K2, and the synthetic K3's. It is not understood, what, if any, effect may occur because of the saturation or competition from the vitamin K1 upon the functioning of vitamins K2 and the derivatives of K3 in vivo upon bone mineralization, cell growth, and blood vessel health, all known to be influenced by the vitamins K. There are probably other physiologic systems yet to be studied relative to vitamins K and gamma-carboxylation. This review also considers the available research upon warfarin when given to patients receiving hyperalimentation and what effects the vitamin K supplements may have. Because studies to date have not controlled for vitamin K intake, consideration is given to whether one should expect any change in previously reported outcomes when using low-dose warfarin for prophylaxis against central vein thrombosis. Also considered are possible positive or negative effects that chronic warfarin therapy may have upon the other vitamin K-dependent systems under discussion. This review offers a platform for further discussion and derived clinical research provoked by this new FDA recommendation.
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Affiliation(s)
- Murray Bern
- Cancer Center of Boston, New England Baptist Hospital, Harvard Medical School, Boston, Massachusetts, USA.
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20
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Kudzi W, Ahorhorlu SY, Dzudzor B, Olayemi E, Nartey ET, Asmah RH. Genetic polymorphisms of patients on stable warfarin maintenance therapy in a Ghanaian population. BMC Res Notes 2016; 9:507. [PMID: 27938396 PMCID: PMC5148898 DOI: 10.1186/s13104-016-2306-x] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/04/2015] [Accepted: 11/26/2016] [Indexed: 01/21/2023] Open
Abstract
BACKGROUND Warfarin is a widely prescribed anticoagulant with narrow therapeutic window for thromboembolic events. Warfarin displays large individual variability in dose requirements. The purpose of this study is to assess the contribution of patient-specific and genetic risk factors to dose requirements of patients on either high or low warfarin maintenance dose in Ghana. Blood samples were collected from 141 (62 males, 79 females) Ghanaian patients on stable warfarin dose to determine their INR. Influence of patient specific factors and gene variations within VKORC1, CYP2C9 and CYP4F2 were determined in patients on either high or low warfarin maintenance dose. RESULTS One hundred and forty-one patients took part in the study with 79 (56%) participants being Female. The median age of the study participants was 48 years [IQR: 34-58]. The median duration for patients to be on warfarin therapy was 24 months [IQR: 10-72]. Majority of the study participants (80.9%, n = 114) did not have any side effects to warfarin. CYP2C9*2 and CYP2C9*3 variant alleles were not detected. VKORC1 variant allele was observed at 6% and CYP4F2 variant allele was observed at 41%. Duration of patients on warfarin therapy was marginally associated with high warfarin dose (adjusted OR = 1.01 [95% CI 1.00-1.02], p = 0.033) while the odds of heterozygous individuals (G/A) for VKORC1 gene to have high warfarin dose compared to persons with homozygous (G/G) (adjusted OR = 0.06 [95% CI 0.01-0.63], p = 0.019). Age, gender, diagnosis, presence of side effects and other medications were not associated with warfarin dose (p = 0.05). CONCLUSION This study provides data on VKORC1 and CYP4F2 variants among an indigenous African population. Duration of patients on warfarin therapy was marginally associated with high warfarin dose. CYP2C9*2 and *3 variants were not detected and may not be the most important genetic factor for warfarin maintenance dose among Ghanaians.
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Affiliation(s)
- William Kudzi
- Centre for Tropical Clinical Pharmacology and Therapeutics, School of Medicine and Dentistry, College of Health Sciences, University of Ghana, P.O. GP 4236, Accra, Ghana.
| | - Samuel Yao Ahorhorlu
- Centre for Tropical Clinical Pharmacology and Therapeutics, School of Medicine and Dentistry, College of Health Sciences, University of Ghana, P.O. GP 4236, Accra, Ghana
| | - Bartholomew Dzudzor
- Department of Medical Biochemistry, School of Biomedical and Allied Health Sciences, College of Health Sciences, University of Ghana, P.O. GP 143, Accra, Ghana
| | - Edeghonghon Olayemi
- Department of Haematology, School of Medicine and Dentistry, College of Health Sciences, University of Ghana, P.O. GP 4236, Accra, Ghana
| | - Edmund Tetteh Nartey
- Centre for Tropical Clinical Pharmacology and Therapeutics, School of Medicine and Dentistry, College of Health Sciences, University of Ghana, P.O. GP 4236, Accra, Ghana
| | - Richard Harry Asmah
- Department of Medical Laboratory Sciences, School of Biomedical and Allied Health Sciences, College of Health Sciences, University of Ghana, P.O. GP 143, Accra, Ghana
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Ahmed S, Zhou Z, Zhou J, Chen SQ. Pharmacogenomics of Drug Metabolizing Enzymes and Transporters: Relevance to Precision Medicine. GENOMICS PROTEOMICS & BIOINFORMATICS 2016; 14:298-313. [PMID: 27729266 PMCID: PMC5093856 DOI: 10.1016/j.gpb.2016.03.008] [Citation(s) in RCA: 181] [Impact Index Per Article: 20.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/11/2015] [Revised: 02/17/2016] [Accepted: 03/08/2016] [Indexed: 01/11/2023]
Abstract
The interindividual genetic variations in drug metabolizing enzymes and transporters influence the efficacy and toxicity of numerous drugs. As a fundamental element in precision medicine, pharmacogenomics, the study of responses of individuals to medication based on their genomic information, enables the evaluation of some specific genetic variants responsible for an individual’s particular drug response. In this article, we review the contributions of genetic polymorphisms to major individual variations in drug pharmacotherapy, focusing specifically on the pharmacogenomics of phase-I drug metabolizing enzymes and transporters. Substantial frequency differences in key variants of drug metabolizing enzymes and transporters, as well as their possible functional consequences, have also been discussed across geographic regions. The current effort illustrates the common presence of variability in drug responses among individuals and across all geographic regions. This information will aid health-care professionals in prescribing the most appropriate treatment aimed at achieving the best possible beneficial outcomes while avoiding unwanted effects for a particular patient.
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Affiliation(s)
- Shabbir Ahmed
- Department of Precision Medicine and Biopharmaceutics, College of Pharmaceutical Sciences, Zhejiang University, Hangzhou 310058, China
| | - Zhan Zhou
- Department of Precision Medicine and Biopharmaceutics, College of Pharmaceutical Sciences, Zhejiang University, Hangzhou 310058, China
| | - Jie Zhou
- Department of Precision Medicine and Biopharmaceutics, College of Pharmaceutical Sciences, Zhejiang University, Hangzhou 310058, China
| | - Shu-Qing Chen
- Department of Precision Medicine and Biopharmaceutics, College of Pharmaceutical Sciences, Zhejiang University, Hangzhou 310058, China; International Center for Precision Medicine, Zhejiang California International NanoSystems Institute, Hangzhou 310058, China.
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Nishiyama Y, Nakayama SMM, Watanabe KP, Kawai YK, Ohno M, Ikenaka Y, Ishizuka M. Strain differences in cytochrome P450 mRNA and protein expression, and enzymatic activity among Sprague Dawley, Wistar, Brown Norway and Dark Agouti rats. J Vet Med Sci 2016; 78:675-80. [PMID: 26806536 PMCID: PMC4873860 DOI: 10.1292/jvms.15-0299] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022] Open
Abstract
Rat cytochrome P450 (CYP) exhibits inter-strain differences, but their analysis has been
scattered across studies under different conditions. To identify these strain differences
in CYP more comprehensively, mRNA expression, protein expression and metabolic activity
among Wistar (WI), Sprague Dawley (SD), Dark Agouti (DA) and Brown Norway (BN) rats were
compared. The mRNA level and enzymatic activity of CYP1A1 were highest in SD rats. The
rank order of Cyp3a2 mRNA expression mirrored its protein expression,
i.e., DA>BN>SD>WI, and was similar to the CYP3A2-dependent warfarin metabolic
activity, i.e., DA>SD>BN>WI. These results suggest that the strain differences in
CYP3A2 enzymatic activity are caused by differences in mRNA expression.
Cyp2b1 mRNA levels, which were higher in DA rats, did not correlate
with its protein expression or enzymatic activity. This suggests that the strain
differences in enzymatic activity are not related to Cyp2b1 mRNA
expression. In conclusion, WI rats tended to have the lowest CYP1A1, 2B1 and 3A2 mRNA
expression, protein expression and enzymatic activity among the strains. In addition, SD
rats had the highest CYP1A1 mRNA expression and activity, while DA rats had higher CYP2B1
and CYP3A2 mRNA and protein expression. These inter-strain differences in CYP could
influence pharmacokinetic considerations in preclinical toxicological studies.
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Affiliation(s)
- Yoshihiro Nishiyama
- Laboratory of Toxicology, Department of Environmental Veterinary Sciences, Graduate School of Veterinary Medicine, Hokkaido University, 18 W9, Kita-ku, Sapporo 060-0818, Japan
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Pingili R, Vemulapalli S, Mullapudi SS, Nuthakki S, Pendyala S, Kilaru N. Pharmacokinetic interaction study between flavanones (hesperetin, naringenin) and rasagiline mesylate in wistar rats. Drug Dev Ind Pharm 2015; 42:1110-7. [DOI: 10.3109/03639045.2015.1115868] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
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Gryseels S, Leirs H, Makundi R, Goüy de Bellocq J. Polymorphism in vkorc1 Gene of Natal Multimammate Mice, Mastomys natalensis, in Tanzania. J Hered 2015. [PMID: 26223233 DOI: 10.1093/jhered/esv054] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Abstract
Resistance of rodents to anticoagulant rodenticides has emerged in several areas across the world. Single nucleotide mutations in the vkorc1 gene have been shown to elicit various levels of anticoagulant resistance, and these mutations are prevalent in several Rattus and Mus musculus populations. In sub-Saharan Africa, the Natal multimammate mouse, Mastomys natalensis, is one of the most damaging pests to crops, and anticoagulant poisons such as bromadiolone are frequently used to control these rodents in agricultural fields. Here, we investigate if vkorc1 shows any polymorphism in natural populations of M. natalensis. We sequenced the third exon of vkorc1 of 162 M. natalensis captured from 14 different agricultural sites in Morogoro Region, Tanzania. In addition to 6 SNPs in the noncoding flanking region, we detected 3 nonsynonymous SNPs in this exon: 10 animals (6.2%) carried a Leu108Val variant, 2 animals (1.2%) an Ala140Thr variant, and 1 animal (0.6 %) an Arg100His variant, all 3 in heterozygous form. Ala140Thr is just one residue from a mutation known to be involved in anticoagulant resistance in Rattus and Mus. While in vitro or in vivo experiments are needed to link vkorc1 genetic polymorphisms to level of VKOR activity and anticoagulant susceptibility, our results suggest that M. natalensis individuals may vary in their response to anticoagulant rodenticides. This is the first vkorc1 sequence data from a species outside the Rattus or Mus genera, and for the first time from a rodent species endemic to Africa.
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Affiliation(s)
- Sophie Gryseels
- From the Department of Biology, Evolutionary Ecology Group, University of Antwerp, Antwerp, Belgium (Gryseels, Leirs, and Goüy de Bellocq); Pest Management Centre, Sokoine University of Agriculture, Morogoro, Tanzania (Makundi); Institute of Vertebrate Biology, Academy of Sciences of the Czech Republic, Studenec, Czech Republic (Goüy de Bellocq).
| | - Herwig Leirs
- From the Department of Biology, Evolutionary Ecology Group, University of Antwerp, Antwerp, Belgium (Gryseels, Leirs, and Goüy de Bellocq); Pest Management Centre, Sokoine University of Agriculture, Morogoro, Tanzania (Makundi); Institute of Vertebrate Biology, Academy of Sciences of the Czech Republic, Studenec, Czech Republic (Goüy de Bellocq)
| | - Rhodes Makundi
- From the Department of Biology, Evolutionary Ecology Group, University of Antwerp, Antwerp, Belgium (Gryseels, Leirs, and Goüy de Bellocq); Pest Management Centre, Sokoine University of Agriculture, Morogoro, Tanzania (Makundi); Institute of Vertebrate Biology, Academy of Sciences of the Czech Republic, Studenec, Czech Republic (Goüy de Bellocq)
| | - Joëlle Goüy de Bellocq
- From the Department of Biology, Evolutionary Ecology Group, University of Antwerp, Antwerp, Belgium (Gryseels, Leirs, and Goüy de Bellocq); Pest Management Centre, Sokoine University of Agriculture, Morogoro, Tanzania (Makundi); Institute of Vertebrate Biology, Academy of Sciences of the Czech Republic, Studenec, Czech Republic (Goüy de Bellocq)
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Zhang G, Zhang Y, Ling Y, Jia J. Web resources for pharmacogenomics. GENOMICS PROTEOMICS & BIOINFORMATICS 2015; 13:51-4. [PMID: 25703229 PMCID: PMC4411480 DOI: 10.1016/j.gpb.2015.01.002] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 12/26/2014] [Revised: 01/10/2015] [Accepted: 01/12/2015] [Indexed: 11/24/2022]
Abstract
Pharmacogenomics is the study of the impact of genetic variations or genotypes of individuals on their drug response or drug metabolism. Compared to traditional genomics research, pharmacogenomic research is more closely related to clinical practice. Pharmacogenomic discoveries may effectively assist clinicians and healthcare providers in determining the right drugs and proper dose for each patient, which can help avoid side effects or adverse reactions, and improve the drug therapy. Currently, pharmacogenomic approaches have proven their utility when it comes to the use of cardiovascular drugs, antineoplastic drugs, aromatase inhibitors, and agents used for infectious diseases. The rapid innovation in sequencing technology and genome-wide association studies has led to the development of numerous data resources and dramatically changed the landscape of pharmacogenomic research. Here we describe some of these web resources along with their names, web links, main contents, and our ratings.
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Affiliation(s)
- Guoqing Zhang
- Shanghai Center for Bioinformation Technology, Shanghai 201203, China.
| | - Yunsheng Zhang
- Shanghai Center for Bioinformation Technology, Shanghai 201203, China
| | - Yunchao Ling
- Shanghai Center for Bioinformation Technology, Shanghai 201203, China
| | - Jia Jia
- Shanghai Center for Bioinformation Technology, Shanghai 201203, China
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The effect of aleglitazar on the pharmacokinetics and pharmacodynamics of S- and R-warfarin in healthy male subjects. J Cardiovasc Pharmacol 2014; 63:152-7. [PMID: 24157957 DOI: 10.1097/fjc.0000000000000033] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
Abstract
: Aleglitazar acts through balanced activation of peroxisome proliferator-activated receptors α and γ; warfarin is a commonly prescribed anticoagulant. Given the extent of cardiovascular disease in patients with type 2 diabetes, cotreatment with aleglitazar and warfarin is likely in this population. This open-label, randomized, 2-period, crossover study in 12 healthy male subjects investigated the potential for drug-drug interactions between warfarin and aleglitazar (final data drawn from 11 white subjects). The primary objective was to investigate the effect of aleglitazar on the pharmacokinetic properties of S-warfarin and on the pharmacodynamics of the racemic mixture; the secondary objectives included the effect of aleglitazar on R-warfarin pharmacokinetics and of racemic warfarin on aleglitazar pharmacokinetics. Subjects were randomized to single-dose warfarin on day 1 or aleglitazar once daily (12 days) plus single-dose warfarin on day 6 followed by a 14-day washout period, then crossover. Coadministration of aleglitazar reduced S- and R-warfarin exposure (AUC0-∞) by 18% and 13%, respectively, but did not change its pharmacodynamic effects (prothrombin time and factor VII activity). After warfarin dosing, aleglitazar trough concentrations remained within the same range. These findings indicate that coadministration of aleglitazar and warfarin is unlikely to affect the efficacy or safety of either agent.
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Jin B, Hong Y, Zhu J, Li Y, Shi HM. The impact of VKORC1-1639G > A genetic polymorphism upon warfarin dose requirement in different ethnic populations. Curr Med Res Opin 2014; 30:1505-11. [PMID: 24708259 DOI: 10.1185/03007995.2014.912982] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
Abstract
OBJECTIVE Published data on the association between vitamin K epoxide reductase complex 1 (VKORC1)-1639G > A polymorphism and warfarin dose requirement are inconclusive. To derive a more precise estimation of the relationship, a meta-analysis was performed. METHODS AND RESULTS Studies were identified in English-language articles by search of PubMed and Embase database (inception to July 2013). A total of 32 prospective clinical trials involving 5005 patients were identified and included for analysis. Overall, the weighted mean maintenance dosage of warfarin in patients with the -1639AA genotype decreased 2.62 mg/d compared with that in the -1639GG genotype patients (95% CI -3.10 to -2.14; P < 0.00001) when 24 eligible studies were pooled into the meta-analysis. Furthermore, significantly lower warfarin dose requirement was found in patients with GA genotype versus GG genotype (WMD, -1.32; 95% CI -1.67 to -0.96; P < 0.00001). In the subgroup analysis by ethnicity, statistically significant lower maintenance dosage of warfarin in patients with the AA genotype versus GG genotype were found in both Caucasians (WMD, -2.47; 95% CI -2.92 to -2.03; P < 0.00001) and Asians (WMD, -2.84; 95% CI -4.57 to -1.11; P = 0.001). CONCLUSIONS This meta-analysis indicated that the VKORC1-1639G > A genetic polymorphism is associated with the variation of interindividual warfarin dose requirement in different ethnic populations.
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Affiliation(s)
- Bo Jin
- Department of Cardiology, Huashan Hospital, Fudan University , Shanghai , China
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Zhang Z, Ge B, Zhou L, Lam TN, Zuo Z. Induction of liver cytochrome P450s by Danshen-Gegen formula is the leading cause for its pharmacokinetic interactions with warfarin. JOURNAL OF ETHNOPHARMACOLOGY 2014; 154:672-686. [PMID: 24832110 DOI: 10.1016/j.jep.2014.04.047] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/12/2014] [Revised: 04/10/2014] [Accepted: 04/27/2014] [Indexed: 06/03/2023]
Abstract
ETHNOPHARMACOLOGICAL RELEVANCE Although the increased usage of herbal medicine leading to herb-drug interactions is well reported, the mechanism of such interactions between herbal medicines with conventionally prescribed drugs such as warfarin is not yet fully understood. Our previous rat in vivo study demonstrated that co-administration of Danshen-Gegen Formula (DGF), a Radix Salvia miltiorrhiza (Danshen) and Radix Puerariae lobatae (Gegen) containing Chinese medicine formula recently developed for the treatment of cardiovascular disease, with warfarin could cause significant herb-drug interactions. The current study aims to explore the pharmacokinetics-based mechanism of the DGF-warfarin interactions during absorption, distribution and metabolism processes. MATERIALS AND METHODS Caco-2 cell monolayer model and rat in situ intestinal perfusion model were used to study the DGF-warfarin interactions during the intestinal absorption processes. Male Sprague-Dawley rats were orally administered warfarin in presence and absence of DGF for consecutive 5 days. The microsomal activity and expression of the liver CYP isozymes were determined and compared among different treatment groups. Blood from the rats administered DGF was employed to evaluate effects of DGF on the plasma protein binding of warfarin. RESULTS Absorption studies demonstrated that DGF could potentially increase the intestinal absorption of warfarin (32% and 75% increase of warfarin Papp in Caco-2 and intestinal perfusion models, respectively) via altering the regional pH environment in GI tract. DGF administration could lead to significant increase in liver microsomal activity and mRNA expression of CYP1A1 and CYP2B1, indicating the potential induction on the liver metabolism of warfarin by DGF. Moreover, it has been proven by ex vivo study that the single-dose administration of DGF could decrease the protein binding of warfarin in plasma by at least 11.6%. CONCLUSION Collectively, current study demonstrated that DGF could significantly induce the liver phase I metabolism of warfarin, and to a less extent, potentially increase the intestinal absorption and decrease the plasma protein binding of warfarin. The inductive effects of DGF on the liver phase I metabolism of warfarin may be dominantly responsible for the DGF-warfarin pharmacokinetics interactions.
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Affiliation(s)
- Zhen Zhang
- School of Pharmacy, Faculty of Medicine, The Chinese University of Hong Kong, Shatin, New Territories, Hong Kong Special Administrative Region
| | - Beikang Ge
- School of Pharmacy, Faculty of Medicine, The Chinese University of Hong Kong, Shatin, New Territories, Hong Kong Special Administrative Region
| | - Limin Zhou
- School of Pharmacy, Faculty of Medicine, The Chinese University of Hong Kong, Shatin, New Territories, Hong Kong Special Administrative Region
| | - Tai-Ning Lam
- School of Pharmacy, Faculty of Medicine, The Chinese University of Hong Kong, Shatin, New Territories, Hong Kong Special Administrative Region
| | - Zhong Zuo
- School of Pharmacy, Faculty of Medicine, The Chinese University of Hong Kong, Shatin, New Territories, Hong Kong Special Administrative Region.
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Giri AK, Khan NM, Grover S, Kaur I, Basu A, Tandon N, Scaria V, Consortium IGV, Kukreti R, Brahmachari SK, Bharadwaj D. Genetic epidemiology of pharmacogenetic variations in CYP2C9, CYP4F2 and VKORC1 genes associated with warfarin dosage in the Indian population. Pharmacogenomics 2014; 15:1337-54. [DOI: 10.2217/pgs.14.88] [Citation(s) in RCA: 30] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/03/2023] Open
Abstract
Aim: Warfarin, a widely used anticoagulant, exhibits large interindividual variability in dose requirements. CYP2C9 and VKORC1 polymorphisms in various ethnic groups have been extensively studied as genetic markers associated with variable drug response. However, allele frequencies of these variants have not been assessed in major ethnic groups in the Indian population. Materials & methods: To study the functional variants known to affect warfarin dosing, we reanalyzed genotype microarray datasets generated as a part of genome-wide association studies as well as data from the Indian Genome Variation database. We examined data from 2680 individuals across 24 ethnically diverse Indian subpopulations. Results: Allelic distribution of VKORC1 (-1639G>A) showed a greater degree of variation across Indian subpopulations, with frequencies as low as 6.5% in an out-group subpopulation to >70% in Tibeto–Burmans. Risk allele frequency of CYP4F2*3 (V433M) was higher in north Indians (0.30–0.44), as compared with other world populations, such as African–American (0.12), Caucasian (0.34) and Hispanic (0.23). TheVKORC1 variant (-1639A) was shown to be prevalent amongst Tibeto–Burmans, whereas CYP2C9 (R144C, I359L) and CYP4F2 (V433M) variants were observed in considerable variability amongst Indo–Europeans. The frequency of CYP2C9*3 (I359L) in north Indians was found to be higher than in most Asian populations. Furthermore, geographical distribution patterns of these variants in north India showed an increased trend of warfarin extensive metabolizers from the Himalayan to Gangetic region. Combined allele frequency (CYP2C9*3 and CYP4F2*3) data suggest that poor metabolizers varied in the range of 0.38–1.85% in Indo–Europeans. Conclusion: Based on genotypic distribution, the majority of the Indian subpopulation might require higher doses for stable anticoagulation, whereas careful assessment is required for Tibeto–Burmans who are expected to have intermediate dose requirement. This is the largest global genetic epidemiological study examining variants associated with warfarin that could potentially be valuable to clinicians in optimizing dosage strategies. Original submitted 4 April 2014; Revision submitted 23 May 2014
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Affiliation(s)
- Anil K Giri
- CSIR-Institute of Genomics & Integrative Biology, Delhi, 110 020, India
- Academy of Scientific & Innovative Research (AcSIR), Anusandhan Bhavan, 2 Rafi Marg Delhi, 110 001, India
| | - Nazir M Khan
- CSIR-Institute of Genomics & Integrative Biology, Delhi, 110 020, India
| | - Sandeep Grover
- CSIR-Institute of Genomics & Integrative Biology, Delhi, 110 020, India
| | - Ismeet Kaur
- CSIR-Institute of Genomics & Integrative Biology, Delhi, 110 020, India
| | - Analabha Basu
- National Institute of BioMedical Genomics, Kalyani, 741 251, India
| | - Nikhil Tandon
- Department of Endocrinology, All India Institute of Medical Sciences, New Delhi, 110 029, India
| | - Vinod Scaria
- Academy of Scientific & Innovative Research (AcSIR), Anusandhan Bhavan, 2 Rafi Marg Delhi, 110 001, India
- GN Ramachandran Knowledge Center for Genome Informatics, CSIR-Institute of Genomics & Integrative Biology, Mathura Road, Delhi, 110 020, India
| | | | - Ritushree Kukreti
- CSIR-Institute of Genomics & Integrative Biology, Delhi, 110 020, India
| | | | - Dwaipayan Bharadwaj
- CSIR-Institute of Genomics & Integrative Biology, Delhi, 110 020, India
- Academy of Scientific & Innovative Research (AcSIR), Anusandhan Bhavan, 2 Rafi Marg Delhi, 110 001, India
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Aomori T, Fujita Y, Obayashi K, Sato H, Kiyotani K, Nakamura K, Nakamura T, Yamamoto K. Case report: dose adjustment of warfarin using genetic information and plasma concentration monitoring. J Clin Pharm Ther 2014; 39:319-21. [DOI: 10.1111/jcpt.12135] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/25/2013] [Accepted: 01/06/2014] [Indexed: 11/27/2022]
Affiliation(s)
- T. Aomori
- Center for Pharmacy Practice; Faculty of Pharmacy; Keio University; Tokyo Japan
- Department of Pharmacy; Gunma University Hospital; Maebashi Japan
- Department of Clinical Pharmacology; Gunma University Graduate School of Medicine; Maebashi Japan
| | - Y. Fujita
- Department of Pharmacy; Gunma University Hospital; Maebashi Japan
- Department of Pharmacy; Gunma Prefectural Cancer Center; Ota Japan
| | - K. Obayashi
- Department of Pharmacy; Gunma University Hospital; Maebashi Japan
| | - H. Sato
- Department of Medicine; Pharmaceutical Administration; Center for Medical Welfare; Sapporo Ayuminosono; Sapporo Japan
| | - K. Kiyotani
- Section of Hematology/Oncology; the University of Chicago Medical Center; Chicago IL USA
| | - K. Nakamura
- Department of Pharmacy; Gunma University Hospital; Maebashi Japan
- Educational Research Center for Clinical Pharmacy; Nagoya City University; Graduate School of Pharmaceutical Science; Nagoya Japan
| | - T. Nakamura
- Center for Pharmacy Practice; Faculty of Pharmacy; Keio University; Tokyo Japan
- Department of Pharmacy; Gunma University Hospital; Maebashi Japan
- Department of Clinical Pharmacology; Gunma University Graduate School of Medicine; Maebashi Japan
| | - K. Yamamoto
- Department of Pharmacy; Gunma University Hospital; Maebashi Japan
- Department of Clinical Pharmacology; Gunma University Graduate School of Medicine; Maebashi Japan
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Lu Y, Yang J, Zhang H, Yang J. Prediction of warfarin maintenance dose in Han Chinese patients using a mechanistic model based on genetic and non-genetic factors. Clin Pharmacokinet 2014; 52:567-81. [PMID: 23515956 DOI: 10.1007/s40262-013-0054-9] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/27/2022]
Abstract
BACKGROUND AND OBJECTIVES Many attempts have been made to predict the warfarin maintenance dose in patients beginning warfarin therapy using a descriptive model based on multiple linear regression. Here we report the first attempt to develop a comprehensive mechanistic model integrating in vitro-in vivo extrapolation (IVIVE) with a pharmacokinetic-pharmacodynamic model to predict the warfarin maintenance dose in Han Chinese patients. The model incorporates demographic factors [sex, age, body weight (BW)] and the genetic polymorphisms of cytochrome P450 (CYP) 2C9 (CYP2C9) and vitamin K epoxide reductase complex subunit 1 (VKORC1). METHODS Information on the various factors, mean warfarin daily dose and International Normalized Ratio (INR) was available for a cohort of 197 Han Chinese patients. Based on in vitro enzyme kinetic parameters for S-warfarin metabolism, demographic data for Han Chinese and some scaling factors, the S-warfarin clearance (CL) was predicted for patients in the cohort with different CYP2C9 genotypes using IVIVE. The plasma concentration of S-warfarin after a single oral dose was simulated using a one-compartment pharmacokinetic model with first-order absorption and a lag time and was combined with a mechanistic coagulation model to simulate the INR response. The warfarin maintenance dose was then predicted based on the demographic data and genotypes of CYP2C9 and VKORC1 for each patient and using the observed steady-state INR (INRss) as a target value. Finally, sensitivity analysis was carried out to determine which factor(s) affect the warfarin maintenance dose most strongly. RESULTS The predictive performance of this mechanistic model is not inferior to that of our previous descriptive model. There were significant differences in the mean warfarin daily dose in patients with different CYP2C9 and VKORC1 genotypes. Using IVIVE, the predicted mean CL of S-warfarin for patients with CYP2C9*1/*3 (0.092 l/h, n = 11) was 57 % less than for those with wild-type *1/*1 (0.215 l/h, n = 186). In addition, *1/*1 patients needed about 1 week to reach steady state, whereas *1/*3 patients needed about 2 weeks. In terms of the predicted INRss values, only ten patients had INRss values outside the expected therapeutic range (1.5-2.8). To evaluate our mechanistic model, we predicted the warfarin maintenance dose for 183 patients and explained 42 % of its variation, which is comparable to our previous prediction using a descriptive model based on multiple linear regression. The mean predicted/observed warfarin doses (mg/day) for different combinations of CYP2C9 and VKORC1 genotypes were 1.54/3.75 (n = 1) for *1/*1 and GG, 3.33/3.66 (n = 36) for *1/*1 and AG, 2.31/2.41 (n = 136) for *1/*1 and AA, and 1.56/1.69 (n = 10) for *1/*3 and AA, respectively. Sensitivity analysis indicated BW and genetic polymorphisms of CYP2C9 and VKORC1 were important factors affecting the warfarin maintenance dose in the study population. CONCLUSION The mechanistic model reported is the first to integrate IVIVE with a pharmacokinetic-pharmacodynamic model to describe the association of the warfarin maintenance dose with sex, age, BW and the genotypes of CYP2C9 and VKORC1. The model was effective in predicting S-warfarin clearance and in simulating its plasma concentration-time curve in a cohort of Han Chinese patients. In addition, the model accurately predicted the INR response and warfarin maintenance dose in a cohort of Han Chinese patients.
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Affiliation(s)
- Yuan Lu
- Center of Drug Metabolism and Pharmacokinetics, China Pharmaceutical University, No. 24 Tongjiaxiang, Nanjing, 210009, China
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Londin ER, Clark P, Sponziello M, Kricka LJ, Fortina P, Park JY. Performance of exome sequencing for pharmacogenomics. Per Med 2014; 12:109-115. [PMID: 26257813 PMCID: PMC4526024 DOI: 10.2217/pme.14.77] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
AIM We present the potential false-negative rate of exome sequencing for the detection of pharmacogenomic variants. MATERIALS & METHODS Depth of coverage of 1928 pharmacogenomically relevant variant positions was ascertained from 62 exome-sequenced samples. RESULTS Approximately 14% of the 1928 variant locations examined had inadequate depth of coverage (<20x). The variants with inadequate coverage were predominantly located outside of protein-coding portions and included some clinically relevant variant positions, such as the warfarin VKORC1 variant. CONCLUSION While the use of exome sequencing is becoming more prevalent in fundamental research, clinical trials and clinical use; there is a possibility of false-negative results. The possible quality issues such as false-negative rate should be considered with the use of exome sequencing.
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Affiliation(s)
- Eric R Londin
- Department of Pathology, Anatomy & Cellular Biology, Computational Medicine Center, Sidney Kimmel Medical College at Thomas Jefferson University, Philadelphia, PA 19146, USA
| | - Peter Clark
- Department of Pathology & Laboratory Medicine, The Children’s Hospital of Philadelphia, Philadelphia, PA 19104, USA
| | - Marialuisa Sponziello
- Department of Internal Medicine & Medical Specialties, University of Rome “Sapienza”, Rome, Italy
| | - Larry J Kricka
- Department of Pathology & Laboratory Medicine, University of Pennsylvania Medical Center, Philadelphia, PA 19104, USA
| | - Paolo Fortina
- Cancer Genomics Laboratory, Department of Cancer Biology, Kimmel Cancer Center, Sidney Kimmel Medical College at Thomas Jefferson University, Philadelphia, PA 19146, USA
- Department of Molecular Medicine, University of Rome “Sapienza”, Rome, Italy
| | - Jason Y Park
- Department of Pathology, University of Texas Southwestern Medical Center & Children’s Medical Center, Dallas, TX 75235, USA
- Eugene McDermott Center for Human Growth & Development, University of Texas Southwestern Medical Center, Dallas, TX 75390, USA
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Integrated amplification microarray system in a lateral flow cell for warfarin genotyping from saliva. Clin Chim Acta 2013; 429:198-205. [PMID: 24360850 DOI: 10.1016/j.cca.2013.12.009] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/25/2013] [Revised: 11/30/2013] [Accepted: 12/09/2013] [Indexed: 11/21/2022]
Abstract
BACKGROUND Genetic polymorphisms in the CYP2C9 and VKORC1 genes have been linked to sensitivity of the anticoagulant drug warfarin. The aim of this study is to demonstrate a method for warfarin sensitivity genotyping using gel element microarray technology in a simplified workflow from sample collection to analysis and detection. METHODS We developed an integrated amplification microarray system combining PCR amplification, target labeling, and microarray hybridization within a single, closed-amplicon "lateral flow cell" for genotyping three single nucleotide polymorphisms (SNPs) that influence warfarin response. We combined nucleic acid extraction of saliva using the TruTip technology together with the lateral flow cell assay and with fully automated array detection and analysis. RESULTS The analytical performance of the assay was tested using 20 genotyped human genomic DNA samples and found to be sensitive down to 330 input genomic copies (1 ng). A follow-up pre-clinical evaluation was performed with 65 blinded saliva samples and the genotyping results were in agreement with those determined by bidirectional sequencing. CONCLUSIONS Combined with the use of non-invasive saliva samples, rapid DNA extraction, the lateral flow cell, automatic imaging and data analysis provides a simple and fast sample-to-answer microarray test for warfarin sensitivity genotyping.
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Zohir N, Afifi R, Ahmed A, Aly Z, Elsobekey M, Kareem H, Helmy R. Role of CYP2C9, VKORC1 and Calumenin Genotypes in Monitoring Warfarin Therapy: An Egyptian Study. Open Access Maced J Med Sci 2013. [DOI: 10.3889/oamjms.2013.015] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022] Open
Abstract
Background: Oral anticoagulant therapy is conditioned by environmental and genetic factors.Objectives: To verify the effect of the calumenin, cytochrome P-450 variants and VKORC1 genetic polymorphisms on the response to warfarin therapy and warfarin dose adjustment.Patients and Methods: We selected fifty warfarin treated patients with dose adjusted at INR value between 2 and 3. PCR-RFLP is used for of calumenin gene polymorphism. Insitu Hybridization was used for identification of VKORC1 promoter and CYP2C9 variants polymorphisms.Results: The warfarin dose in the patients with Calumenin and CYP2C9 genetic polymorphism was lower than the wild type gene. The warfarin dose in the patients with VKORC1 variants was statistically lower compared to that of the wild-type. The presence of combined CYP2C9 genetic variants and VKORC1 polymorphism was associated with lower warfarin dose than that the wild types.Conclusion: Calumenin (CALU) might be a new genetic factor involved in the pharmacogenetics of anticoagulant therapy.
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A novel VKORC1 promoter mutation found causing warfarin resistance, along with –1639G>A promoter mutation—A pilot study on the genetic variation in patients on warfarin therapy in South India. ACTA ACUST UNITED AC 2013. [DOI: 10.1016/j.bgm.2013.05.001] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
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Joseph PG, Pare G, Ross S, Roberts R, Anand SS. Pharmacogenetics in cardiovascular disease: the challenge of moving from promise to realization: concepts discussed at the Canadian Network and Centre for Trials Internationally Network Conference (CANNeCTIN), June 2009. Clin Cardiol 2013; 37:48-56. [PMID: 24105892 DOI: 10.1002/clc.22200] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/02/2013] [Revised: 07/24/2013] [Indexed: 12/27/2022] Open
Abstract
Pharmacogenetics in cardiovascular medicine brings the potential for personalized therapeutic strategies that improve efficacy and reduce harm. Studies evaluating the impact of genetic variation on pharmacologic effects have been undertaken for most major cardiovascular drugs, including antithrombotic agents, β-adrenergic receptor blockers, statins, and angiotensin-converting enzyme inhibitors. Across these drug classes, many polymorphisms associated with pharmacodynamic, pharmacokinetic, or surrogate outcomes have been identified. However, their impact on clinical outcomes and their ability to improve clinical practice remains unclear. This review will examine the current clinical evidence supporting pharmacogenetic testing in cardiovascular medicine, provide clinical guidance based on the current evidence, and identify further steps needed to determine the utility of pharmacogenetics in cardiovascular care.
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Affiliation(s)
- Philip G Joseph
- Population Health Research Institute, Hamilton Health Sciences, McMaster University, Hamilton
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Validation of a Proposed Warfarin Dosing Algorithm Based on the Genetic Make-Up of Egyptian Patients. Mol Diagn Ther 2013; 17:381-90. [DOI: 10.1007/s40291-013-0046-3] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
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Shimizu A, Chiba M. Ion mobility spectrometry-mass spectrometry analysis for the site of aromatic hydroxylation. Drug Metab Dispos 2013; 41:1295-9. [PMID: 23571428 DOI: 10.1124/dmd.113.051953] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/13/2025] Open
Abstract
Hydroxylated metabolites often retain the pharmacological activity of parent compound, and the position of hydroxylation determines the formation of chemically reactive intermediates, such as quinones and analogs, from para- and/or ortho-hydroxylation of phenols or arylamines. Therefore, the identification of exact position of hydroxylation is often required at the early development stage of new drug candidates. In many cases, liquid chromatography-tandem mass spectrometry (LC-MS/MS) provides identical MS/MS spectra among isomeric hydroxylated metabolites, and therefore, it alone cannot unequivocally identify the exact position(s) of hydroxylation. Ion mobility spectrometry (IMS), integrated with LC-MS/MS, recently showed the capability of separating isomeric species based on differences in their drift times from IMS, which are linearly proportional to the collision cross-section (CCS) reflecting physical size and shape. In the present study, a chemical derivatization of isomeric hydroxylated metabolites with 2-fluoro-N-methyl pyridinium p-toluenesulfonate was found to confer distinct theoretical CCS value on each isomer by forming corresponding N-methyl pyridine (NMP) derivative. The regression lines established by the comparison between theoretical CCS values and observed drift times from IMS for each set of parent compound (labetalol, ezetimibe, atorvastatin, and warfarin) and its MS/MS product ions accurately and selectively projected the actual drift times of NMP derivatives of corresponding aromatic or isomeric hydroxylated metabolites. The established method was used for the accurate assignment of predominant formation of 2-hydroxylated metabolite from imipramine in NADPH- fortified human liver microsomes. The present application expands the versatility of LC-IMS-MS technique to the structure identification of isomeric hydroxylated metabolites at the early stage for drug development.
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Affiliation(s)
- Atsushi Shimizu
- Discovery Drug Metabolism & Pharmacokinetics, Pharmacokinetics Research Laboratories, Tsukuba Research Center, Taiho Pharmaceutical Co., Ltd., 3 Okubo, Tsukuba, Ibaraki 300-2611, Japan.
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Resequencing of VKORC1, CYP2C9 and CYP4F2 genes in Italian patients requiring extreme low and high warfarin doses. Thromb Res 2013; 132:123-6. [DOI: 10.1016/j.thromres.2013.05.002] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/25/2013] [Revised: 04/30/2013] [Accepted: 05/05/2013] [Indexed: 11/22/2022]
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Park SM, Lee JK, Chun SI, Lee HI, Kwon SU, Kang DW, Kim JS. VKORC1 and CYP2C9 Genotype Variations in Relation to Warfarin Dosing in Korean Stroke Patients. J Stroke 2013; 15:115-21. [PMID: 24324947 PMCID: PMC3779671 DOI: 10.5853/jos.2013.15.2.115] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2012] [Revised: 04/01/2013] [Accepted: 04/02/2013] [Indexed: 01/30/2023] Open
Abstract
Background and Purpose Variant alleles of CYP2C9 and VKORC1 account for differences in anticoagulation response. We sought to establish a warfarin dosing formula for individualized target International Normalization Ratio of Prothrombin Times (INRs) using data from single nucleotide polymorphisms (SNPs) in VKORC1 and CYP2C9 in Korean patients. Methods Ischemic stroke patients displaying stable target INR for at least 3 months before enrollment were analyzed. Warfarin and vitamin K levels were measured to adjust for confounders. Phenotypes were defined using the 'warfarin response index' (WRI) defined as INR divided by the daily maintenance warfarin dose. We tested SNPs in CYP2C9 (3 sites: 430C>T (rs1799853), 1075A>C (rs1057910), 1076T>C) and VKORC1 (14 sites: 381C>T, 861C>A (rs17880887), 2653G>C, 3673A>G, 5496G>T, 5808T>G (r17882154), 6009C>T, 6484T>C (rs9934438), 6853C>T (rs17886369), 7566T>C, 8767G>C, 8814T>C, 9041G>A (rs17880624), and 9071G>T) using a standard sequencing method. Multivariate linear regression analysis was applied to establish the formula for warfarin dosage. Results All 204 patients had excellent drug compliance. The mean INR was 2.22 (+0.56) and mean daily maintenance dose of warfarin was 3.92 mg (+1.54). Patients with low WRI were younger (P<0.001) with high body mass index (P=0.003), high prevalence of wild-type CYP2C9 polymorphism (1075A>C, P<0.001), and six heterozygote SNPs in VRORC1 (P<0.001), which were tightly interlinked (381T>C, 3673G>A, 6484T>C, 6853C>G. 7566C>T, 9041G>A) (r2=1). Based on these data, a warfarin dosing formula was established. Conclusions WRI is influenced by age, body mass index and SNPs in VKORC1 and CYP2C9 in Korean stroke patients. The obtained warfarin dosing formula may be clinically applicable.
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Affiliation(s)
- Sea Mi Park
- Stroke Center and Department of Neurology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Korea
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41
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Ma JD, Nafziger AN, Bertino JS. Genetic Polymorphisms of Cytochrome P450 Enzymes and the Effect on Interindividual, Pharmacokinetic Variability in Extensive Metabolizers. J Clin Pharmacol 2013; 44:447-56. [PMID: 15102864 DOI: 10.1177/0091270004264642] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/15/2023]
Abstract
Genetic polymorphisms of cytochrome P450 (CYP) enzymes are one of the factors that contribute to the pharmacokinetic (PK) variability of drugs. PK variability is observed in the bimodal distribution between extensive metabolizers (EMs) and poor metabolizers (PMs). PK variability may also exist between individuals genotyped as homozygous EMs and heterozygous EMs. This may carry implications for drug dosing and drug response (e.g., risk of therapeutic failure or drug toxicity). Studies have reported significant PK differences between homozygous and heterozygous EMs. Some literature suggests that this distinction may be of clinical relevance. Due to study design limitations and data that are either sparse or conflicting, generalizations regarding the potential impact of the CYP genotype, within EMs, are difficult. Optimally designed clinical trials are needed. This review evaluates the potential impact of CYP genetic polymorphisms on interindividual PK variability of drugs within an EM population.
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Affiliation(s)
- Joseph D Ma
- Clinical Pharmacology Research Center, Bassett Healthcare, One Atwell Road, Cooperstown, NY 13326-1394, USA
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42
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Abstract
Pharmacogenomics and its predecessor pharmacogenetics study the contribution of genetic factors to the interindividual variability in drug efficacy and safety. One of the major goals of pharmacogenomics is to tailor drugs to individuals based on their genetic makeup and molecular profile. From early findings in the 1950s uncovering inherited deficiencies in drug metabolism that explained drug-related adverse events, to nowadays genome-wide approaches assessing genetic variation in multiple genes, pharmacogenomics has come a long way. The evolution of pharmacogenomics has paralleled the evolution of genotyping technologies, the completion of the human genome sequencing and the HapMap project. Despite these advances, the implementation of pharmacogenomics in clinical practice has yet been limited. Here we present an overview of the history and current applications of pharmacogenomics in patient selection, dosing, and drug development with illustrative examples of these categories. Some of the challenges in the field and future perspectives are also presented.
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Affiliation(s)
- Rosane Charlab
- Office of Clinical Pharmacology, Office of Translational Sciences, Center for Drug Evaluation and Research, United States Food and Drug Administration, Silver Spring, MD, USA
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Özer M, Demirci Y, Hızel C, Sarıkaya S, Karaltı İ, Kaspar Ç, Alpan S, Genç E. Impact of Genetic Factors (CYP2C9,VKORC1andCYP4F2) on Warfarin Dose Requirement in the Turkish Population. Basic Clin Pharmacol Toxicol 2012; 112:209-14. [DOI: 10.1111/bcpt.12024] [Citation(s) in RCA: 25] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/17/2012] [Accepted: 10/02/2012] [Indexed: 11/30/2022]
Affiliation(s)
- Mahmut Özer
- Department of Pharmacology; Yeditepe University; Atasehir; Istanbul; Turkey
| | - Yeliz Demirci
- Department of Pharmacology; Yeditepe University; Atasehir; Istanbul; Turkey
| | | | - Sabit Sarıkaya
- Department of Cardiac Surgery; Kartal Kosuyolu Education and Research Hospital; Cevizli; Kartal; Istanbul; Turkey
| | - İskender Karaltı
- Department of Clinical Microbiology; Yeditepe University; Atasehir; Istanbul; Turkey
| | - Çiğdem Kaspar
- Department of Biostatistics; Yeditepe University; Atasehir; Istanbul; Turkey
| | - Serdar Alpan
- Department of Pharmacology; Yeditepe University; Atasehir; Istanbul; Turkey
| | - Ece Genç
- Department of Pharmacology; Yeditepe University; Atasehir; Istanbul; Turkey
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Tuteja S, Rader DJ. Genomic medicine in the prevention and treatment of atherosclerotic cardiovascular disease. Per Med 2012; 9:395-404. [DOI: 10.2217/pme.12.34] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/07/2023]
Abstract
Cardiovascular disease (CVD) is the leading cause of death in the world. Over the past decade considerable progress has been made in understanding the genomic basis of polygenic disorders including CVD. The future application of genomic medicine to the prevention and treatment of CVDs will ultimately lessen the burden of CVD. Given the complex nature of CVD, information derived from newer evolving fields, such as transcriptomics, proteomics and metabolomics, will allow us to fully interrogate features of the human genome to better understand disease pathogenesis and to identify new drug targets. In this article, we will review how genomics will allow enhanced risk prediction of cardiovascular events, provide personalized treatment options and hasten the drug development process, with a particular focus on atherosclerotic CVD.
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Affiliation(s)
- Sony Tuteja
- Perelman School of Medicine at the University of Pennsylvania, Division of Translational Medicine & Human Genetics, 11-125 Translational Research Center, 3400 Civic Center Blvd, Building 421, Philadelphia, PA 19104-5158, USA
| | - Daniel J Rader
- Perelman School of Medicine at the University of Pennsylvania, Division of Translational Medicine & Human Genetics, 11-125 Translational Research Center, 3400 Civic Center Blvd, Building 421, Philadelphia, PA 19104-5158, USA
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El Din MS, Amin DG, Ragab SB, Ashour EE, Mohamed MH, Mohamed AM. Frequency of VKORC1 (C1173T) and CYP2C9 genetic polymorphisms in Egyptians and their influence on warfarin maintenance dose: proposal for a new dosing regimen. Int J Lab Hematol 2012; 34:517-24. [PMID: 22533669 DOI: 10.1111/j.1751-553x.2012.01426.x] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
INTRODUCTION Warfarin is one of the most widely used anticoagulants, yet interindividual differences in drug response, a narrow therapeutic range and a high risk of bleeding or stroke complicate its use. We aimed to determine the allele and genotype frequency of VKORC1 1173 C>T, CYP2C9*2 and CYP2C9*3 variant polymorphisms in the Egyptian population and to evaluate their influence on the interindividual differences in warfarin dosage. METHODS A total of 154 unrelated healthy adult patients and 46 warfarin-treated patients were included. SYBR Green-based real-time polymerase chain reaction (PCR) assay was used for studying VKORC1 (C1173T) and CYP2C9*3 polymorphisms. Mutagenically separated PCR assay was used to detect the CYP2C9*2 allele. RESULTS VKORC1 genotype frequencies were 11%, 24% and 65% for CC, CT and TT, respectively. The prevalence of CYP2C9 haplotypes was 81% (*1\*1), 3.3% (*1\*2), 9.7% (*1\*3), 4.5% (*2\*2) and 0.65% (2\*3 and *3\*3). VKORC1 TT and CYP2C9*2\*2 were associated with a significantly lower warfarin dose. VKORC1 and CYP2C9 accounted for 31.7% and 15.6% of warfarin dose variability, respectively, and together with clinical factors explained 61.3% of total variability. CONCLUSION VKORC1-TT and CYP2C9 *1/*1 are the most prevalent genotypes among Egyptians. Patients with VKORC1-TT genotype required a lower warfarin dose.
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Affiliation(s)
- M S El Din
- Clinical and Chemical Pathology, Faculty of Medicine, Cairo University, Cairo, Egypt
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Smires FZ, Moreau C, Habbal R, Siguret V, Fadili S, Golmard JL, Assaidi A, Beaune P, Loriot MA, Nadifi S. Influence of genetics and non-genetic factors on acenocoumarol maintenance dose requirement in Moroccan patients. J Clin Pharm Ther 2012; 37:594-8. [PMID: 22486182 DOI: 10.1111/j.1365-2710.2012.01340.x] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023]
Abstract
WHAT IS KNOWN AND OBJECTIVE Coumarin derivatives such as acenocoumarol represent the therapy of choice for the long-term treatment and prevention of thromboembolic diseases. Many genetic, clinical and demographic factors have been shown to influence the anticoagulant dosage. Our aim was to investigate the contribution of genetic and non-genetic factors to variability in response to acenocoumarol in Moroccan patients. METHODS Our study included 114 adult Moroccan patients, receiving long-term acenocoumarol therapy for various indications. Tests for VKORC1 -1639G>A promoter polymorphism (rs9923231), CYP2C9*2 rs1799853, CYP2C9*3 rs1057910, and CYP4F2 rs2108622 alleles were undertaken using Taq Man(®) Pre-Developed Assay Reagents for allelic discrimination. The statistical analysis was performed using the SAS V9 statistical package. RESULTS AND DISCUSSION Genotyping showed that the allele frequencies for the SNPs studied were no different to those found in Caucasians population. A significant association was observed between the weekly maintenance dose and the VKORC1 (P = 0·0027) and CYP2C9 variant genotypes (P = 0·0082). A final multivariate regression model that included the target International Normalized Ratio, VKORC1 and CYP2C9 genotypes explained 36·2% of the overall interindividual variability in acenocoumarol dose requirement. WHAT IS NEW AND CONCLUSION Our study shows large interindividual variability in acenocoumarol maintenance dose requirement in our population. VKORC1 and CYP2C9 variants significantly affected acenocoumarol dose, in-line with results in other populations. For the Moroccan population, the SNPs that have the largest effect on acecoumarol dose are CYP2C9 rs1799853, CYP2C9 rs1057910 and VKORC1 rs9923231.
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Affiliation(s)
- F Z Smires
- Medical Genetic Laboratory and Molecular Pathology, Medical School, Casablanca, Morocco.
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Ross S, Anand SS, Joseph P, Paré G. Promises and challenges of pharmacogenetics: an overview of study design, methodological and statistical issues. JRSM Cardiovasc Dis 2012; 1:10.1258_cvd.2012.012001. [PMID: 24175062 PMCID: PMC3738322 DOI: 10.1258/cvd.2012.012001] [Citation(s) in RCA: 34] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022] Open
Abstract
Pharmacogenetics is the study of inherited variation in drug response. The goal of pharmacogenetics is to develop novel ways of maximizing drug efficacy and minimizing toxicity for individual patients. Personalized medicine has the potential to allow for a patient's genetic information to predict optimal dosage for a drug with a narrow therapeutic index, to select the most appropriate pharmacological agent for a given patient and to develop cost-effective treatments. Although there is supporting evidence in favour of pharmacogenetics, its adoption in clinical practice has been slow because of sometimes conflicting findings among studies. This failure to replicate findings may result from a lack of high-quality pharmacogenetic studies, as well as unresolved methodological and statistical issues. The objective of this review is to discuss the benefits of incorporating pharmacogenetics into clinical practice. We will also address outstanding methodological and statistical issues that may lead to heterogeneity among reported pharmacogenetic studies and how they may be addressed.
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Affiliation(s)
- Stephanie Ross
- Population Health Research Institute, Hamilton Health Sciences, McMaster University , Hamilton, Ontario L8L 2X2 , Canada
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Della-Morte D, Guadagni F, Palmirotta R, Testa G, Caso V, Paciaroni M, Abete P, Rengo F, Ferroni P, Sacco RL, Rundek T. Genetics of ischemic stroke, stroke-related risk factors, stroke precursors and treatments. Pharmacogenomics 2012; 13:595-613. [PMID: 22462751 DOI: 10.2217/pgs.12.14] [Citation(s) in RCA: 95] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022] Open
Abstract
Stroke remains a leading cause of death worldwide and the first cause of disability in the western world. Ischemic stroke (IS) accounts for almost 80% of the total cases of strokes and is a complex and multifactorial disease caused by the combination of vascular risk factors, environment and genetic factors. Investigations of the genetics of atherosclerosis and IS has greatly enhanced our knowledge of this complex multifactorial disease. In this article we sought to review common single-gene disorders relevant to IS, summarize candidate gene and genome-wide studies aimed at discovering genetic stroke risk factors and subclinical phenotypes, and to briefly discuss pharmacogenetics related to stroke treatments. Genetics of IS is, in fact, one of the most promising research frontiers and genetic testing may be helpful for novel drug discoveries as well as for appropriate drug and dose selection for treatment of patients with cerebrovascular disease.
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Affiliation(s)
- David Della-Morte
- Department of Neurology, Miller School of Medicine, University of Miami, Miami, FL 33136, USA.
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Lane S, Al-Zubiedi S, Hatch E, Matthews I, Jorgensen AL, Deloukas P, Daly AK, Park BK, Aarons L, Ogungbenro K, Kamali F, Hughes D, Pirmohamed M. The population pharmacokinetics of R- and S-warfarin: effect of genetic and clinical factors. Br J Clin Pharmacol 2012; 73:66-76. [PMID: 21692828 DOI: 10.1111/j.1365-2125.2011.04051.x] [Citation(s) in RCA: 63] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022] Open
Abstract
BACKGROUND Warfarin is a drug with a narrow therapeutic index and large interindividual variability in daily dosing requirements. Patients commencing warfarin treatment are at risk of bleeding due to excessive anticoagulation caused by overdosing. The interindividual variability in dose requirements is influenced by a number of factors, including polymorphisms in genes mediating warfarin pharmacology, co-medication, age, sex, body size and diet. AIMS To develop population pharmacokinetic models of both R- and S-warfarin using clinical and genetic factors and to identify the covariates which influence the interindividual variability in the pharmacokinetic parameters of clearance and volume of distribution in patients on long-term warfarin therapy. METHODS Patients commencing warfarin therapy were followed up for 26 weeks. Plasma warfarin enantiomer concentrations were determined in 306 patients for S-warfarin and in 309 patients for R-warfarin at 1, 8 and 26 weeks. Patients were also genotyped for CYP2C9 variants (CYP2C9*1,*2 and *3), two single-nucleotide polymorphisms (SNPs) in CYP1A2, one SNP in CYP3A4 and six SNPs in CYP2C19. A base pharmacokinetic model was developed using NONMEM software to determine the warfarin clearance and volume of distribution. The model was extended to include covariates that influenced the between-subject variability. RESULTS Bodyweight, age, sex and CYP2C9 genotype significantly influenced S-warfarin clearance. The S-warfarin clearance was estimated to be 0.144 l h⁻¹ (95% confidence interval 0.131, 0.157) in a 70 kg woman aged 69.8 years with the wild-type CYP2C9 genotype, and the volume of distribution was 16.6 l (95% confidence interval 13.5, 19.7). Bodyweight and age, along with the SNPs rs3814637 (in CYP2C19) and rs2242480 (in CYP3A4), significantly influenced R-warfarin clearance. The R-warfarin clearance was estimated to be 0.125 l h⁻¹ (95% confidence interval 0.115, 0.135) in a 70 kg individual aged 69.8 years with the wild-type CYP2C19 and CYP3A4 genotypes, and the volume of distribution was 10.9 l (95% confidence interval 8.63, 13.2). CONCLUSIONS Our analysis, based on exposure rather than dose, provides quantitative estimates of the clinical and genetic factors impacting on the clearance of both the S- and R-enantiomers of warfarin, which can be used in developing improved dosing algorithms.
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Affiliation(s)
- Steven Lane
- Department of Biostatstics, Brownlow Street, University of Liverpool, Liverpool L69 3GS, UK.
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Abstract
A versatile microfluidic platform for the evolving molecular diagnostics industry is described. It incorporates low cost Rheonix CARD(®) (Chemistry and Reagent Device) technology to analyze a variety of clinical specimens. A patented lamination process incorporates all pumps, valves, microchannels and reaction compartments into an inexpensive disposable plastic device. Once an untreated clinical specimen is introduced, all assay steps, including cell lysis, nucleic acid purification, multiplex PCR, and end-point analysis, are automatically performed. Three distinct CARD assays are described which utilize either a low density microarray for multiplex detection of amplicons or an integrated primer extension assay to detect single nucleotide polymorphisms of interest. The STI (Sexually Transmitted Infections) CARD(®) is able to simultaneously detect four sexually transmitted infectious agents (N. gonorrhoeae, C.trachomatis, T. pallidum and T. vaginalis). Human C33A cervical epithelial cells were spiked with different levels of genomic DNA from the four species of interest, singly or in combination, and applied to the CARD device. Using multiplex PCR amplification of the targets followed by microarray detection, the CARD device was able to correctly detect a minimum of 10 copies of each of the four pathogens. The HPV (Human Papillomavirus) CARD(®) was able to detect and distinguish 20 different clinically relevant HPV types using cloned HPV DNA. In addition, the HPV CARD could identify HPV types in vaginal specimens previously demonstrated to contain high or low risk HPV using a currently commercially available testing method. Finally, the detection of specific single nucleotide polymorphisms (SNP) associated with warfarin dosing sensitivity was achieved on the Warfarin Genotyping CARD(®) by analyzing human buccal swabs. Once multiplex PCR was completed, the SNPs were detected using a primer extension assay.
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