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Kloypan C, Koomdee N, Satapornpong P, Tempark T, Biswas M, Sukasem C. A Comprehensive Review of HLA and Severe Cutaneous Adverse Drug Reactions: Implication for Clinical Pharmacogenomics and Precision Medicine. Pharmaceuticals (Basel) 2021; 14:1077. [PMID: 34832859 PMCID: PMC8622011 DOI: 10.3390/ph14111077] [Citation(s) in RCA: 36] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/09/2021] [Revised: 10/13/2021] [Accepted: 10/18/2021] [Indexed: 12/19/2022] Open
Abstract
Human leukocyte antigen (HLA) encoded by the HLA gene is an important modulator for immune responses and drug hypersensitivity reactions as well. Genetic polymorphisms of HLA vary widely at population level and are responsible for developing severe cutaneous adverse drug reactions (SCARs) such as Stevens-Johnson syndrome (SJS), toxic epidermal necrolysis (TEN), drug reaction with eosinophilia and systemic symptoms (DRESS), maculopapular exanthema (MPE). The associations of different HLA alleles with the risk of drug induced SJS/TEN, DRESS and MPE are strongly supportive for clinical considerations. Prescribing guidelines generated by different national and international working groups for translation of HLA pharmacogenetics into clinical practice are underway and functional in many countries, including Thailand. Cutting edge genomic technologies may accelerate wider adoption of HLA screening in routine clinical settings. There are great opportunities and several challenges as well for effective implementation of HLA genotyping globally in routine clinical practice for the prevention of drug induced SCARs substantially, enforcing precision medicine initiatives.
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Affiliation(s)
- Chiraphat Kloypan
- Unit of Excellence in Integrative Molecular Biomedicine, School of Allied Health Sciences, University of Phayao, Phayao 56000, Thailand;
- Division of Clinical Immunology and Transfusion Science, Department of Medical Technology, School of Allied Health Sciences, University of Phayao, Phayao 56000, Thailand
| | - Napatrupron Koomdee
- Division of Pharmacogenomics and Personalized Medicine, Department of Pathology, Faculty of Medicine Ramathibodi Hospital, Mahidol University, Bangkok 10400, Thailand; (N.K.); (M.B.)
- Laboratory for Pharmacogenomics, Ramathibodi Hospital, Somdech Phra Debaratana Medical Center SDMC, Bangkok 10400, Thailand
| | - Patompong Satapornpong
- Division of General Pharmacy Practice, Department of Pharmaceutical Care, College of Pharmacy, Rangsit University, Pathum Thani 12000, Thailand;
- Excellence Pharmacogenomics and Precision Medicine Centre, College of Pharmacy, Rangsit University, Pathum Thani 12000, Thailand
| | - Therdpong Tempark
- Division of Dermatology, Department of Pediatrics, Faculty of Medicine, Chulalongkorn University, Bangkok 10330, Thailand;
| | - Mohitosh Biswas
- Division of Pharmacogenomics and Personalized Medicine, Department of Pathology, Faculty of Medicine Ramathibodi Hospital, Mahidol University, Bangkok 10400, Thailand; (N.K.); (M.B.)
- Laboratory for Pharmacogenomics, Ramathibodi Hospital, Somdech Phra Debaratana Medical Center SDMC, Bangkok 10400, Thailand
- Department of Pharmacy, University of Rajshahi, Rajshahi 6205, Bangladesh
| | - Chonlaphat Sukasem
- Division of Pharmacogenomics and Personalized Medicine, Department of Pathology, Faculty of Medicine Ramathibodi Hospital, Mahidol University, Bangkok 10400, Thailand; (N.K.); (M.B.)
- Laboratory for Pharmacogenomics, Ramathibodi Hospital, Somdech Phra Debaratana Medical Center SDMC, Bangkok 10400, Thailand
- The Thai Severe Cutaneous Adverse Drug Reaction THAI-SCAR Research-Genomics Thailand, Ramathibodi Hospital, Mahidol University, Bangkok 10400, Thailand
- The Preventive Genomics & Family Check-Up Services Center, Bumrungrad International Hospital, Pharmacogenomics and Precision Medicine Clinic, Bangkok 10110, Thailand
- MRC Centre for Drug Safety Science, Department of Pharmacology and Therapeutics, Institute of Systems, Molecular and Integrative Biology, University of Liverpool, Liverpool L69 3GL, UK
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Serotonergic receptor gene polymorphism and response to selective serotonin reuptake inhibitors in ethnic Malay patients with first episode of major depressive disorder. THE PHARMACOGENOMICS JOURNAL 2021; 21:498-509. [PMID: 33731884 DOI: 10.1038/s41397-021-00228-6] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/08/2020] [Revised: 01/29/2021] [Accepted: 02/18/2021] [Indexed: 01/31/2023]
Abstract
The polymorphisms of the 5HTR1A and 5HTR2A receptor genes (rs6295C/G and rs6311G/A) have been evaluated for association with SSRI treatment outcome in various populations with different results. The present study was carried out to determine the association between genotypes of HTR1A-rs6295 and HTR2A-rs6311 with SSRI treatment outcome among the ethnic Malay patients diagnosed with first-episode major depressive disorder (MDD). The patients were recruited from four tertiary hospitals in the Klang Valley region of Malaysia. Predefined efficacy phenotypes based on 25% (partial early response) and 50% (clinical efficacy response) reduction in Montgomery Asberg Depression Rating Scale-self Rated score (MADRS-S) were adopted for assessment of treatment efficacy in this study. Self-reporting for adverse effects (AE) was documented using the Patient Rated Inventory of Side Effect (PRISE) after treatment with SSRI for up to 6 weeks. Adjusted binary logistic regression between genotypes of the polymorphism obtained using sequencing technique with the treatment outcome phenotypes was performed. The 142 patients recruited were made up of 96 females (67.6%) and 46 males (32.4%). Clinical efficacy and Partial early response phenotypes were not significantly associated with genotypes of HTR1A and HTR2A polymorphism. The GG genotype of HTR2A polymorphism has decreased odds for dizziness (CNS) and increased odds for poor concentration. The GA genotype increases the odd for excessive sweating, diarrhoea, constipation and blurred vision. The CC genotype of HTR1A-rs6295 decreases the odd for nausea/vomiting and increases the odd for anxiety. Thus, some genotypes of HTR1A and HTR2A polymorphism were associated with SSRI treatment outcomes in ethnic Malay MDD patients.
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Hammond S, Thomson PJ, Ogese MO, Naisbitt DJ. T-Cell Activation by Low Molecular Weight Drugs and Factors That Influence Susceptibility to Drug Hypersensitivity. Chem Res Toxicol 2019; 33:77-94. [PMID: 31687800 DOI: 10.1021/acs.chemrestox.9b00327] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Abstract
Drug hypersensitivity reactions adversely affect treatment outcome, increase the length of patients' hospitalization, and limit the prescription options available to physicians. In addition, late stage drug attrition and the withdrawal of licensed drugs cost the pharmaceutical industry billions of dollars. This significantly increases the overall cost of drug development and by extension the price of licensed drugs. Drug hypersensitivity reactions are characterized by a delayed onset, and reactions tend to be more serious upon re-exposure. The role of drug-specific T-cells in the pathogenesis of drug hypersensitivity reactions and definition of the nature of the binding interaction of drugs with HLA and T-cell receptors continues to be the focus of intensive research, primarily because susceptibility is associated with expression of one or a small number of HLA alleles. This review critically examines the mechanisms of T-cell activation by drugs. Specific examples of drugs that activate T-cells via the hapten, the pharmacological interaction with immune receptors and the altered self-peptide repertoire pathways, are discussed. Furthermore, the impacts of drug metabolism, drug-protein adduct formation, and immune regulation on the development of drug antigen-responsive T-cells are highlighted. The knowledge gained from understanding the pathways of T-cell activation and susceptibility factors for drug hypersensitivity will provide the building blocks for the development of predictive in vitro assays that will prevent or help to minimize the incidence of these reactions in clinic.
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Affiliation(s)
- Sean Hammond
- MRC Centre for Drug Safety Science, Department of Molecular and Clinical Pharmacology , University of Liverpool , Liverpool L69 3GE , U.K
| | - Paul J Thomson
- MRC Centre for Drug Safety Science, Department of Molecular and Clinical Pharmacology , University of Liverpool , Liverpool L69 3GE , U.K
| | - Monday O Ogese
- MRC Centre for Drug Safety Science, Department of Molecular and Clinical Pharmacology , University of Liverpool , Liverpool L69 3GE , U.K
| | - Dean J Naisbitt
- MRC Centre for Drug Safety Science, Department of Molecular and Clinical Pharmacology , University of Liverpool , Liverpool L69 3GE , U.K
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Cook JC, Wu H, Aleo MD, Adkins K. Principles of precision medicine and its application in toxicology. J Toxicol Sci 2018; 43:565-577. [PMID: 30298845 DOI: 10.2131/jts.43.565] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/02/2022]
Abstract
Precision medicine is an approach to developing drugs that focuses on employing biomarkers to stratify patients in clinical trials with the goal of improving efficacy and/or safety outcomes, ultimately increasing the odds of clinical success and drug approval. Precision medicine is an important tool for toxicologists to utilize, because its principles can be used to decide whether to pursue a drug target, to understand interindividual differences in response to drugs in both nonclinical and clinical settings, to aid in selecting doses that optimize efficacy or reduce adverse events, and to facilitate understanding of a drug's mode-of-action. Nonclinical models such as the mouse and non-human primate can be used to understand genetic variation and its potential translation to humans, and are available for toxicologists to employ in advance of drugs moving into clinical development. Understanding interindividual differences in response to drugs and how these differences can influence the drug's risk-benefit profile and lead to the identification of biomarkers that enhance patient efficacy and safety is of critical importance for toxicologists today, and in the future, as the fields of pharmacogenomics and genetics continue to advance.
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Affiliation(s)
- Jon C Cook
- Pfizer Worldwide Research and Development, Groton, CT 06340
| | - Hong Wu
- Pfizer Worldwide Research and Development, Groton, CT 06340
| | - Michael D Aleo
- Pfizer Worldwide Research and Development, Groton, CT 06340
| | - Karissa Adkins
- Pfizer Worldwide Research and Development, Groton, CT 06340
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Chambliss AB, Marzinke MA. Clinical Pharmacogenetics for Precision Medicine: Successes and Setbacks. J Appl Lab Med 2018; 3:474-486. [PMID: 33636912 DOI: 10.1373/jalm.2017.023127] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/17/2018] [Accepted: 06/05/2018] [Indexed: 11/06/2022]
Abstract
BACKGROUND Pharmacogenetics is a key component in the delivery of therapeutics to maximize pharmacologic efficacy and minimize toxicity. There are numerous identified gene-drug pairs that demonstrate the utility of pharmacogenetics testing for drug or dose selection. Although some of these pairs have translated into clinical use, pharmacogenetic testing has not yet made its way into routine clinical practice at many institutions. CONTENT This review provides an overview of clinically actionable pharmacogenetics in precision medicine. Examples of successfully implemented gene-drug pairs, along with common testing methodologies and guidelines for application, are discussed. Remaining barriers to widespread clinical implementation are also examined. SUMMARY There is a recognized role for genotyping in the guidance of therapeutic drug regimens and the prevention of adverse drug reactions. Evidence-based guidelines are available to aid in the selection of treatment upon pharmacogenetics testing for established gene-drug pairs. Multidisciplinary clinical collaboration and clinical decision support tools will be critical for widespread adoption, and financial reimbursement barriers remain.
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Affiliation(s)
- Allison B Chambliss
- Department of Pathology, Keck School of Medicine of the University of Southern California, Los Angeles, CA
| | - Mark A Marzinke
- Department of Pathology, Johns Hopkins University School of Medicine, Baltimore, MD
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Franceschini N, Frick A, Kopp JB. Genetic Testing in Clinical Settings. Am J Kidney Dis 2018; 72:569-581. [PMID: 29655499 PMCID: PMC6153053 DOI: 10.1053/j.ajkd.2018.02.351] [Citation(s) in RCA: 30] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/25/2017] [Accepted: 02/20/2018] [Indexed: 12/16/2022]
Abstract
Genetic testing is used for screening, diagnosis, and prognosis of diseases consistent with a genetic cause and to guide drug therapy to improve drug efficacy and avoid adverse effects (pharmacogenomics). This In Practice review aims to inform about DNA-related genetic test availability, interpretation, and recommended clinical actions based on results using evidence from clinical guidelines, when available. We discuss challenges that limit the widespread use of genetic information in the clinical care setting, including a small number of actionable genetic variants with strong evidence of clinical validity and utility, and the need for improving the health literacy of health care providers and the public, including for direct-to-consumer tests. Ethical, legal, and social issues and incidental findings also need to be addressed. Because our understanding of genetic factors associated with disease and drug response is rapidly increasing and new genetic tests are being developed that could be adopted by clinicians in the short term, we also provide extensive resources for information and education on genetic testing.
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Affiliation(s)
- Nora Franceschini
- Department of Epidemiology, Gillings School of Public Health, University of North Carolina, Chapel Hill, NC.
| | - Amber Frick
- Division of Pharmacotherapy and Experimental Therapeutics, UNC Eshelman School of Pharmacy, University of North Carolina, Chapel Hill, NC
| | - Jeffrey B Kopp
- Kidney Diseases Branch, National Institute of Diabetes and Digestive and Kidney Diseases, National Institutes of Health, Bethesda, MD
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Weising S, Sterrenberg V, Schols D, Meier C. Synthesis and Antiviral Evaluation of TriPPPro-AbacavirTP, TriPPPro-CarbovirTP, and Their 1′,2′-cis-Disubstituted Analogues. ChemMedChem 2018; 13:1771-1778. [DOI: 10.1002/cmdc.201800361] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/28/2018] [Indexed: 11/09/2022]
Affiliation(s)
- Simon Weising
- University of Hamburg; Faculty of Sciences; Department Chemistry; Organic Chemistry; Martin-Luther-King Platz 6 20146 Hamburg Germany
| | - Vincente Sterrenberg
- University of Hamburg; Faculty of Sciences; Department Chemistry; Organic Chemistry; Martin-Luther-King Platz 6 20146 Hamburg Germany
| | - Dominique Schols
- Katholieke Universiteit Leuven; Rega Institute for Medical Research; Herestraat 49 3000 Leuven Belgium
| | - Chris Meier
- University of Hamburg; Faculty of Sciences; Department Chemistry; Organic Chemistry; Martin-Luther-King Platz 6 20146 Hamburg Germany
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Han M, Kang X, Liu Z, Zhang T, Li Y, Chen C, Wang H. Rapid and Reliable Genotyping of HLA-B*57:01 in Four Chinese Populations Using a Single-Tube Duplex Real-Time Polymerase Chain Reaction Assay. AIDS Res Hum Retroviruses 2017; 33:711-717. [PMID: 28346841 DOI: 10.1089/aid.2016.0280] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/11/2023] Open
Abstract
HLA-B*57:01 is strongly associated with severe adverse drug reaction induced by the anti-HIV drug abacavir (ABC) and antibiotic flucloxacillin. This study was dedicated to establishing a new method for HLA-B*57:01 genotyping and investigating the HLA-B*57:01 distribution pattern in four Chinese populations. A single-tube duplex real-time polymerase chain reaction (PCR) system was established by combining the amplification refractory mutation system and TaqMan probe. The reliability of this assay was validated by comparing the genotyping results with those by sequence-based typing. With this assay, the distribution of HLA-B*57:01 in 354 blood samples from four ethnic groups, namely, Han, Tibetan, Uighur, and Buyei, was determined. A 100% concordance was observed between the results of real-time PCR and sequence-based typing in 50 Uighur samples. As low as 0.016 ng DNA that carried HLA-B*57:01 could be detected with this assay. HLA-B*57:01 carriers identified in 100 Northern Han Chinese, 104 Buyeis, 100 Tibetans, and 50 Uighurs were 0, 1 (0.96%), 3 (3%), and 6 (12%), respectively. The carrier rate of HLA-B*57:01 in Uighur was significantly higher than those in Northern Han (p = .001) and Buyei (p = .005). The newly established real-time PCR assay provides a rapid and reliable tool for HLA-B*57:01 allele screening before the prescription of ABC and flucloxacillin in clinical practice.
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Affiliation(s)
- Min Han
- The National Engineering Research Center for Miniaturized Detection Systems, College of Life Science, Northwest University, Xi'an, China
| | - Xing Kang
- The National Engineering Research Center for Miniaturized Detection Systems, College of Life Science, Northwest University, Xi'an, China
| | - Zhengbin Liu
- The National Engineering Research Center for Miniaturized Detection Systems, College of Life Science, Northwest University, Xi'an, China
| | - Tingting Zhang
- The National Engineering Research Center for Miniaturized Detection Systems, College of Life Science, Northwest University, Xi'an, China
| | - Yanwei Li
- The National Engineering Research Center for Miniaturized Detection Systems, College of Life Science, Northwest University, Xi'an, China
| | - Chao Chen
- The National Engineering Research Center for Miniaturized Detection Systems, College of Life Science, Northwest University, Xi'an, China
| | - Huijuan Wang
- The National Engineering Research Center for Miniaturized Detection Systems, College of Life Science, Northwest University, Xi'an, China
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Avidor B, Girshengorn S, Giladi L, Israel S, Katz R, Turner D. Validation of two commercial real-time PCR assays for rapid screening of the HLA-B*57:01 allele in the HIV clinical laboratory. J Virol Methods 2016; 237:18-24. [PMID: 27546346 DOI: 10.1016/j.jviromet.2016.08.013] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/26/2016] [Revised: 08/18/2016] [Accepted: 08/18/2016] [Indexed: 01/11/2023]
Abstract
The pharmacogenetics approach to screen for the presence of the HLA-B*57:01 allele in HIV-1 infected patients is mandatory to prevent the potential development of hypersensitivity reaction to abacavir treatment. Given the limitations of current genotype methodologies, commercial real-time PCR assays were specifically developed for this purpose, but have not been sufficiently validated and are still not widely used. Here, in the context of the HIV laboratory, we assessed the ability of two commercial kits, the LightSNiP rs2395029 HPC5 assay (TIB Molbiol) and the DuplicαReal-TimeHLA-B*5701 Genotyping kit (Euroclone), to retrospectively detect HLA-B*57:01 positive and negative samples of Israeli HIV-1 infected patients. The LightSNiP rs2395029 HPC5 assay had false-positive results, whereas the DuplicαReal-Time HLA-B*5701 Genotyping kit was highly accurate and could be readily implemented into clinical practice. It is hoped that this study will facilitate the assessment of additional commercial kits for HLA-B*57:01 detection and expand their use in the clinical laboratory. Such studies can likely help the use of abacavir treatment in HIV-1 infected patients.
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Affiliation(s)
- Boaz Avidor
- Laboratory for Viruses and Molecular Biology, Tel-Aviv Sourasky Medical Center, Tel-Aviv, Israel; The Crusaid Kobler AIDS Center, Tel-Aviv Sourasky Medical Center, Tel-Aviv, Sackler Faculty of Medicine, Tel-Aviv University, Tel-Aviv, Israel.
| | - Shirley Girshengorn
- Laboratory for Viruses and Molecular Biology, Tel-Aviv Sourasky Medical Center, Tel-Aviv, Israel; The Crusaid Kobler AIDS Center, Tel-Aviv Sourasky Medical Center, Tel-Aviv, Sackler Faculty of Medicine, Tel-Aviv University, Tel-Aviv, Israel
| | - Liran Giladi
- Laboratory for Viruses and Molecular Biology, Tel-Aviv Sourasky Medical Center, Tel-Aviv, Israel; The Crusaid Kobler AIDS Center, Tel-Aviv Sourasky Medical Center, Tel-Aviv, Sackler Faculty of Medicine, Tel-Aviv University, Tel-Aviv, Israel
| | - Shoshana Israel
- Tissue Typing Unit, Hadassah Medical Center, Jerusalem, Israel
| | - Rina Katz
- Clinical Immunology and Tissue Typing Laboratory, Rambam Medical Center, Haifa, Israel
| | - Dan Turner
- The Crusaid Kobler AIDS Center, Tel-Aviv Sourasky Medical Center, Tel-Aviv, Sackler Faculty of Medicine, Tel-Aviv University, Tel-Aviv, Israel; Infectious Disease Unit, Tel-Aviv Sourasky Medical Center, Tel-Aviv, Israel
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Alosh M, Fritsch K, Huque M, Mahjoob K, Pennello G, Rothmann M, Russek-Cohen E, Smith F, Wilson S, Yue L. Statistical Considerations on Subgroup Analysis in Clinical Trials. Stat Biopharm Res 2015. [DOI: 10.1080/19466315.2015.1077726] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
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11
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Sensitivity to hepatotoxicity due to epigallocatechin gallate is affected by genetic background in diversity outbred mice. Food Chem Toxicol 2014; 76:19-26. [PMID: 25446466 DOI: 10.1016/j.fct.2014.11.008] [Citation(s) in RCA: 66] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/09/2014] [Revised: 08/06/2014] [Accepted: 11/08/2014] [Indexed: 12/13/2022]
Abstract
Consumer use of herbal and dietary supplements has recently grown in the United States and, with increased use, reports of rare adverse reactions have emerged. One such supplement is green tea extract, containing the polyphenol epigallocatechin gallate (EGCG), which has been shown to be hepatotoxic at high doses in animal models. The Drug-Induced Liver Injury Network has identified multiple patients who have experienced liver injury ascribed to green tea extract consumption and the relationship to dose has not been straightforward, indicating that differences in sensitivity may contribute to the adverse response in susceptible people. The Diversity Outbred (DO), a genetically heterogeneous mouse population, provides a potential platform for study of interindividual toxicity responses to green tea extract. Within the DO population, an equal exposure to EGCG (50 mg/kg; daily for three days) was found to be tolerated in the majority of mice; however, a small fraction of the animals (16%; 43/272) exhibited severe hepatotoxicity (10-86.8% liver necrosis) that is analogous to the clinical cases. The data indicate that the DO mice may provide a platform for informing risk of rare, adverse reactions that may occur in consumer populations upon ingestion of concentrated herbal products.
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Meadows NA, Morrison A, Brindley DA, Schuh A, Barker RW. An evaluation of regulatory and commercial barriers to stratified medicine development and adoption. THE PHARMACOGENOMICS JOURNAL 2014; 15:6-12. [DOI: 10.1038/tpj.2014.51] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/03/2014] [Revised: 08/01/2014] [Accepted: 08/13/2014] [Indexed: 11/09/2022]
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Bienfait KL, Shaw PM, Murthy G, Warner AW. Mobilizing pharmacogenomic analyses during clinical trials in drug development. Pharmacogenomics 2014; 14:1227-35. [PMID: 23859576 DOI: 10.2217/pgs.13.109] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022] Open
Abstract
The utilization of pharmacogenomics (PGx) in drug development is increasing as pharmaceutical companies and regulatory agencies work to understand variation in response to medications. The implementation of PGx in clinical trials requires a number of considerations that begin early at the point of program development for a compound. This article will discuss the issues involved in mobilizing a PGx study during the conduct of a clinical trial, including the development of a PGx hypothesis, the identification of genetic markers for analysis, PGx platform selection and assay development, as well as challenges that arise in relation to global laws and regulations related to genetic research and logistical/timeline concerns in the execution of a PGx analysis.
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Affiliation(s)
- Karina L Bienfait
- Merck & Co., Inc., Clinical Pharmacogenomics & Clinical Specimen Management, 2015 Galloping Hill Road, K15-4045, Kenilworth, NJ 07033, USA.
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Urban TJ, Goldstein DB. Pharmacogenetics at 50: Genomic Personalization Comes of Age. Sci Transl Med 2014; 6:220ps1. [DOI: 10.1126/scitranslmed.3005237] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
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15
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Roses AD, Saunders AM, Lutz MW, Zhang N, Hariri AR, Asin KE, Crenshaw DG, Budur K, Burns DK, Brannan SK. New applications of disease genetics and pharmacogenetics to drug development. Curr Opin Pharmacol 2014; 14:81-9. [PMID: 24565016 DOI: 10.1016/j.coph.2013.12.002] [Citation(s) in RCA: 42] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/13/2013] [Revised: 12/03/2013] [Accepted: 12/03/2013] [Indexed: 11/28/2022]
Abstract
TOMMORROW is a Phase III delay of onset clinical trial to determine whether low doses of pioglitazone, a molecule that induces mitochondrial doubling, delays the onset of MCI-AD in normal subjects treated with low dose compared to placebo. BOLD imaging studies in rodents and man were used to find the dose that increases oxygen consumption at central regions of the brain in higher proportion than activation of large corticol regions. The trial is made practical by the use of a pharmacogenetic algorithm based on TOMM40 and APOE genotypes and age to identify normal subjects at high risk of MCI-AD between the ages of 65-83 years within a five year follow-up period.
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Affiliation(s)
- Allen D Roses
- Zinfandel Pharmaceuticals, Inc., Durham, NC, United States; Duke University Medical Center, Department of Neurology, Durham, NC, United States.
| | - Ann M Saunders
- Duke University Medical Center, Department of Neurology, Durham, NC, United States
| | - Michael W Lutz
- Duke University Medical Center, Department of Neurology, Durham, NC, United States
| | - Nanyin Zhang
- Pennsylvania State University, Department of Biomedical Engineering, State College, PA, United States
| | - Ahmad R Hariri
- Duke University Medical Center, Department of Neurology, Durham, NC, United States
| | - Karen E Asin
- Takeda Pharmaceuticals, Deerfield, IL, United States
| | | | - Kumar Budur
- Takeda Pharmaceuticals, Deerfield, IL, United States
| | - Daniel K Burns
- Zinfandel Pharmaceuticals, Inc., Durham, NC, United States
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Beier MT, Panchapagesan M, Carman LE. Pharmacogenetics: Has the Time Come for Pharmacists to Embrace and Implement the Science? ACTA ACUST UNITED AC 2013; 28:696-711. [DOI: 10.4140/tcp.n.2013.696] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
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17
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Greek R, Hansen LA. Questions regarding the predictive value of one evolved complex adaptive system for a second: Exemplified by the SOD1 mouse. PROGRESS IN BIOPHYSICS AND MOLECULAR BIOLOGY 2013; 113:231-53. [DOI: 10.1016/j.pbiomolbio.2013.06.002] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/17/2013] [Revised: 06/07/2013] [Accepted: 06/11/2013] [Indexed: 11/25/2022]
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18
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Towse A, Ossa D, Veenstra D, Carlson J, Garrison L. Understanding the economic value of molecular diagnostic tests: case studies and lessons learned. J Pers Med 2013; 3:288-305. [PMID: 25562729 PMCID: PMC4251388 DOI: 10.3390/jpm3040288] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/08/2013] [Revised: 10/18/2013] [Accepted: 10/18/2013] [Indexed: 12/21/2022] Open
Abstract
Ten years after completion of the Human Genome Project, progress towards making “personalized medicine” a reality has been slower than expected. The reason is twofold. Firstly, the science is more difficult than expected. Secondly, limited progress has been made in aligning economic incentives to invest in diagnostics. This paper develops nine case studies of “success” where diagnostic tests are bringing personalized medicine into clinical practice with health and economic impact for patients, healthcare systems, and manufacturers. We focus on the availability of evidence for clinical utility, which is important not only for clinicians but also for payers and budget holders. We find that demonstrating diagnostic clinical utility and the development of economic evidence is currently feasible (i) through drug-diagnostic co-development, and (ii) when the research is sponsored by payers and public bodies. It is less clear whether the diagnostic industry can routinely undertake the work necessary to provide evidence as to the clinical utility and economic value of its products. It would be good public policy to increase the economic incentives to produce evidence of clinical utility: otherwise, opportunities to generate value from personalized medicine—in terms of both cost savings and health gains—may be lost.
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Affiliation(s)
- Adrian Towse
- Office of Health Economics, London SW1E 6QT, UK.
| | - Diego Ossa
- Novartis Pharma AG, Novartis Campus, Basel CH-4002, Switzerland.
| | - David Veenstra
- Pharmaceutical Outcomes Research & Policy Program, School of Pharmacy, Department of Pharmacy, University of Washington, Seattle, WA 98195, USA.
| | - Josh Carlson
- Pharmaceutical Outcomes Research & Policy Program, School of Pharmacy, Department of Pharmacy, University of Washington, Seattle, WA 98195, USA.
| | - Louis Garrison
- Pharmaceutical Outcomes Research & Policy Program, School of Pharmacy, Department of Pharmacy, University of Washington, Seattle, WA 98195, USA.
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Scientific challenges and implementation barriers to translation of pharmacogenomics in clinical practice. ISRN PHARMACOLOGY 2013; 2013:641089. [PMID: 23533802 PMCID: PMC3603526 DOI: 10.1155/2013/641089] [Citation(s) in RCA: 40] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/14/2013] [Accepted: 02/04/2013] [Indexed: 12/20/2022]
Abstract
The mapping of the human genome and subsequent advancements in genetic technology had provided clinicians and scientists an understanding of the genetic basis of altered drug pharmacokinetics and pharmacodynamics, as well as some examples of applying genomic data in clinical practice. This has raised the public expectation that predicting patients' responses to drug therapy is now possible in every therapeutic area, and personalized drug therapy would come sooner than later. However, debate continues among most stakeholders involved in drug development and clinical decision-making on whether pharmacogenomic biomarkers should be used in patient assessment, as well as when and in whom to use the biomarker-based diagnostic tests. Currently, most would agree that achieving the goal of personalized therapy remains years, if not decades, away. Realistic application of genomic findings and technologies in clinical practice and drug development require addressing multiple logistics and challenges that go beyond discovery of gene variants and/or completion of prospective controlled clinical trials. The goal of personalized medicine can only be achieved when all stakeholders in the field work together, with willingness to accept occasional paradigm change in their current approach.
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Guo Y, Shi L, Hong H, Su Z, Fuscoe J, Ning B. Studies on abacavir-induced hypersensitivity reaction: a successful example of translation of pharmacogenetics to personalized medicine. SCIENCE CHINA-LIFE SCIENCES 2013; 56:119-24. [DOI: 10.1007/s11427-013-4438-8] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/11/2012] [Accepted: 12/22/2012] [Indexed: 12/25/2022]
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Shah RR, Shah DR. Personalized medicine: is it a pharmacogenetic mirage? Br J Clin Pharmacol 2013; 74:698-721. [PMID: 22591598 DOI: 10.1111/j.1365-2125.2012.04328.x] [Citation(s) in RCA: 56] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022] Open
Abstract
The notion of personalized medicine has developed from the application of the discipline of pharmacogenetics to clinical medicine. Although the clinical relevance of genetically-determined inter-individual differences in pharmacokinetics is poorly understood, and the genotype-phenotype association data on clinical outcomes often inconsistent, officially approved drug labels frequently include pharmacogenetic information concerning the safety and/or efficacy of a number of drugs and refer to the availability of the pharmacogenetic test concerned. Regulatory authorities differ in their approach to these issues. Evidence emerging subsequently has generally revealed the pharmacogenetic information included in the label to be premature. Revised drugs labels, together with a flurry of other collateral activities, have raised public expectations of personalized medicine, promoted as 'the right drug at the right dose the first time.' These expectations place the prescribing physician in a dilemma and at risk of litigation, especially when evidence-based information on genotype-related dosing schedules is to all intent and purposes non-existent and guidelines, intended to improve the clinical utility of available pharmacogenetic information or tests, distance themselves from any responsibility. Lack of efficacy or an adverse drug reaction is frequently related to non-genetic factors. Phenoconversion, arising from drug interactions, poses another often neglected challenge to any potential success of personalized medicine by mimicking genetically-determined enzyme deficiency. A more realistic promotion of personalized medicine should acknowledge current limitations and emphasize that pharmacogenetic testing can only improve the likelihood of diminishing a specific toxic effect or increasing the likelihood of a beneficial effect and that application of pharmacogenetics to clinical medicine cannot adequately predict drug response in individual patients.
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Greek R, Menache A. Systematic reviews of animal models: methodology versus epistemology. Int J Med Sci 2013; 10:206-21. [PMID: 23372426 PMCID: PMC3558708 DOI: 10.7150/ijms.5529] [Citation(s) in RCA: 132] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/12/2012] [Accepted: 12/30/2012] [Indexed: 01/24/2023] Open
Abstract
Systematic reviews are currently favored methods of evaluating research in order to reach conclusions regarding medical practice. The need for such reviews is necessitated by the fact that no research is perfect and experts are prone to bias. By combining many studies that fulfill specific criteria, one hopes that the strengths can be multiplied and thus reliable conclusions attained. Potential flaws in this process include the assumptions that underlie the research under examination. If the assumptions, or axioms, upon which the research studies are based, are untenable either scientifically or logically, then the results must be highly suspect regardless of the otherwise high quality of the studies or the systematic reviews. We outline recent criticisms of animal-based research, namely that animal models are failing to predict human responses. It is this failure that is purportedly being corrected via systematic reviews. We then examine the assumption that animal models can predict human outcomes to perturbations such as disease or drugs, even under the best of circumstances. We examine the use of animal models in light of empirical evidence comparing human outcomes to those from animal models, complexity theory, and evolutionary biology. We conclude that even if legitimate criticisms of animal models were addressed, through standardization of protocols and systematic reviews, the animal model would still fail as a predictive modality for human response to drugs and disease. Therefore, systematic reviews and meta-analyses of animal-based research are poor tools for attempting to reach conclusions regarding human interventions.
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Affiliation(s)
- Ray Greek
- Americans For Medical Advancement, 2251 Refugio Rd, Goleta, CA 93117, USA.
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Abstract
BACKGROUND The concept of conserved processes presents unique opportunities for using nonhuman animal models in biomedical research. However, the concept must be examined in the context that humans and nonhuman animals are evolved, complex, adaptive systems. Given that nonhuman animals are examples of living systems that are differently complex from humans, what does the existence of a conserved gene or process imply for inter-species extrapolation? METHODS We surveyed the literature including philosophy of science, biological complexity, conserved processes, evolutionary biology, comparative medicine, anti-neoplastic agents, inhalational anesthetics, and drug development journals in order to determine the value of nonhuman animal models when studying conserved processes. RESULTS Evolution through natural selection has employed components and processes both to produce the same outcomes among species but also to generate different functions and traits. Many genes and processes are conserved, but new combinations of these processes or different regulation of the genes involved in these processes have resulted in unique organisms. Further, there is a hierarchy of organization in complex living systems. At some levels, the components are simple systems that can be analyzed by mathematics or the physical sciences, while at other levels the system cannot be fully analyzed by reducing it to a physical system. The study of complex living systems must alternate between focusing on the parts and examining the intact whole organism while taking into account the connections between the two. Systems biology aims for this holism. We examined the actions of inhalational anesthetic agents and anti-neoplastic agents in order to address what the characteristics of complex living systems imply for inter-species extrapolation of traits and responses related to conserved processes. CONCLUSION We conclude that even the presence of conserved processes is insufficient for inter-species extrapolation when the trait or response being studied is located at higher levels of organization, is in a different module, or is influenced by other modules. However, when the examination of the conserved process occurs at the same level of organization or in the same module, and hence is subject to study solely by reductionism, then extrapolation is possible.
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Affiliation(s)
- Ray Greek
- Americans For Medical Advancement (www.AFMA-curedisease.org), 2251 Refugio Rd, Goleta, CA, 93117, USA
| | - Mark J Rice
- Department of Anesthesiology, University of Florida College of Medicine, PO Box 100254, Gainesville, FL, 32610-0254, USA
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Crews KR, Hicks JK, Pui CH, Relling MV, Evans WE. Pharmacogenomics and individualized medicine: translating science into practice. Clin Pharmacol Ther 2012; 92:467-75. [PMID: 22948889 DOI: 10.1038/clpt.2012.120] [Citation(s) in RCA: 112] [Impact Index Per Article: 8.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/06/2023]
Abstract
Research on genes and medications has advanced our understanding of the genetic basis of individual drug responses. The aim of pharmacogenomics is to develop strategies for individualizing therapy for patients, in order to optimize outcome through knowledge of the variability of the human genome and its influence on drug response. Pharmacogenomics research is translational in nature and ranges from discovery of genotype-phenotype relationships to clinical trials that can provide proof of clinical impact. Advances in pharmacogenomics offer significant potential for subsequent clinical application in individual patients; however, the translation of pharmacogenomics research findings into clinical practice has been slow. Key components to successful clinical implementation of pharmacogenomics will include consistent interpretation of pharmacogenomics test results, availability of clinical guidelines for prescribing on the basis of test results, and knowledge-based decision support systems.
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Affiliation(s)
- K R Crews
- Department of Pharmaceutical Sciences, St Jude Children's Research Hospital, Memphis, Tennessee, USA.
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25
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Greek R, Pippus A, Hansen LA. The Nuremberg Code subverts human health and safety by requiring animal modeling. BMC Med Ethics 2012; 13:16. [PMID: 22769234 PMCID: PMC3532312 DOI: 10.1186/1472-6939-13-16] [Citation(s) in RCA: 22] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/12/2012] [Accepted: 05/14/2012] [Indexed: 11/18/2022] Open
Abstract
BACKGROUND The requirement that animals be used in research and testing in order to protect humans was formalized in the Nuremberg Code and subsequent national and international laws, codes, and declarations. DISCUSSION We review the history of these requirements and contrast what was known via science about animal models then with what is known now. We further analyze the predictive value of animal models when used as test subjects for human response to drugs and disease. We explore the use of animals for models in toxicity testing as an example of the problem with using animal models. SUMMARY We conclude that the requirements for animal testing found in the Nuremberg Code were based on scientifically outdated principles, compromised by people with a vested interest in animal experimentation, serve no useful function, increase the cost of drug development, and prevent otherwise safe and efficacious drugs and therapies from being implemented.
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Affiliation(s)
- Ray Greek
- Americans For Medical Advancement, 2251 Refugio Rd, Goleta, CA 93117, USA
| | - Annalea Pippus
- Americans For Medical Advancement, 2251 Refugio Rd, Goleta, CA 93117, USA
| | - Lawrence A Hansen
- Department of Neurosciences and Pathology, University of California, San Diego, Mail Code 062, 9500 Gilman Drive (MTF 351), La Jolla, CA, 92093-0624, USA
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Abstract
The clinical uptake of pharmacogenomic (PGx) testing and genotype-based prescribing has been disappointingly slow even though research on PGx is thriving. A recent survey on the adoption of PGx testing by US physicians suggests that this trend may start changing for the better. Acquiring more knowledge of PGx tests and their clinical significance during graduate and postgraduate education will enable physicians to make better use of the available and upcoming PGx diagnostics in clinical practice.
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Interplay between HIV-1 and Host Genetic Variation: A Snapshot into Its Impact on AIDS and Therapy Response. Adv Virol 2012; 2012:508967. [PMID: 22666249 PMCID: PMC3361994 DOI: 10.1155/2012/508967] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/09/2011] [Revised: 02/26/2012] [Accepted: 03/11/2012] [Indexed: 11/18/2022] Open
Abstract
As of February 2012, 50 circulating recombinant forms (CRFs) have been reported for HIV-1 while one CRF for HIV-2. Also according to HIV sequence compendium 2011, the HIV sequence database is replete with 414,398 sequences. The fact that there are CRFs, which are an amalgamation of sequences derived from six or more subtypes (CRF27_cpx (cpx refers to complex) is a mosaic with sequences from 6 different subtypes besides an unclassified fragment), serves as a testimony to the continual divergent evolution of the virus with its approximate 1% per year rate of evolution, and this phenomena per se poses tremendous challenge for vaccine development against HIV/AIDS, a devastating disease that has killed 1.8 million patients in 2010. Here, we explore the interaction between HIV-1 and host genetic variation in the context of HIV/AIDS and antiretroviral therapy response.
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Martin MA, Klein TE, Dong BJ, Pirmohamed M, Haas DW, Kroetz DL. Clinical pharmacogenetics implementation consortium guidelines for HLA-B genotype and abacavir dosing. Clin Pharmacol Ther 2012; 91:734-8. [PMID: 22378157 PMCID: PMC3374459 DOI: 10.1038/clpt.2011.355] [Citation(s) in RCA: 148] [Impact Index Per Article: 11.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/07/2011] [Accepted: 12/15/2011] [Indexed: 01/11/2023]
Abstract
Human leukocyte antigen B (HLA-B) is responsible for presenting peptides to immune cells and plays a critical role in normal immune recognition of pathogens. A variant allele, HLA-B*57:01, is associated with increased risk of a hypersensitivity reaction to the anti-HIV drug abacavir. In the absence of genetic prescreening, hypersensitivity affects ~6% of patients and can be life-threatening with repeated dosing. We provide recommendations (updated periodically at http://www.pharmkgb.org) for the use of abacavir based on HLA-B genotype.
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Affiliation(s)
- MA Martin
- Department of Bioengineering and Therapeutic Sciences, University of California, San Francisco, San Francisco, California, USA
| | - TE Klein
- Department of Genetics, Stanford University, Stanford, California, USA
| | - BJ Dong
- Department of Clinical Pharmacy, University of California, San Francisco, San Francisco, California, USA
| | - M Pirmohamed
- Department of Pharmacology, University of Liverpool, Liverpool, UK
| | - DW Haas
- Department of Medicine, Vanderbilt University, Nashville, Tennessee, USA
| | - DL Kroetz
- Department of Bioengineering and Therapeutic Sciences, University of California, San Francisco, San Francisco, California, USA
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Williams PJ, Morgan L. The role of genetics in pre-eclampsia and potential pharmacogenomic interventions. PHARMACOGENOMICS & PERSONALIZED MEDICINE 2012; 5:37-51. [PMID: 23226061 PMCID: PMC3513227 DOI: 10.2147/pgpm.s23141] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/19/2012] [Indexed: 01/23/2023]
Abstract
The pregnancy-specific condition pre-eclampsia not only affects the health of mother and baby during pregnancy but also has long-term consequences, increasing the chances of cardiovascular disease in later life. It is accepted that pre-eclampsia has a placental origin, but the pathogenic mechanisms leading to the systemic endothelial dysfunction characteristic of the disorder remain to be determined. In this review we discuss some key factors regarded as important in the development of pre-eclampsia, including immune maladaptation, inadequate placentation, oxidative stress, and thrombosis. Genetic factors influence all of these proposed pathophysiological mechanisms. The inherited nature of pre-eclampsia has been known for many years, and extensive genetic studies have been undertaken in this area. Genetic research offers an attractive strategy for studying the pathogenesis of pre-eclampsia as it avoids the ethical and practical difficulties of conducting basic science research during the preclinical phase of pre-eclampsia when the underlying pathological changes occur. Although pharmacogenomic studies have not yet been conducted in pre-eclampsia, a number of studies investigating treatment for essential hypertension are of relevance to therapies used in pre-eclampsia. The pharmacogenomics of antiplatelet agents, alpha and beta blockers, calcium channel blockers, and magnesium sulfate are discussed in relation to the treatment and prevention of pre-eclampsia. Pharmacogenomics offers the prospect of individualized patient treatment, ensuring swift introduction of optimal treatment whilst minimizing the use of inappropriate or ineffective drugs, thereby reducing the risk of harmful effects to both mother and baby.
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HIV-Antiretroviral Therapy Induced Liver, Gastrointestinal, and Pancreatic Injury. Int J Hepatol 2012; 2012:760706. [PMID: 22506127 PMCID: PMC3312274 DOI: 10.1155/2012/760706] [Citation(s) in RCA: 27] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/26/2011] [Revised: 12/30/2011] [Accepted: 01/01/2012] [Indexed: 01/11/2023] Open
Abstract
The present paper describes possible connections between antiretroviral therapies (ARTs) used to treat human immunodeficiency virus (HIV) infection and adverse drug reactions (ADRs) encountered predominantly in the liver, including hypersensitivity syndrome reactions, as well as throughout the gastrointestinal system, including the pancreas. Highly active antiretroviral therapy (HAART) has a positive influence on the quality of life and longevity in HIV patients, substantially reducing morbidity and mortality in this population. However, HAART produces a spectrum of ADRs. Alcohol consumption can interact with HAART as well as other pharmaceutical agents used for the prevention of opportunistic infections such as pneumonia and tuberculosis. Other coinfections that occur in HIV, such as hepatitis viruses B or C, cytomegalovirus, or herpes simplex virus, further complicate the etiology of HAART-induced ADRs. The aspect of liver pathology including liver structure and function has received little attention and deserves further evaluation. The materials used provide a data-supported approach. They are based on systematic review and analysis of recently published world literature (MedLine search) and the experience of the authors in the specified topic. We conclude that therapeutic and drug monitoring of ART, using laboratory identification of phenotypic susceptibilities, drug interactions with other medications, drug interactions with herbal medicines, and alcohol intake might enable a safer use of this medication.
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Current practices for DNA sample collection and storage in the pharmaceutical industry, and potential areas for harmonization: perspective of the I-PWG. Clin Pharmacol Ther 2011; 89:546-53. [PMID: 21368755 DOI: 10.1038/clpt.2010.338] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
Collection and storage of DNA samples in clinical drug development programs are an important investment for the pharmaceutical industry to allow efficient evaluation of observed variability in drug response. To enable collection and future use of samples, individual companies must define (i) processes to collect specimens worldwide, (ii) whether collection is optional or mandatory, (iii) conditions and duration of sample storage, (iv) whether research data can be returned to subjects, and (v) other logistical aspects. To determine current industry practices for collection and storage of these samples, the Industry Pharmacogenomics Working Group (I-PWG) conducted a survey of the industry (21 respondents) to identify areas of commonality and divergence. On the basis of the survey results, the I-PWG details areas of focus for harmonization of the industry's sample collection practices. A more unified approach would facilitate DNA sample collection, thereby contributing to the advancement of personalized medicine and more efficient development of safe and effective drugs.
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32
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Challenges in obtaining adequate genetic sample sets in clinical trials: the perspective of the industry pharmacogenomics working group. Clin Pharmacol Ther 2011; 89:529-36. [PMID: 21346757 DOI: 10.1038/clpt.2010.305] [Citation(s) in RCA: 27] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
Collection of DNA samples from subjects participating in clinical trials is vital to understanding variability in drug response. The purpose of this study was to assess pharmacogenetic sample-collection practices in the industry and to gather information on issues affecting collection. A survey questionnaire was developed and distributed to 20 pharmaceutical companies; 15 provided responses. Assessments included rate of DNA sample collection, reasons for low collection rates, reasons for rejection by health authorities (HAs) and institutional review boards/ethics committees (IRBs/ECs), and country-specific hurdles to sample collection. The results indicated that, although DNA samples are frequently collected, sample-acquisition rates remain lower than expected. Overall, the companies' experience has been that restrictions on sample usage are not consistently applied by regulatory bodies. This may reflect changing opinions/interpretations of HAs/IRBs/ECs. Collection of DNA samples in industry trials is still a challenge. Harmonization of sample-collection practices may facilitate the process.
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Munderi P, Snowden WB, Walker AS, Kityo C, Mosteller M, Kabuye G, Thoofer NK, Ssali F, Gilks CF, Hughes AR, DART Trial Team. Distribution of HLA-B alleles in a Ugandan HIV-infected adult population: NORA pharmacogenetic substudy of DART. Trop Med Int Health 2011; 16:200-4. [PMID: 21091860 DOI: 10.1111/j.1365-3156.2010.02688.x] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Collaborators] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
OBJECTIVES To determine the frequencies of HLA-B alleles in Ugandan patients in the NORA substudy of the DART trial and to compare HLA-B allele frequencies in those with and without clinically diagnosed hypersensitivity reaction (HSR). METHODS DNA-based HLA-B genotyping was used to determine HLA alleles in 247 participants who received abacavir, including all six participants ('cases') with clinically diagnosed abacavir HSR. RESULTS The incidence of clinical abacavir HSR in this double-blinded study was 2.0% (6/300) in the abacavir group. As HLA-B*5701 was absent throughout the entire cohort, including the six HSR 'cases', an association could not be established between HLA-B*5701 and clinically diagnosed abacavir HSR. No other HLA-B*57 alleles were present among the six 'cases'. HLA-B*5703 was the most frequent HLA-B*57 allele among the abacavir-tolerant participants. CONCLUSION The rate of clinical HSR was low, which may reflect the expected 2-3% clinical false-positive rate seen in previous double-blind randomized studies. The presumption that these cases may be false-positive abacavir HSR is supported by the fact that no HLA-B*5701 alleles were found in the abacavir group. Implementation of prospective HLA-B*5701 screening must be based on benefit/risk considerations within local practice. Clinical risk management remains paramount.
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Affiliation(s)
- Paula Munderi
- MRC/UVRI Uganda Research Unit on AIDS, Entebbe, Uganda
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Collaborators
H Grosskurth, P Munderi, G Kabuye, D Nsibambi, R Kasirye, E Zalwango, M Nakazibwe, B Kikaire, G Nassuna, R Massa, K Fadhiru, M Namyalo, A Zalwango, L Generous, P Khauka, N Rutikarayo, W Nakahima, A Mugisha, J Todd, J Levin, S Muyingo, A Ruberantwari, P Kaleebu, D Yirrell, N Ndembi, F Lyagoba, P Hughes, M Aber, A Medina Lara, S Foster, J Amurwon, B Nyanzi Wakholi, P Mugyenyi, C Kityo, F Ssali, D Tumukunde, T Otim, J Kabanda, H Musana, J Akao, H Kyomugisha, A Byamukama, J Sabiiti, J Komugyena, P Wavamunno, S Mukiibi, A Drasiku, R Byaruhanga, O Labeja, P Katundu, S Tugume, P Awio, A Namazzi, G T Bakeinyaga, H Katabira, D Abaine, J Tukamushaba, W Anywar, W Ojiambo, E Angweng, S Murungi, W Haguma, S Atwiine, J Kigozi, R Ochai, D Muhweezi, C Gilks, K Boocock, C Puddephatt, D Winogron, J Bohannon, J Darbyshire, D M Gibb, A Burke, D Bray, A Babiker, A S Walker, H Wilkes, M Rauchenberger, S Sheehan, L Peto, K Taylor, M Spyer, A Ferrier, B Naidoo, D Dunn, R Goodall, I Weller, A Babiker, S Bahendeka, M Bassett, A Chogo Wapakhabulo, J Darbyshire, B Gazzard, C Gilks, H Grosskurth, J Hakim, A Latif, C Mapuchere, O Mugurungi, P Mugyenyi, C Burke, M Distel, S Jones, E Loeliger, P Naidoo, C Newland, G Pearce, S Rahim, J Rooney, M Smith, W Snowden, J M Steens, A Breckenridge, A McLaren, C Hill, J Matenga, A Pozniak, D Serwadda,
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Ma JD, Lee KC, Kuo GM. HLA-B*5701 testing to predict abacavir hypersensitivity. PLOS CURRENTS 2010; 2:RRN1203. [PMID: 21151380 PMCID: PMC3000684 DOI: 10.1371/currents.rrn1203] [Citation(s) in RCA: 40] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Accepted: 12/08/2010] [Indexed: 01/11/2023]
Abstract
Abacavir is a nucleoside reverse transcriptase inhibitor used for combination antiretroviral therapy for treating human immunodeficiency virus (HIV) infection. An adverse effect from abacavir is a treatment-limiting hypersensitivity reaction, which can be severe and potentially life-threatening. Abacavir-induced hypersensitivity reaction has been associated with the presence of the major histocompatibility complex class I allele HLA-B*5701. A screening test for the HLA-B*5701 allele can assist clinicians to identify patients who are at risk of developing a hypersensitivity reaction to abacavir.
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Affiliation(s)
- Joseph D Ma
- University of California, San Diego, Skaggs School of Pharmacy & Pharmaceutical Sciences and University of California, San Diego, Skaggs School of Pharmacy and Pharmaceutical Sciences
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Amur S, Zineh I, Abernethy DR, Huang SM, Lesko LJ. Pharmacogenomics and adverse drug reactions. Per Med 2010; 7:633-642. [PMID: 29788561 DOI: 10.2217/pme.10.63] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
Adverse drug reactions (ADRs) observed during drug development have been the cause for discontinuing development of many drugs. In addition, serious but rare ADRs observed after marketing have led to withdrawal of some drugs. A priori identification of individuals at risk of developing ADRs for a given drug will help develop strategies to reduce the risk for ADRs in these patients. US FDA initiatives and efforts at reducing ADRs to make drugs safer are described, including updating of drug labels to include genomic information intended to reduce ADRs. Pharmacogenomics can also be harnessed to identify individuals at risk of developing serious ADRs and to treat these individuals with alternative therapy, thus converting ADRs that are traditionally considered unavoidable to avoidable ADRs.
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Affiliation(s)
| | - Issam Zineh
- Office of Clinical Pharmacology, Office of Translational Sciences, Center for Drug Evaluation and Research, FDA, Building 51, 10903 New Hampshire Avenue, Silver Spring, MD 20993, USA
| | - Darrell R Abernethy
- Office of Clinical Pharmacology, Office of Translational Sciences, Center for Drug Evaluation and Research, FDA, Building 51, 10903 New Hampshire Avenue, Silver Spring, MD 20993, USA
| | - Shiew-Mei Huang
- Office of Clinical Pharmacology, Office of Translational Sciences, Center for Drug Evaluation and Research, FDA, Building 51, 10903 New Hampshire Avenue, Silver Spring, MD 20993, USA
| | - Lawrence J Lesko
- Office of Clinical Pharmacology, Office of Translational Sciences, Center for Drug Evaluation and Research, FDA, Building 51, 10903 New Hampshire Avenue, Silver Spring, MD 20993, USA
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36
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Burns DK. Developing pharmacogenetic evidence throughout clinical development. Clin Pharmacol Ther 2010; 88:867-70. [PMID: 20981004 DOI: 10.1038/clpt.2010.246] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
Abstract
Genetics as a discipline is fundamental for the pharmaceutical industry; it contributes to all therapeutic areas and has an impact throughout the research and development continuum, right up to and including clinical practice. Pharmacogenetics is seen as a significant contributor to increasing the efficiency and effectiveness of pharmaceutical R&D, and it enhances the growing interest in personalized medicine. This article discusses some contemporary issues that influence drug development and examines the potential of pharmacogenetics to reduce the risk and uncertainty that are inherent in the drug development process.
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Affiliation(s)
- D K Burns
- Deane Drug Discovery Institute, Duke University, Durham, North Carolina, USA.
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Cabrera L, Abad-Santos F, Ayuso C, Dal-Ré R. [Pharmacogenetic studies assessment in clinical research: Four issues, four opinions]. Med Clin (Barc) 2010; 135:326-9. [PMID: 20800163 DOI: 10.1016/j.medcli.2010.05.001] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2010] [Accepted: 05/06/2010] [Indexed: 01/11/2023]
Affiliation(s)
- Lourdes Cabrera
- Comité Etico de Investigación Clínica, Unidad Central de Investigación Clínica y Ensayos Clínicos-Consorcio de Apoyo a la Investigación Biomédica en Red, Servicio de Farmacología Clínica, Hospital Universitario Puerta de Hierro, Majadahonda, Madrid, España
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38
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HLA-B*5701 frequency n Chilean HIV-infected patients and in general population. Braz J Infect Dis 2010. [DOI: 10.1016/s1413-8670(10)70102-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022] Open
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Narjoz C, Beaune P, de Waziers I. [Could idiosyncratic thinking fit with << omics >>?]. Med Sci (Paris) 2010; 26:641-6. [PMID: 20619168 DOI: 10.1051/medsci/2010266-7641] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Abstract
Idiosyncratic toxicity is a rare adverse drug-induced reaction. It may occur in a small number of patients, is often serious and may lead to patients' death. Preclinical and clinical drug development fail to predict idiosyncratic post-marketing problems. Idiosyncratic adverse reaction could be prevented either by detection of predisposed patients or use of biomarkers that could predict adverse reactions induced by a drug. The identification of biomarkers that could help predict idiosyncratic reaction requires highthrouhput technologies such as << omics >> (genomic, transcriptomic, proteomic, metabonomic), which are methods allowing screening and evaluation of extensive data and are suitable for untargeted analyses of different models. This review presents genomic and transcriptomic data. The genomic studies identified genetic risk factor that could be used in clinical practice to prevent idiosyncratic reaction in predisposed patients. The transcriptomic studies gave information on biological processes altered by a treatment with a drug. Understanding toxicity mechanisms could lead to identification of toxicity biomarkers.
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Affiliation(s)
- Céline Narjoz
- Université Paris-Descartes et Inserm U775, 75006 Paris, France.
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Tesch G, Amur S, Schousboe JT, Siegel JN, Lesko LJ, Bai JPF. Successes achieved and challenges ahead in translating biomarkers into clinical applications. AAPS JOURNAL 2010; 12:243-53. [PMID: 20232184 DOI: 10.1208/s12248-010-9182-4] [Citation(s) in RCA: 22] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/05/2009] [Accepted: 01/28/2010] [Indexed: 01/11/2023]
Abstract
Biomarkers are important tools for identifying and stratifying diseases, predicting their progression and determining the effectiveness, safety, and doses of therapeutic interventions. This is important for common chronic diseases such as diabetic nephropathy, osteoporosis, and rheumatoid arthritis which affect large numbers of patients worldwide. This article summarizes the current knowledge of established and novel biomarkers for each of these diseases as presented at the 2008 AAPS/ACCP joint symposium "Success Achieved and Challenges Ahead in Translating Biomarkers into Clinical Applications," in Atlanta, Georgia. The advantages and disadvantages of various proteomic, metabolomic, genomic, and imaging biomarkers are discussed in relation to disease diagnosis and stratification, prognosis, drug development, and potential clinical applications. The use of biomarkers as a means to determine therapeutic interventions is also considered. In addition, we show that biomarkers may be useful for adapting therapies for individual needs by allowing the selection of patients who are most likely to respond or react adversely to a particular treatment. They may also be used to determine whether the development of a novel therapy is worth pursuing by informing crucial go/no go decisions around safety and efficacy. Indeed, regulatory bodies now suggest that effective integration of biomarkers into clinical drug development programs is likely to promote the development of novel therapeutics and more personalized medicine.
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Affiliation(s)
- Greg Tesch
- Department of Nephrology, Monash Medical Center, Clayton, Victoria, Australia
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41
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Blair ED. Molecular diagnostics and personalized medicine: value-assessed opportunities for multiple stakeholders. Per Med 2010; 7:143-161. [PMID: 29783325 DOI: 10.2217/pme.10.1] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
Acceptance and operation of a personalized medicine strategy within modern healthcare requires that all key stakeholders are able to understand and assess the benefits offered by the approach. In addition to the technological aspects of molecular diagnostics, as enablers of personalized medicine, stakeholders must also be apprised of the value-adding effects of the strategy in terms of improved treatment efficacy and health economics. This review attempts to cover these broad stakeholder interests by articulating the scientific feasibility, the beneficial medical outcomes and the commercial attractiveness offered by the integration of molecular diagnostics and personalized medicine into healthcare systems, principally by demonstrating how technology integration and value addition can be robustly assessed and represented.
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Affiliation(s)
- Edward D Blair
- Integrated Medicines Ltd, Topfield House, Ermine Street, Caxton, Cambridge, CB23 3PQ, UK.
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Pharmacogenetic Testing in the United Kingdom Genetics and Immunogenetics Laboratories. Genet Test Mol Biomarkers 2010; 14:121-5. [DOI: 10.1089/gtmb.2009.0156] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
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Wong WB, Carlson JJ, Thariani R, Veenstra DL. Cost effectiveness of pharmacogenomics: a critical and systematic review. PHARMACOECONOMICS 2010; 28:1001-13. [PMID: 20936884 DOI: 10.2165/11537410-000000000-00000] [Citation(s) in RCA: 80] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/20/2023]
Abstract
The use of pharmacogenetic testing in clinical practice is limited thus far. A potential barrier to the widespread implementation of pharmacogenetic testing is the lack of evidence on whether testing provides good value for money. The objective of this review was to provide a systematic and critical review of economic evaluations of pharmacogenetic testing. A literature search using publically available databases was performed for articles published up to October 2009. To be included, studies had to meet the definition of being a pharmacogenomic study (defined as use of information on human genetic variation to target drug therapy) and an economic evaluation (defined as an evaluation of both costs and clinical outcomes). Articles that met these criteria were subsequently reviewed and graded using the Quality of Health Economic Studies (QHES) instrument. Lastly, the evidence for biomarker validity and utility were qualitatively assessed using expert opinion. A total of 34 articles were identified using our defined criteria. The most common disease category was thromboembolic-related diseases (26%), while the most common biomarkers were thiopurine methyltransferase and cytochrome P450 2C9 (18% each). Almost all studies were published after 2004 (91%). Two types of studies were identified: cost-effectiveness studies and cost-utility studies, with roughly half of the overall studies being cost-utility studies (53%) and a majority of these published within the last 3 years. The average quality score was 77 (range 29-99). Of the biomarkers reviewed, it was estimated that most had demonstrated clinical validity, but only two had demonstrated clinical utility. Despite a recent increase in the number of economic evaluations of pharmacogenetic applications, further studies examining the clinical validity and utility of these biomarkers are needed to support cost-effectiveness assessments.
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Affiliation(s)
- William B Wong
- University of Washington, Pharmaceutical Outcomes Research and Policy Program, Department of Pharmacy, Seattle, Washington 98195-7630, USA
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Hughes AR, Brothers CH, Mosteller M, Spreen WR, Burns DK. Genetic association studies to detect adverse drug reactions: abacavir hypersensitivity as an example. Pharmacogenomics 2009; 10:225-33. [PMID: 19207023 DOI: 10.2217/14622416.10.2.225] [Citation(s) in RCA: 33] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022] Open
Abstract
Abacavir hypersensitivity (ABC HSR) is a treatment-limiting adverse event associated with the use of the antiretroviral medicine, abacavir. The objective of the ABC HSR pharmacogenetics program was to identify clinically useful genetic risk factors to predict an individual patient's risk for ABC HSR. The major histocompatibility complex allele, HLA-B*5701, was identified retrospectively and confirmed with independent sample sets. The clinical utility of prospective HLA-B*5701 screening was demonstrated in a blinded randomized clinical trial and in open-label cohorts. Screening has been incorporated into clinical practice and the ABC HSR pharmacogenetics program has been highlighted as a success by pharmacogenetics researchers. Important lessons from this pharmacogenetics program will be discussed in this paper.
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Affiliation(s)
- Arlene R Hughes
- GlaxoSmithKline Genetics, 5 Moore Drive, PO Box 13398, Research Triangle Park, NC 27709, USA.
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Abstract
Large interindividual variation in efficacy and adverse effects of anti-epileptic therapy presents opportunities and challenges in pharmacogenomics. Although the first true association of genetic polymorphism in drug-metabolizing enzymes with anti-epileptic drug dose was reported 10 years ago, most of the findings have had little impact on clinical practice so far. Most studies performed to date examined candidate genes and were focused on candidate gene selection. Genome-wide association and whole-genome sequencing technologies empower hypothesis-free comprehensive screening of genetic variation across the genome and now the main challenge remaining is to select and study clinically relevant phenotypes suitable for genetic studies. Here we review the current state of epilepsy pharmacogenetics focusing on phenotyping questions and discuss what characteristics we need to study to get answers.
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Affiliation(s)
- Dalia Kasperavičiūtė
- Department of Clinical & Experimental Epilepsy, UCL Institute of Neurology, Queen Square, London, WC1N 3BG, UK
| | - Sanjay M Sisodiya
- Department of Clinical & Experimental Epilepsy, UCL Institute of Neurology, Queen Square, London, WC1N 3BG, UK
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John Wiley & Sons, Ltd.. Current awareness: Pharmacoepidemiology and drug safety. Pharmacoepidemiol Drug Saf 2009. [DOI: 10.1002/pds.1647] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022]
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Roca B. Farmacogenómica de los antirretrovirales. Med Clin (Barc) 2009; 132:268-71. [DOI: 10.1016/j.medcli.2008.10.032] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2008] [Accepted: 10/14/2008] [Indexed: 10/20/2022]
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Abstract
A pharmacogenetic marker for abacavir hypersensitivity is rapidly being incorporated into routine medical practice following demonstration of strong clinical utility in pivotal clinical studies. As one of the few pharmacogenetic markers that have crossed from research tools to clinical adoption and utilization, the abacavir hypersensitivity pharmacogenetic marker provides a great model for demonstration of factors that are critical to successful pharmacogenetic test adoption. Several examples of novel diagnostic test implementation are reviewed with focus on factors that are critical to translation into clinical practice. Other pharmacogenetic markers that have not yet been integrated into routine clinical care are discussed and reasons for their lack of acceptance are suggested.
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The medical and economic roles of pipeline pharmacogenetics: Alzheimer's disease as a model of efficacy and HLA-B(*)5701 as a model of safety. Neuropsychopharmacology 2009; 34:6-17. [PMID: 18923406 DOI: 10.1038/npp.2008.153] [Citation(s) in RCA: 28] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/03/2023]
Abstract
Pharmacogenetics (PGX) is the study of drug response as a function of an individual's DNA. PGX is often viewed as an extension of disease association genetics, and although this information may be related, it is not the study of drug response. Although medicines are used to treat diseases, the value of strategies that identify and incorporate DNA biomarkers associated with clinical efficacy, or DNA biomarkers for untoward clinical responses, can be applied directly to pharmaceutical pipelines. The growth of adverse event PGX studies involving marketed medicines generally uses relatively large numbers of affected patients, but has been productive. However, the two critical strategies for pipeline genetics must make use of fewer patients: (1) the early identification of efficacy signals so that they can be applied early in development for targeted therapies and (2) identification of safety signals that can subsequently be validated prospectively during development using the least number of patients with adverse responses. Assumptions are often made that large numbers of patients are necessary to recognize PGX hypotheses and to validate DNA biomarkers. In some ways, pipeline pharmacogenetics may be viewed as the opposite of current genome-wide scanning designs. The goal is to obtain PGX signals in as few patients as possible, and then validate PGX hypotheses for specificity and sensitivity as development trials go forward--not using hundreds of thousand of markers to detect strong linkage disequilibrium signals in thousands of patients and their controls. Drug development takes 5-7 years for a drug candidate to traverse to registration--and this is similar to the timeframe for validating genetic biomarkers using sequential clinical trials. Two important examples are discussed, the association of APOE genotypes to the demonstration of actionable efficacy signals for the use of rosiglitazone for Alzheimer's disease; and the identification of HLA-B(*)5701 as a highly sensitive and specific predictive marker for abacavir treated patients who will develop hypersensitivity syndrome (HSS). The rosiglitazone study prevented pipeline attrition by changing the interpretation of a critical Phase IIB proof of concept study (2005) from a failed study, to a positive efficacy response in a genetically predictable proportion of patients. Now, three years later, a Phase III program of clinical trials using pharmacogenetic designs is months away from completion (late08). If successfully registered (early09), millions of patients could benefit, and efficacy PGX would have achieved its first prospective block-buster. The use of safety candidate gene association genetics in patients who received abacavir therapy and developed HSS starting in 1998 culminated in a double blind clinical trial that determined sensitivity > 97% and specificity >99% in 2007. Clinical consensus panels rapidly recommended abacavir as the preferred therapy along with HLA-B(*)5701 pre-testing, immediately increasing the market share of abacavir with respect to other reverse transcriptases that are associated with there own adverse events. Targeting of medicines during drug development is now possible, practical, and profitable.
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Armstrong M, Bromley C, Cohen N, Hunt CM, O’Neill R, Power A. Developing the evidence base for applying pharmacogenomics: proceeds from DIA Workshop IV – Breakout Session 1. Pharmacogenomics 2009; 10:117-25. [DOI: 10.2217/14622416.10.1.117] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/11/2023] Open
Abstract
The 4th Drug Information Association Workshop in a series of workshops on Pharmacogenomics: ‘Biomarkers and Pharmacogenomics in Drug Development and Regulatory Decision Making’ took place on December 10–12, 2007 in Bethesda, MD, USA. A number of breakout sessions were conducted to focus on different aspects of the development of biomarkers. Breakout Session 1 considered the evidence base for the development of pharmacogenomic markers from both safety and efficacy perspectives, with a view to understanding the challenges in the design of appropriate clinical studies during drug development. Case studies based on data generated during all stages of drug development were used to stimulate discussion and refine considerations for what constitutes a sufficient evidence base to support the effective use of novel, pharmacogenomic biomarkers. The discussions were open and lively, and some broad principles were drawn from the discussion. In this article, we summarize the case studies presented and develop key discussion points that arose out of the meeting. These case studies help to illustrate the current state of the art in the application of pharmacogenomics in drug development and the challenges being faced in the development of pharmacogenomics from interesting, exploratory associations into predictive biomarkers with clinical utility. We hope that this will serve as a stimulus to consideration of the critical issues facing the implementation of pharmacogenomics into drug development.
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Affiliation(s)
| | | | - Nadine Cohen
- J&J Pharmaceutical Research and Development, NJ, USA
| | | | - Robert O’Neill
- US Food and Drug Administration, Center for Drug Evaluation and Research, MD, USA
| | - Aidan Power
- Pfizer Global Research and Development, 50 Pequot Avenue, New London, CT 06320, USA
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