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Marcu LG, Marcu DC. Pharmacogenomics and Big Data in medical oncology: developments and challenges. Ther Adv Med Oncol 2024; 16:17588359241287658. [PMID: 39483136 PMCID: PMC11526290 DOI: 10.1177/17588359241287658] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2024] [Accepted: 09/12/2024] [Indexed: 11/03/2024] Open
Abstract
Medical oncology, through conventional chemotherapy as well as targeted drugs, remains an important component of cancer patient management, particularly for systemic disease. Despite advances in all areas of medical oncology, certain challenges persist in the form of drug resistance and severe normal tissue toxicity. These unwanted effects can be counteracted through a patient-tailored treatment approach, which in chemotherapy is translated as pharmacogenomics. This research field investigates the way genetic makeup influences a patient's response to various drugs with the aim to minimize trial-and-error associated with drug administration. The paper introduces the role, advances and challenges of pharmacogenomics, highlighting the importance of Big Data mining to reveal the mechanisms behind drug-gene pair interaction for better patient outcomes. International consortiums have prioritized their focus on the clinical implementation of pharmacogenomics while tackling the challenges ahead: data standardization, ethical aspects and the education of physicians and patients alike to comprehend the power of pharmacogenomics to transform medical oncology.
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Affiliation(s)
- Loredana G. Marcu
- UniSA Allied Health and Human Performance, University of South Australia, Adelaide, SA 5001, Australia
- Faculty of Informatics and Science, University of Oradea, Oradea 410087, Romania
| | - David C. Marcu
- Faculty of Electrical Engineering and Information Technology, University of Oradea, Oradea, Romania
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Minhinnick A, Santos-Gonzalez F, Wilson M, Lorgelly P. How is Value Defined in Molecular Testing in Cancer? A Scoping Review. APPLIED HEALTH ECONOMICS AND HEALTH POLICY 2024:10.1007/s40258-024-00901-4. [PMID: 38980555 DOI: 10.1007/s40258-024-00901-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Accepted: 06/18/2024] [Indexed: 07/10/2024]
Abstract
OBJECTIVE To identify how value is defined in studies that focus on the value of molecular testing in cancer and the extent to which broadening the conceptualisation of value in healthcare has been applied in the molecular testing literature. METHODS A scoping review was undertaken using Joanna Briggs Institute (JBI) guidance. Medline, Embase, EconLit and Cochrane Library were searched in August 2023. Articles were eligible if they reported costs relative to outcomes, novel costs, or novel outcomes of molecular testing in cancer. Results were synthesised and qualitative content analysis was performed with deductive and inductive frameworks. RESULTS Ninety-one articles were included in the review. The majority (75/91) were conventional economic analyses (comparative economic evaluations and budget impact assessments) and undertaken from a healthcare system perspective (38/91). Clinical outcomes dominate the assessment of value (61/91), with quality-adjusted life-years (QALYs) the most common outcome measure (45/91). Other definitions of value were diverse (e.g. psychological impact, access to trials), inconsistent, and largely not in keeping with evolving guidance. CONCLUSIONS Broader concepts of value were not commonly described in the molecular testing literature focusing on cancer. Conventional approaches to measuring the health costs and outcomes of molecular testing in cancer prevail with little focus on non-clinical elements of value. There are emerging reports of non-clinical outcomes of testing information, particularly psychological consequences. Intrinsic attributes of the testing process and preferences of those who receive testing information may determine the realised societal value of molecular testing and highlight challenges to implementing such a value framework.
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Bastaki K, Velayutham D, Irfan A, Adnan M, Mohammed S, Mbarek H, Qoronfleh MW, Jithesh PV. Forging the path to precision medicine in Qatar: a public health perspective on pharmacogenomics initiatives. Front Public Health 2024; 12:1364221. [PMID: 38550311 PMCID: PMC10977610 DOI: 10.3389/fpubh.2024.1364221] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/01/2024] [Accepted: 02/20/2024] [Indexed: 04/02/2024] Open
Abstract
Pharmacogenomics (PGx) is an important component of precision medicine that promises tailored treatment approaches based on an individual's genetic information. Exploring the initiatives in research that help to integrate PGx test into clinical setting, identifying the potential barriers and challenges as well as planning the future directions, are all important for fruitful PGx implementation in any population. Qatar serves as an exemplar case study for the Middle East, having a small native population compared to a diverse immigrant population, advanced healthcare system, national genome program, and several educational initiatives on PGx and precision medicine. This paper attempts to outline the current state of PGx research and implementation in Qatar within the global context, emphasizing ongoing initiatives and educational efforts. The inclusion of PGx in university curricula and healthcare provider training, alongside precision medicine conferences, showcase Qatar's commitment to advancing this field. However, challenges persist, including the requirement for population specific implementation strategies, complex genetic data interpretation, lack of standardization, and limited awareness. The review suggests policy development for future directions in continued research investment, conducting clinical trials for the feasibility of PGx implementation, ethical considerations, technological advancements, and global collaborations to overcome these barriers.
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Affiliation(s)
- Kholoud Bastaki
- Clinical and Pharmacy Practice Department, College of Pharmacy, QU Health, Qatar University, Doha, Qatar
| | - Dinesh Velayutham
- College of Health & Life Sciences, Hamad Bin Khalifa University, Education City, Doha, Qatar
| | - Areeba Irfan
- College of Health & Life Sciences, Hamad Bin Khalifa University, Education City, Doha, Qatar
| | - Mohd Adnan
- College of Health & Life Sciences, Hamad Bin Khalifa University, Education City, Doha, Qatar
| | - Sawsan Mohammed
- College of Medicine, Pre-Clinical Education Department, QU Health, Qatar University, Doha, Qatar
| | | | - M. Waild Qoronfleh
- Q3 Research Institute (QRI), Research & Policy Division, Ann Arbor, MI, United States
| | - Puthen Veettil Jithesh
- College of Health & Life Sciences, Hamad Bin Khalifa University, Education City, Doha, Qatar
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Lim KK, Koleva‐Kolarova R, Kamaruzaman HF, Kamil AA, Chowienczyk P, Wolfe CDA, Fox‐Rushby J. Genetic-Guided Pharmacotherapy for Coronary Artery Disease: A Systematic and Critical Review of Economic Evaluations. J Am Heart Assoc 2024; 13:e030058. [PMID: 38390792 PMCID: PMC10944053 DOI: 10.1161/jaha.123.030058] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/24/2023] [Accepted: 12/15/2023] [Indexed: 02/24/2024]
Abstract
BACKGROUND Genetic-guided pharmacotherapy (PGx) is not recommended in clinical guidelines for coronary artery disease (CAD). We aimed to examine the extent and quality of evidence from economic evaluations of PGx in CAD and to identify variables influential in changing conclusions on cost-effectiveness. METHODS AND RESULTS From systematic searches across 6 databases, 2 independent reviewers screened, included, and rated the methodological quality of economic evaluations of PGx testing to guide pharmacotherapy for patients with CAD. Of 35 economic evaluations included, most were model-based cost-utility analyses alone, or alongside cost-effectiveness analyses of PGx testing to stratify patients into antiplatelets (25/35), statins (2/35), pain killers (1/35), or angiotensin-converting enzyme inhibitors (1/35) to predict CAD risk (8/35) or to determine the coumadin doses (1/35). To stratify patients into antiplatelets (96/151 comparisons with complete findings of PGx versus non-PGx), PGx was more effective and more costly than non-PGx clopidogrel (28/43) but less costly than non-PGx prasugrel (10/15) and less costly and less effective than non-PGx ticagrelor (22/25). To predict CAD risk (51/151 comparisons), PGx using genetic risk scores was more effective and less costly than clinical risk score (13/17) but more costly than no risk score (16/19) or no treatment (9/9). The remaining comparisons were too few to observe any trend. Mortality risk was the most common variable (47/294) changing conclusions. CONCLUSIONS Economic evaluations to date found PGx to stratify patients with CAD into antiplatelets or to predict CAD risk to be cost-effective, but findings varied based on the non-PGx comparators, underscoring the importance of considering local practice in deciding whether to adopt PGx.
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Affiliation(s)
- Ka Keat Lim
- School of Life Course & Population SciencesFaculty of Life Sciences & Medicine, King’s College LondonLondonUnited Kingdom
| | - Rositsa Koleva‐Kolarova
- Health Economics Research Centre, Nuffield Department of Population HealthUniversity of OxfordOxfordUnited Kingdom
| | - Hanin Farhana Kamaruzaman
- Health Economics and Health Technology Assessment (HEHTA), School of Health and WellbeingUniversity of GlasgowGlasgowUnited Kingdom
- Malaysian Health Technology Assessment Section (MaHTAS), Medical Development Division, Ministry of HealthPutrajayaMalaysia
| | - Ahmad Amir Kamil
- School of Life Course & Population SciencesFaculty of Life Sciences & Medicine, King’s College LondonLondonUnited Kingdom
| | - Phil Chowienczyk
- School of Life Course & Population SciencesFaculty of Life Sciences & Medicine, King’s College LondonLondonUnited Kingdom
- King’s College London British Heart Foundation CentreSt. Thomas’ Hospital, Westminster BridgeLondonUnited Kingdom
| | - Charles D. A. Wolfe
- School of Life Course & Population SciencesFaculty of Life Sciences & Medicine, King’s College LondonLondonUnited Kingdom
- National Institute for Health Research (NIHR) Collaboration for Leadership in Applied Health Research and Care (CLAHRC), South LondonLondonUnited Kingdom
| | - Julia Fox‐Rushby
- School of Life Course & Population SciencesFaculty of Life Sciences & Medicine, King’s College LondonLondonUnited Kingdom
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Kanegusuku ALG, Chan CW, O'Donnell PH, Yeo KTJ. Implementation of pharmacogenomics testing for precision medicine. Crit Rev Clin Lab Sci 2024; 61:89-106. [PMID: 37776898 DOI: 10.1080/10408363.2023.2255279] [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: 01/31/2023] [Accepted: 08/31/2023] [Indexed: 10/02/2023]
Abstract
Great strides have been made in the past decade to lower barriers to clinical pharmacogenomics implementation. Nevertheless, PGx consultation prior to prescribing therapeutics is not yet mainstream. This review addresses the current climate surrounding PGx implementation, focusing primarily on strategies for implementation at academic institutions, particularly at The University of Chicago, and provides an up-to-date guide of resources supporting the development of PGx programs. Remaining challenges and recent strategies for overcoming these challenges to implementation are discussed.
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Affiliation(s)
| | - Clarence W Chan
- Departments of Pathology, The University of Chicago, Chicago, IL, USA
| | - Peter H O'Donnell
- Department of Medicine, The University of Chicago, Chicago, IL, USA
- Center for Personalized Therapeutics, The University of Chicago, Chicago, IL, USA
| | - Kiang-Teck J Yeo
- Departments of Pathology, The University of Chicago, Chicago, IL, USA
- Center for Personalized Therapeutics, The University of Chicago, Chicago, IL, USA
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Williams LM, Carpenter WT, Carretta C, Papanastasiou E, Vaidyanathan U. Precision psychiatry and Research Domain Criteria: Implications for clinical trials and future practice. CNS Spectr 2024; 29:26-39. [PMID: 37675453 DOI: 10.1017/s1092852923002420] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 09/08/2023]
Abstract
Psychiatric disorders are associated with significant social and economic burdens, many of which are related to issues with current diagnosis and treatments. The coronavirus (COVID-19) pandemic is estimated to have increased the prevalence and burden of major depressive and anxiety disorders, indicating an urgent need to strengthen mental health systems globally. To date, current approaches adopted in drug discovery and development for psychiatric disorders have been relatively unsuccessful. Precision psychiatry aims to tailor healthcare more closely to the needs of individual patients and, when informed by neuroscience, can offer the opportunity to improve the accuracy of disease classification, treatment decisions, and prevention efforts. In this review, we highlight the growing global interest in precision psychiatry and the potential for the National Institute of Health-devised Research Domain Criteria (RDoC) to facilitate the implementation of transdiagnostic and improved treatment approaches. The need for current psychiatric nosology to evolve with recent scientific advancements and increase awareness in emerging investigators/clinicians of the value of this approach is essential. Finally, we examine current challenges and future opportunities of adopting the RDoC-associated translational and transdiagnostic approaches in clinical studies, acknowledging that the strength of RDoC is that they form a dynamic framework of guiding principles that is intended to evolve continuously with scientific developments into the future. A collaborative approach that recruits expertise from multiple disciplines, while also considering the patient perspective, is needed to pave the way for precision psychiatry that can improve the prognosis and quality of life of psychiatric patients.
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Affiliation(s)
- Leanne M Williams
- Department of Psychiatry and Behavioral Sciences, Stanford University, Stanford, CA, USA
- Sierra-Pacific Mental Illness Research, Education, and Clinical Center (MIRECC), Veterans Affairs Palo Alto Health Care System, Palo Alto, CA, USA
| | - William T Carpenter
- Department of Psychiatry, University of Maryland School of Medicine, Baltimore, MD, USA
| | | | - Evangelos Papanastasiou
- Boehringer Ingelheim Pharma GmbH & Co, Ingelheim am Rhein, Rhineland-Palatinate, Germany
- HMNC Holding GmbH, Wilhelm-Wagenfeld-Strasse 20, 80807Munich, Bavaria, Germany
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Margaritelis NV. Personalized redox biology: Designs and concepts. Free Radic Biol Med 2023; 208:112-125. [PMID: 37541453 DOI: 10.1016/j.freeradbiomed.2023.08.003] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/30/2023] [Revised: 07/19/2023] [Accepted: 08/01/2023] [Indexed: 08/06/2023]
Abstract
Personalized interventions are regarded as a next-generation approach in almost all fields of biomedicine, such as clinical medicine, exercise, nutrition and pharmacology. At the same time, an increasing body of evidence indicates that redox processes regulate, at least in part, multiple aspects of human physiology and pathology. As a result, the idea of applying personalized redox treatments to improve their efficacy has gained popularity among researchers in recent years. The aim of the present primer-style review was to highlight some crucial yet underappreciated methodological, statistical, and interpretative concepts within the redox biology literature, while also providing a physiology-oriented perspective on personalized redox biology. The topics addressed are: (i) the critical issue of investigating the potential existence of inter-individual variability; (ii) the importance of distinguishing a genuine and consistent response of a subject from a chance finding; (iii) the challenge of accurately quantifying the effect of a redox treatment when dealing with 'extreme' groups due to mathematical coupling and regression to the mean; and (iv) research designs and analyses that have been implemented in other fields, and can be reframed and exploited in a redox biology context.
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Affiliation(s)
- Nikos V Margaritelis
- Department of Physical Education and Sports Science at Serres, Aristotle University of Thessaloniki, Agios Ioannis, 62122, Serres, Greece.
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Oni-Orisan A, Tuteja S, Hoffecker G, Smith DM, Castrichini M, Crews KR, Murphy WA, Nguyen NHK, Huang Y, Lteif C, Friede KA, Tantisira K, Aminkeng F, Voora D, Cavallari LH, Whirl-Carrillo M, Duarte JD, Luzum JA. An Introductory Tutorial on Cardiovascular Pharmacogenetics for Healthcare Providers. Clin Pharmacol Ther 2023; 114:275-287. [PMID: 37303270 PMCID: PMC10406163 DOI: 10.1002/cpt.2957] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/22/2022] [Accepted: 05/17/2023] [Indexed: 06/13/2023]
Abstract
Pharmacogenetics can improve clinical outcomes by reducing adverse drug effects and enhancing therapeutic efficacy for commonly used drugs that treat a wide range of cardiovascular diseases. One of the major barriers to the clinical implementation of cardiovascular pharmacogenetics is limited education on this field for current healthcare providers and students. The abundance of pharmacogenetic literature underscores its promise, but it can also be challenging to learn such a wealth of information. Moreover, current clinical recommendations for cardiovascular pharmacogenetics can be confusing because they are outdated, incomplete, or inconsistent. A myriad of misconceptions about the promise and feasibility of cardiovascular pharmacogenetics among healthcare providers also has halted clinical implementation. Therefore, the main goal of this tutorial is to provide introductory education on the use of cardiovascular pharmacogenetics in clinical practice. The target audience is any healthcare provider (or student) with patients that use or have indications for cardiovascular drugs. This tutorial is organized into the following 6 steps: (1) understand basic concepts in pharmacogenetics; (2) gain foundational knowledge of cardiovascular pharmacogenetics; (3) learn the different organizations that release cardiovascular pharmacogenetic guidelines and recommendations; (4) know the current cardiovascular drugs/drug classes to focus on clinically and the supporting evidence; (5) discuss an example patient case of cardiovascular pharmacogenetics; and (6) develop an appreciation for emerging areas in cardiovascular pharmacogenetics. Ultimately, improved education among healthcare providers on cardiovascular pharmacogenetics will lead to a greater understanding for its potential in improving outcomes for a leading cause of morbidity and mortality.
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Affiliation(s)
- Akinyemi Oni-Orisan
- Department of Clinical Pharmacy, University of California San Francisco, San Francisco, California, USA
| | - Sony Tuteja
- Division of Translational Medicine and Human Genetics, Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Glenda Hoffecker
- Division of Translational Medicine and Human Genetics, Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - D. Max Smith
- MedStar Health, Columbia, Maryland, USA
- Department of Oncology, Georgetown University Medical Center, Washington, DC, USA
| | - Matteo Castrichini
- Department of Cardiovascular Medicine, Mayo Clinic, Rochester, Minnesota, USA
| | - Kristine R. Crews
- Department of Pharmacy and Pharmaceutical Sciences, St. Jude Children’s Research Hospital, Memphis, Tennessee, USA
| | - William A. Murphy
- Division of Pharmacotherapy and Experimental Therapeutics, UNC Eshelman School of Pharmacy, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - Nam H. K. Nguyen
- Department of Pharmacotherapy and Translational Research and Center for Pharmacogenomics and Precision Medicine, University of Florida, Gainesville, Florida, USA
| | - Yimei Huang
- Department of Pharmacotherapy and Translational Research and Center for Pharmacogenomics and Precision Medicine, University of Florida, Gainesville, Florida, USA
| | - Christelle Lteif
- Department of Pharmacotherapy and Translational Research and Center for Pharmacogenomics and Precision Medicine, University of Florida, Gainesville, Florida, USA
| | - Kevin A. Friede
- Division of Cardiology, University of North Carolina School of Medicine, Chapel Hill, North Carolina, USA
| | - Kelan Tantisira
- Division of Respiratory Medicine, Department of Pediatrics, University of California San Diego, San Diego, California, USA
| | - Folefac Aminkeng
- Departments of Medicine and Biomedical Informatics (DBMI), Yong Loo Lin School of Medicine, National University of Singapore, Singapore City, Singapore
- Centre for Precision Health (CPH), National University Health System (NUHS), Singapore City, Singapore
| | - Deepak Voora
- Precision Medicine Program, Department of Medicine, Duke University School of Medicine, Durham, North Carolina, USA
| | - Larisa H. Cavallari
- Department of Pharmacotherapy and Translational Research and Center for Pharmacogenomics and Precision Medicine, University of Florida, Gainesville, Florida, USA
| | | | - Julio D. Duarte
- Department of Pharmacotherapy and Translational Research and Center for Pharmacogenomics and Precision Medicine, University of Florida, Gainesville, Florida, USA
| | - Jasmine A. Luzum
- Department of Clinical Pharmacy, University of Michigan College of Pharmacy, Ann Arbor, Michigan, USA
- Center for Individualized and Genomic Medicine Research, Henry Ford Health System, Detroit, Michigan, USA
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Aref HAT, Makowsky MJ, Kung JY, Guirguis LM. Mapping the implementation of pharmacogenomic testing in community pharmacies 2003-2021 using the Theoretical Domains Framework: A scoping review. J Am Pharm Assoc (2003) 2023; 63:459-476.e6. [PMID: 36371398 DOI: 10.1016/j.japh.2022.09.019] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2022] [Revised: 09/19/2022] [Accepted: 09/23/2022] [Indexed: 11/27/2022]
Abstract
BACKGROUND Pharmacogenetic (PGx) testing is an evidence-based approach to finding effective medication therapies. While community pharmacists are ideally situated to provide PGx testing, the extent of its implementation is limited within community pharmacies. OBJECTIVE This study aimed to explore trends in the international peer-reviewed primary literature on community pharmacists' implementation of PGx and map the main findings on the Theoretical Domains Framework (TDF). METHODS A literature search and 2-step screening were conducted per PRISMA Extension for Scoping Reviews. Inclusion criteria were English language, community pharmacy setting, full papers, and empirical research. Data were collated in a data extraction form. The main findings were deductively mapped on the TDF with a content analysis approach. RESULTS Of 1176 identified documents screened, 39 were included in this scoping review. Four groups of research were identified: pre-implementation surveys (interviews, and focus groups [56%, n = 22]); PGx implementation (single cohort to assess feasibility [38%, n = 15]); PGx implementation (controlled study to assess feasibility [n = 1, 2.5%]); and efficacy of PGx (2.5%, n = 1). Most studies throughout the 4 groups sought pharmacists' perceptions (46%, n = 18) and used the quantitative paradigm (77%, n = 30). TDF mapping documented positive beliefs about the benefits of PGx testing as a part of the pharmacists' role. Barriers to PGx use included pharmacists' awareness of knowledge gaps, low confidence in interpreting and communicating PGx results, concerns about cost, privacy, and integration into pharmacy workflow. CONCLUSION Research addressing PGx implementation within the community pharmacy evolved from assessing individuals' perceptions of PGx to determining the feasibility of PGx testing in pharmacies and evaluating the impact of PGx testing on patient outcomes in depression. Mapping the main findings on the TDF facilitates the development of multidimensional interventions, potentially targeting patients, pharmacists, and health policy.
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Fragala MS, Shaman JA, Lorenz RA, Goldberg SE. Role of Pharmacogenomics in Comprehensive Medication Management: Considerations for Employers. Popul Health Manag 2022; 25:753-762. [PMID: 36301527 DOI: 10.1089/pop.2022.0075] [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: 12/31/2022] Open
Abstract
Rising prescription costs, poor medication adherence, and safety issues pose persistent challenges to employer-sponsored health care plans and their beneficiaries. Comprehensive medication management (CMM), a patient-centered approach to medication optimization, enriched by pharmacogenomics (PGx), has been shown to improve the efficacy and safety of pharmaceutical regimens. This has contributed to improved health care outcomes, reduced costs of treatments, better adherence, shorter durations of treatment, and fewer adverse effects from drug therapy. Despite compelling clinical and economic evidence to justify the application of CMM guided by PGx, implementation in clinical settings remains sparse; notable barriers include limited physician adoption and health insurance coverage. Ultimately, these challenges may be overcome through comprehensive programs that include clinical decision support systems and education through employer-sponsored population health management channels to the benefit of the employees, employers, health care providers, and health care systems. This article discusses benefits, considerations, and barriers of scalable PGx-enriched CMM programs in the context of self-insured employers.
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Hayashi N, Fukada I, Ohmoto A, Yamazaki M, Wang X, Hosonaga M, Takahashi S. Evaluation of an inflammation-based score for identification of appropriate patients for comprehensive genomic profiling. Discov Oncol 2022; 13:109. [PMID: 36260237 PMCID: PMC9582079 DOI: 10.1007/s12672-022-00574-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/08/2022] [Accepted: 10/10/2022] [Indexed: 11/19/2022] Open
Abstract
Performance status (PS) is widely used as an assessment of general condition in patients before performing comprehensive genomic profiling (CGP). However, PS scoring is dependent on each physician, and there is no objective and universal indicator to identify appropriate patients for CGP. Overall, 263 patients were scored using the modified Glasgow prognostic score (mGPS) from 0 to 2 based on the combination of serum albumin and c-reactive protein (CRP): 0, albumin ≥ 3.5 g/dl and CRP ≤ 0.5 mg/dl; 1, albumin < 3.5 g/dl or CRP > 0.5 mg/dl; and 2, albumin < 3.5 g/dl and CRP > 0.5 mg/dl. Overall survival was compared between mGPS 0-1 and mGPS 2 groups. The prognosis of patients with PS 0-1 and mGPS 2 was also evaluated. Thirty-nine patients (14.8%) were mGPS 2. Patients with mGPS 2 had significant shorter survival (14.7 months vs 4.6 months, p < 0.01). Twenty-eight patients were PS 0-1 and mGPS 2, and their survival was also short (5.6 months). Evaluation of mGPS is a simple and useful method for identifying patients with adequate prognosis using CGP.
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Affiliation(s)
- Naomi Hayashi
- Department of Genomic Medicine, The Cancer Institute Hospital of Japanese Foundation for Cancer Research, 3-8-31 Ariake, Koto, Tokyo, 135-8550, Japan.
- Medical Oncology, The Cancer Institute Hospital of Japanese Foundation for Cancer Research, Tokyo, Japan.
| | - Ippei Fukada
- Department of Genomic Medicine, The Cancer Institute Hospital of Japanese Foundation for Cancer Research, 3-8-31 Ariake, Koto, Tokyo, 135-8550, Japan
- Breast Medical Oncology, The Cancer Institute Hospital of Japanese Foundation for Cancer Research, Tokyo, Japan
| | - Akihiro Ohmoto
- Medical Oncology, The Cancer Institute Hospital of Japanese Foundation for Cancer Research, Tokyo, Japan
| | - Masumi Yamazaki
- Department of Genomic Medicine, The Cancer Institute Hospital of Japanese Foundation for Cancer Research, 3-8-31 Ariake, Koto, Tokyo, 135-8550, Japan
- The Center for Advanced Medical Development, The Cancer Institute Hospital of Japanese Foundation for Cancer Research, Tokyo, Japan
| | - Xiaofei Wang
- Medical Oncology, The Cancer Institute Hospital of Japanese Foundation for Cancer Research, Tokyo, Japan
| | - Mari Hosonaga
- Breast Medical Oncology, The Cancer Institute Hospital of Japanese Foundation for Cancer Research, Tokyo, Japan
| | - Shunji Takahashi
- Department of Genomic Medicine, The Cancer Institute Hospital of Japanese Foundation for Cancer Research, 3-8-31 Ariake, Koto, Tokyo, 135-8550, Japan
- Medical Oncology, The Cancer Institute Hospital of Japanese Foundation for Cancer Research, Tokyo, Japan
- The Center for Advanced Medical Development, The Cancer Institute Hospital of Japanese Foundation for Cancer Research, Tokyo, Japan
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Maher TM, Nambiar AM, Wells AU. The role of precision medicine in interstitial lung disease. Eur Respir J 2022; 60:2102146. [PMID: 35115344 PMCID: PMC9449482 DOI: 10.1183/13993003.02146-2021] [Citation(s) in RCA: 16] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2021] [Accepted: 01/12/2022] [Indexed: 11/30/2022]
Abstract
The management of interstitial lung disease (ILD) may benefit from a conceptual shift. Increased understanding of this complex and heterogeneous group of disorders over the past 20 years has highlighted the need for individualised treatment strategies that encompass diagnostic classification and disease behaviour. Biomarker-based approaches to precision medicine hold the greatest promise. Robust, large-scale biomarker-based technologies supporting ILD diagnosis have been developed, and future applications relating to staging, prognosis and assessment of treatment response are emerging. Artificial intelligence may redefine our ability to base prognostic evaluation on both diagnosis and underlying disease processes, sharpening individualised treatment algorithms to a level not previously achieved. Compared with therapeutic areas such as oncology, precision medicine in ILD is still in its infancy. However, the heterogeneous nature of ILD suggests that many relevant molecular, environmental and behavioural targets may serve as useful biomarkers if we are willing to invest in their identification and validation.
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Affiliation(s)
- Toby M Maher
- Keck School of Medicine, University of Southern California, Los Angeles, CA, USA
- NIHR Respiratory Clinical Research Facility, Royal Brompton Hospital, and Fibrosis Research Group, National Heart and Lung Institute, Imperial College, London, UK
| | - Anoop M Nambiar
- UT Health San Antonio Center for Interstitial Lung Disease, Division of Pulmonary and Critical Care Medicine, Dept of Medicine, University of Texas Health San Antonio and the South Texas Veterans Health Care System, San Antonio, TX, USA
| | - Athol U Wells
- Interstitial Lung Disease Unit, Royal Brompton and Harefield NHS Foundation Trust and National Heart and Lung Institute, Imperial College, London, UK
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Haidar CE, Crews KR, Hoffman JM, Relling MV, Caudle KE. Advancing Pharmacogenomics from Single-Gene to Preemptive Testing. Annu Rev Genomics Hum Genet 2022; 23:449-473. [PMID: 35537468 PMCID: PMC9483991 DOI: 10.1146/annurev-genom-111621-102737] [Citation(s) in RCA: 17] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
Pharmacogenomic testing can be an effective tool to enhance medication safety and efficacy. Pharmacogenomically actionable medications are widely used, and approximately 90-95% of individuals have an actionable genotype for at least one pharmacogene. For pharmacogenomic testing to have the greatest impact on medication safety and clinical care, genetic information should be made available at the time of prescribing (preemptive testing). However, the use of preemptive pharmacogenomic testing is associated with some logistical concerns, such as consistent reimbursement, processes for reporting preemptive results over an individual's lifetime, and result portability. Lessons can be learned from institutions that have implemented preemptive pharmacogenomic testing. In this review, we discuss the rationale and best practices for implementing pharmacogenomics preemptively.
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Affiliation(s)
- Cyrine E Haidar
- Department of Pharmacy and Pharmaceutical Sciences, St. Jude Children's Research Hospital, Memphis, Tennessee, USA; , , , ,
| | - Kristine R Crews
- Department of Pharmacy and Pharmaceutical Sciences, St. Jude Children's Research Hospital, Memphis, Tennessee, USA; , , , ,
| | - James M Hoffman
- Department of Pharmacy and Pharmaceutical Sciences, St. Jude Children's Research Hospital, Memphis, Tennessee, USA; , , , ,
- Office of Quality and Safety, St. Jude Children's Research Hospital, Memphis, Tennessee, USA
| | - Mary V Relling
- Department of Pharmacy and Pharmaceutical Sciences, St. Jude Children's Research Hospital, Memphis, Tennessee, USA; , , , ,
| | - Kelly E Caudle
- Department of Pharmacy and Pharmaceutical Sciences, St. Jude Children's Research Hospital, Memphis, Tennessee, USA; , , , ,
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de Lara DV, de Melo DO, Kawakami DY, Gonçalves TS, Santos PC. Pharmacogenetic testing-guided treatment for oncology: an overview of reviews. Pharmacogenomics 2022; 23:739-748. [PMID: 36001087 DOI: 10.2217/pgs-2022-0064] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022] Open
Abstract
Pharmacogenetics is the relationship between an individual's genetic variations and their response to pharmacological treatment. We conducted an overview of reviews on the use of post-treatment pharmacogenetic testing for oncology, based on clinically relevant gene-drug pairs. We conducted a search on Medline, Embase and Cochrane Library, from their inception to 18 June 2020. We selected six eligible systematic reviews. The most studied drug categories were estrogen agonists/antagonists and fluoropyrimidines associated with cytochrome P450 and dihydropyrimidine dehydrogenase genes (CYP2D6 and DPYD), but many studies were classified as being of critically low or low quality. There is a need for more high-quality primary studies and systematic reviews that assess the risk of bias, with consistent definitions of clinical outcomes to consider the benefits of pharmacogenetic testing for oncology.
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Affiliation(s)
- Danilo Vieira de Lara
- Department of Pharmacology, Escola Paulista de Medicina, Universidade Federal de São Paulo, EPM - Unifesp, São Paulo, 04044-020, Brazil
| | - Daniela Oliveira de Melo
- Institute of Environmental Sciences, Chemistry & Pharmaceuticals, Department of Pharmaceutical Sciences, Universidade Federal de São Paulo, Diadema, São Paulo, 09913-030, Brazil
| | - Daniele Y Kawakami
- Institute of Environmental Sciences, Chemistry & Pharmaceuticals, Department of Pharmaceutical Sciences, Universidade Federal de São Paulo, Diadema, São Paulo, 09913-030, Brazil
| | - Thuane S Gonçalves
- Department of Pharmacology, Escola Paulista de Medicina, Universidade Federal de São Paulo, EPM - Unifesp, São Paulo, 04044-020, Brazil
| | - Paulo Cjl Santos
- Department of Pharmacology, Escola Paulista de Medicina, Universidade Federal de São Paulo, EPM - Unifesp, São Paulo, 04044-020, Brazil
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Vellekoop H, Versteegh M, Huygens S, Corro Ramos I, Szilberhorn L, Zelei T, Nagy B, Tsiachristas A, Koleva-Kolarova R, Wordsworth S, Rutten-van Mölken M. The Net Benefit of Personalized Medicine: A Systematic Literature Review and Regression Analysis. VALUE IN HEALTH : THE JOURNAL OF THE INTERNATIONAL SOCIETY FOR PHARMACOECONOMICS AND OUTCOMES RESEARCH 2022; 25:1428-1438. [PMID: 35248467 DOI: 10.1016/j.jval.2022.01.006] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/29/2021] [Revised: 12/02/2021] [Accepted: 01/09/2022] [Indexed: 06/14/2023]
Abstract
OBJECTIVES Amidst conflicting expectations about the benefits of personalized medicine (PM) and the potentially high implementation costs, we reviewed the available evidence on the cost-effectiveness of PM relative to non-PM. METHODS We conducted a systematic literature review of economic evaluations of PM and extracted data, including incremental quality-adjusted life-years (ΔQALYs) and incremental costs (Δcosts). ΔQALYs and Δcosts were combined with estimates of national cost-effectiveness thresholds to calculate incremental net monetary benefit (ΔNMB). Regression analyses were performed with these variables as dependent variables and PM intervention characteristics as independent variables. Random intercepts were used to cluster studies according to country. RESULTS Of 4774 studies reviewed, 128 were selected, providing cost-effectiveness data for 279 PM interventions. Most studies were set in the United States (48%) and the United Kingdom (16%) and adopted a healthcare perspective (82%). Cancer treatments (60%) and pharmaceutical interventions (72%) occurred frequently. Prognostic tests (19%) and tests to identify (non)responders (37%) were least and most common, respectively. Industry sponsorship occurred in 32%. Median ΔQALYs, Δcosts, and ΔNMB per individual were 0.03, Int$575, and Int$18, respectively. We found large heterogeneity in cost-effectiveness. Regression analysis showed that gene therapies were associated with higher ΔQALYs than other interventions. PM interventions for neoplasms brought higher ΔNMB than PM interventions for other conditions. Nonetheless, average ΔNMB in the 'neoplasm' group was found to be negative. CONCLUSIONS PM brings improvements in health but often at a high cost, resulting in 0 to negative ΔNMB on average. Pricing policies may be needed to reduce the costs of interventions with negative ΔNMB.
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Affiliation(s)
- Heleen Vellekoop
- Institute for Medical Technology Assessment, Erasmus University Rotterdam, Rotterdam, The Netherlands.
| | - Matthijs Versteegh
- Institute for Medical Technology Assessment, Erasmus University Rotterdam, Rotterdam, The Netherlands
| | - Simone Huygens
- Institute for Medical Technology Assessment, Erasmus University Rotterdam, Rotterdam, The Netherlands
| | - Isaac Corro Ramos
- Institute for Medical Technology Assessment, Erasmus University Rotterdam, Rotterdam, The Netherlands
| | | | - Tamás Zelei
- Syreon Research Institute, Budapest, Hungary
| | - Balázs Nagy
- Syreon Research Institute, Budapest, Hungary
| | | | | | - Sarah Wordsworth
- Health Economics Research Centre, University of Oxford, Oxford, UK
| | - Maureen Rutten-van Mölken
- Institute for Medical Technology Assessment, Erasmus University Rotterdam, Rotterdam, The Netherlands; Erasmus School of Health Policy & Management, Erasmus University Rotterdam, Rotterdam, The Netherlands
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16
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Hu X, Jia T, Zhang X, Wu C, Zhang Y, Chen J, Guan X, Shi L, Lu CY, Nie X. Clinical Pharmacists' Involvement in Pharmacogenomics Testing and Related Services in China. J Pers Med 2022; 12:jpm12081267. [PMID: 36013216 PMCID: PMC9409798 DOI: 10.3390/jpm12081267] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2022] [Revised: 07/24/2022] [Accepted: 07/27/2022] [Indexed: 12/14/2022] Open
Abstract
Background: Pharmacogenomics (PGx) testing is increasingly used in clinical practice to optimize drug therapies. This study aims to understand the involvement of clinical pharmacists in PGx testing at tertiary hospitals in China and their self-assessed capacity to deliver such services. Methods: We developed a questionnaire exploring clinical pharmacists’ involvement and self-assessed level of capacity of performing PGx tests. A random sample was obtained from the Pharmaceutical Affairs Management Professional Committee of the Chinese Hospital Association. Results: A total of 1005 clinical pharmacists completed the survey. Of these, 996 (99.1%) had heard of PGx tests and 588 (59.0%) had been involved in PGx testing and related services. Some clinical pharmacists (28.9%) provided PGx services at the rate of “1−5 cases/year” while 21.9% of clinical pharmacists provided PGx services at the rate of “>30 cases/year”. Clinical pharmacists most frequently provided PGx testing for cardiovascular diseases. “Consult relevant guidelines/literature” (90.1%) was the most frequently used method to familiarize oneself with PGx testing. About 60% of the pharmacists considered themselves to have poor or fair capacity to provide PGx testing and related services. Conclusions: More than half of the pharmacists had been involved in PGx testing and related services. However, pharmacists generally had little confidence in their knowledge level of and capacity to provide PGx-related services.
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Affiliation(s)
- Xiaowen Hu
- Department of Pharmacy Administration and Clinical Pharmacy, School of Pharmaceutical Sciences, Peking University, Beijing 100191, China; (X.H.); (T.J.); (X.Z.); (C.W.); (Y.Z.); (J.C.); (X.G.); (L.S.)
| | - Tong Jia
- Department of Pharmacy Administration and Clinical Pharmacy, School of Pharmaceutical Sciences, Peking University, Beijing 100191, China; (X.H.); (T.J.); (X.Z.); (C.W.); (Y.Z.); (J.C.); (X.G.); (L.S.)
| | - Xinyi Zhang
- Department of Pharmacy Administration and Clinical Pharmacy, School of Pharmaceutical Sciences, Peking University, Beijing 100191, China; (X.H.); (T.J.); (X.Z.); (C.W.); (Y.Z.); (J.C.); (X.G.); (L.S.)
| | - Caiying Wu
- Department of Pharmacy Administration and Clinical Pharmacy, School of Pharmaceutical Sciences, Peking University, Beijing 100191, China; (X.H.); (T.J.); (X.Z.); (C.W.); (Y.Z.); (J.C.); (X.G.); (L.S.)
| | - Yuqing Zhang
- Department of Pharmacy Administration and Clinical Pharmacy, School of Pharmaceutical Sciences, Peking University, Beijing 100191, China; (X.H.); (T.J.); (X.Z.); (C.W.); (Y.Z.); (J.C.); (X.G.); (L.S.)
| | - Jing Chen
- Department of Pharmacy Administration and Clinical Pharmacy, School of Pharmaceutical Sciences, Peking University, Beijing 100191, China; (X.H.); (T.J.); (X.Z.); (C.W.); (Y.Z.); (J.C.); (X.G.); (L.S.)
- International Research Center for Medicinal Administration, Peking University, Beijing 100191, China
| | - Xiaodong Guan
- Department of Pharmacy Administration and Clinical Pharmacy, School of Pharmaceutical Sciences, Peking University, Beijing 100191, China; (X.H.); (T.J.); (X.Z.); (C.W.); (Y.Z.); (J.C.); (X.G.); (L.S.)
- International Research Center for Medicinal Administration, Peking University, Beijing 100191, China
| | - Luwen Shi
- Department of Pharmacy Administration and Clinical Pharmacy, School of Pharmaceutical Sciences, Peking University, Beijing 100191, China; (X.H.); (T.J.); (X.Z.); (C.W.); (Y.Z.); (J.C.); (X.G.); (L.S.)
- International Research Center for Medicinal Administration, Peking University, Beijing 100191, China
| | - Christine Y. Lu
- Department of Population Medicine, Harvard Medical School and Harvard Pilgrim Health Care Institute, Boston, MA 02215, USA;
| | - Xiaoyan Nie
- Department of Pharmacy Administration and Clinical Pharmacy, School of Pharmaceutical Sciences, Peking University, Beijing 100191, China; (X.H.); (T.J.); (X.Z.); (C.W.); (Y.Z.); (J.C.); (X.G.); (L.S.)
- International Research Center for Medicinal Administration, Peking University, Beijing 100191, China
- Correspondence: ; Tel.: +86-10-8280-5880
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17
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Chaudhari VS, Hole KC, Issa AM. Evaluating the quality of the economic evidence in colorectal cancer genomics studies. Per Med 2022; 19:361-375. [PMID: 35786999 DOI: 10.2217/pme-2021-0006] [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: 11/21/2022]
Abstract
The increase in the use of genome-based screening and diagnostic tests adds to the overall costs of oncologic care for colorectal cancer. This, in turn, has resulted in an increase in published economic analyses. Aim: To perform a systematic literature review of the available economic evidence evaluating the value of genomic testing for colorectal cancer and appraise the quality of the economic studies conducted to date. Methods: A systematic review of the literature for economic studies of colorectal cancer genomics from January 2006 through October 2020, and evaluation of study quality using the Quality of Health Economic Studies (QHES) instrument was conducted. The validated QHES was then applied to a final set of articles that met eligibility criteria. Results: Our search of the literature initially yielded 12,859 records. A final set of 49 articles met our inclusion criteria. The QHES score ranged from 24 to 100, with an average score of 82. Most of the studies (n = 40, 82%) scored above 75 and were considered of good quality. Conclusion: Our analysis revealed that most of the economic analyses of colorectal cancer genomic molecular diagnostics in the literature may be of good quality. There is, however, some variation in methodological rigor between the articles.
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Affiliation(s)
- Vivek S Chaudhari
- Personalized Precision Medicine & Targeted Therapeutics, Springfield, PA 19064, USA.,Health Policy, University of the Sciences, Philadelphia, PA 19104, USA
| | - Kanchan C Hole
- Personalized Precision Medicine & Targeted Therapeutics, Springfield, PA 19064, USA
| | - Amalia M Issa
- Personalized Precision Medicine & Targeted Therapeutics, Springfield, PA 19064, USA.,Health Policy, University of the Sciences, Philadelphia, PA 19104, USA.,Pharmaceutical Sciences, University of the Sciences, Philadelphia, PA 19104, USA.,Family Medicine, McGill University, Montreal, QC, H3S 1Z1, Canada
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18
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Ayuso P, Macías Y, Gómez-Tabales J, García-Martín E, Agúndez JAG. Molecular monitoring of patient response to painkiller drugs. Expert Rev Mol Diagn 2022; 22:545-558. [PMID: 35733288 DOI: 10.1080/14737159.2022.2093638] [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: 11/04/2022]
Abstract
INTRODUCTION Non-steroidal anti-inflammatory drugs and opioids are widely prescribed for the treatment of mild to severe pain. Wide interindividual variability regarding the analgesic efficacy and adverse reactions to these drugs (ADRs) exist, although the mechanisms responsible for these ADRs are not well understood. AREAS COVERED We provide an overview of the clinical impact of variants in genes related to the pharmacokinetics and pharmacodynamics of painkillers, as well as those associated with the susceptibility to ADRs. Also, we discuss the current pharmacogenetic-guided treatment recommendations for the therapeutic use of non-steroidal anti-inflammatory drugs and opioids. EXPERT OPINION In the light of the data analyzed, common variants in genes involved in pharmacokinetics and pharmacodynamics processes may partially explain the lack of response to painkiller treatment and the occurrence of adverse drug reactions. The implementation of high-throughput sequencing technologies may help to unveil the role of rare variants as considerable contributors to explaining the interindividual variability in drug response. Furthermore, a consensus between the diverse pharmacogenetic guidelines is necessary to extend the implementation of pharmacogenetic-guided prescription in daily clinical practice. Additionally, the physiologically-based pharmacokinetics and pharmacodynamics modeling techniques may contribute to the improvement of these guidelines and facilitate clinicians drug dose adjustment.
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Affiliation(s)
- Pedro Ayuso
- University Institute of Molecular Pathology Biomarkers, UEx. ARADyAL, Instituto de Salud Carlos III, Cáceres, Spain
| | - Yolanda Macías
- University Institute of Molecular Pathology Biomarkers, UEx. ARADyAL, Instituto de Salud Carlos III, Cáceres, Spain
| | - Javier Gómez-Tabales
- University Institute of Molecular Pathology Biomarkers, UEx. ARADyAL, Instituto de Salud Carlos III, Cáceres, Spain
| | - Elena García-Martín
- University Institute of Molecular Pathology Biomarkers, UEx. ARADyAL, Instituto de Salud Carlos III, Cáceres, Spain
| | - José A G Agúndez
- University Institute of Molecular Pathology Biomarkers, UEx. ARADyAL, Instituto de Salud Carlos III, Cáceres, Spain
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Hogervorst MA, Vreman RA, Mantel-Teeuwisse AK, Goettsch WG. Reported Challenges in Health Technology Assessment of Complex Health Technologies. VALUE IN HEALTH : THE JOURNAL OF THE INTERNATIONAL SOCIETY FOR PHARMACOECONOMICS AND OUTCOMES RESEARCH 2022; 25:992-1001. [PMID: 35667787 DOI: 10.1016/j.jval.2021.11.1356] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/30/2021] [Revised: 10/06/2021] [Accepted: 11/09/2021] [Indexed: 06/15/2023]
Abstract
OBJECTIVES With complex health technologies entering the market, methods for health technology assessment (HTA) may require changes. This study aimed to identify challenges in HTA of complex health technologies. METHODS A survey was sent to European HTA organizations participating in European Network for HTA (EUnetHTA). The survey contained open questions and used predefined potentially complex health technologies and 7 case studies to identify types of complex health technologies and challenges faced during HTA. The survey was validated, tested for reliability by an expert panel, and pilot tested before dissemination. RESULTS A total of 22 HTA organizations completed the survey (67%). Advanced therapeutic medicinal products (ATMPs) and histology-independent therapies were considered most challenging based on the predefined complex health technologies and case studies. For the case studies, more than half of the reported challenges were "methodological," equal in relative effectiveness assessments as in cost-effectiveness assessments. Through the open questions, we found that most of these challenges actually rooted in data unavailability. Data were reported as "absent," "insufficient," "immature," or "low quality" by 18 of 20 organizations (90%), in particular data on quality of life. Policy and organizational challenges and challenges because of societal or political pressure were reported by 8 (40%) and 4 organizations (20%), respectively. Modeling issues were reported least often (n = 2, 4%). CONCLUSIONS Most challenges in HTA of complex health technologies root in data insufficiencies rather than in the complexity of health technologies itself. As the number of complex technologies grows, the urgency for new methods and policies to guide HTA decision making increases.
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Affiliation(s)
- Milou A Hogervorst
- Division of Pharmacoepidemiology and Clinical Pharmacology, Utrecht Institute for Pharmaceutical Sciences, Utrecht University, Utrecht, The Netherlands; National Health Care Institute, Diemen, The Netherlands
| | - Rick A Vreman
- Division of Pharmacoepidemiology and Clinical Pharmacology, Utrecht Institute for Pharmaceutical Sciences, Utrecht University, Utrecht, The Netherlands; National Health Care Institute, Diemen, The Netherlands
| | - Aukje K Mantel-Teeuwisse
- Division of Pharmacoepidemiology and Clinical Pharmacology, Utrecht Institute for Pharmaceutical Sciences, Utrecht University, Utrecht, The Netherlands
| | - Wim G Goettsch
- Division of Pharmacoepidemiology and Clinical Pharmacology, Utrecht Institute for Pharmaceutical Sciences, Utrecht University, Utrecht, The Netherlands; National Health Care Institute, Diemen, The Netherlands.
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20
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Sukri A, Salleh MZ, Masimirembwa C, Teh LK. A systematic review on the cost effectiveness of pharmacogenomics in developing countries: implementation challenges. THE PHARMACOGENOMICS JOURNAL 2022; 22:147-159. [PMID: 35319010 DOI: 10.1038/s41397-022-00272-w] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/04/2021] [Revised: 02/16/2022] [Accepted: 03/01/2022] [Indexed: 01/02/2023]
Abstract
The major challenges that delay the implementation of pharmacogenomics based clinical practice in the developing countries, primarily the low- and middle-income countries need to be recognized. This review was conducted to systematically review evidence of the cost-effectiveness for the conduct of pharmacogenomics testing in the developing countries. Studies that evaluated the cost-effectiveness of pharmacogenomics testing in the developing countries as defined by the United Nations were included in this study. Twenty-seven articles met the criteria. Pharmacogenomics effectiveness were evaluated for drugs used in the treatment of cancers, cardiovascular diseases and severe cutaneous adverse reactions in gout and epilepsy. Most studies had reported pharmacogenomics testing to be cost-effective (cancers, cardiovascular diseases, and tuberculosis) and economic models were evaluated from multiple perspectives, different cost categories and time horizons. Additionally, most studies used a single gene, rather than a gene panel for the pharmacogenomics testing. Genotyping cost and frequency of risk alleles in the populations influence the cost-effectiveness outcome. Further studies are warranted to examine the clinical and economic validity of pharmacogenomics testing in the developing countries.
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Affiliation(s)
- Asif Sukri
- Integrative Pharmacogenomics Institute, Universiti Teknologi MARA Cawangan Selangor, Puncak Alam Campus, 42300, Puncak Alam, Selangor, Malaysia
| | - Mohd Zaki Salleh
- Integrative Pharmacogenomics Institute, Universiti Teknologi MARA Cawangan Selangor, Puncak Alam Campus, 42300, Puncak Alam, Selangor, Malaysia
| | - Collen Masimirembwa
- African Institute of Biomedical Science & Technology, Wilkins Hospital, Corner J Tongogara and R Tangwena, Harare, Zimbabwe
| | - Lay Kek Teh
- Integrative Pharmacogenomics Institute, Universiti Teknologi MARA Cawangan Selangor, Puncak Alam Campus, 42300, Puncak Alam, Selangor, Malaysia. .,Faculty of Pharmacy, Universiti Teknologi MARA Cawangan Selangor, Puncak Alam Campus, 42300, Puncak Alam, Selangor, Malaysia.
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21
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de Lara DV, de Melo DO, Araújo Silva LC, Gonçalves TS, Júnior Lima Santos PC. Pharmacogenetics of clopidogrel and warfarin in the treatment of cardiovascular diseases: an overview of reviews. Pharmacogenomics 2022; 23:443-452. [PMID: 35380455 DOI: 10.2217/pgs-2021-0158] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/27/2022] Open
Abstract
Pharmacogenetics (PGx) is the relationship between an individual's genetic variations and the response to pharmacological treatment. We chose to perform an overview of reviews on PGx testing-guided treatment for cardiovascular diseases, based on clinically relevant gene-drug pairs. We conducted a search on Medline, Embase and Cochrane Library, from their inception to 18 June 2020. The most studied gene-drug pairs were clopidogrel and warfarin associated with cytochrome p450 and vitamin K epoxide reductase complex subunit 1 genes (CYP2C19, CYP2C9 and VKORC1), classified as critically low quality. There is a need for more quality primary studies and systematic reviews that assess the risk of bias, with consistent definitions of clinical outcomes to consider the benefits of PGx testing for cardiovascular diseases.
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Affiliation(s)
- Danilo Vieira de Lara
- Department of Pharmacology, Escola Paulista de Medicina, Universidade Federal de São Paulo, EPM - Unifesp, São Paulo, 04044-020, Brazil
| | - Daniela Oliveira de Melo
- Department of Pharmaceutical Sciences, Institute of Environmental Sciences, Chemistry & Pharmaceuticals, Universidade Federal de São Paulo, Diadema, São Paulo, 09913-030, Brazil
| | - Lucas Caetano Araújo Silva
- Department of Pharmaceutical Sciences, Institute of Environmental Sciences, Chemistry & Pharmaceuticals, Universidade Federal de São Paulo, Diadema, São Paulo, 09913-030, Brazil
| | - Thuane Sales Gonçalves
- Department of Pharmacology, Escola Paulista de Medicina, Universidade Federal de São Paulo, EPM - Unifesp, São Paulo, 04044-020, Brazil
| | - Paulo Caleb Júnior Lima Santos
- Department of Pharmacology, Escola Paulista de Medicina, Universidade Federal de São Paulo, EPM - Unifesp, São Paulo, 04044-020, Brazil
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22
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Chen W, Anothaisintawee T, Butani D, Wang Y, Zemlyanska Y, Wong CBN, Virabhak S, Hrishikesh MA, Teerawattananon Y. Assessing the cost-effectiveness of precision medicine: protocol for a systematic review and meta-analysis. BMJ Open 2022; 12:e057537. [PMID: 35383079 PMCID: PMC8984003 DOI: 10.1136/bmjopen-2021-057537] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/24/2022] Open
Abstract
INTRODUCTION Precision medicine (PM) involves gene testing to identify disease risk, enable early diagnosis or guide therapeutic choice, and targeted gene therapy. We aim to perform a systematic review and meta-analysis to quantify the cost-effectiveness profile of PM stratified by intervention type, identify sources of heterogeneity in the value-for-money of PM. METHODS AND ANALYSIS We will perform a systematic search in Embase, MEDLINE, EconLit and CRD databases for studies published in English language or with translation in English between 1 January 2011 and 8 July 2021 on the topic of cost-effectiveness analysis of PM interventions. The focus will be on studies that reported health and economic outcomes. Study quality will be assessed using the Biases in Economic Studies checklist. The incremental net benefit of PM screening, diagnostic, treatment-targeting and therapeutic interventions over conventional strategies will be respectively pooled across studies using a random-effect model if heterogeneity is present, otherwise a fixed-effect model. Subgroup analyses will be performed based on disease area, WHO region and World Bank country-income level. Additionally, we will identify the potential sources of heterogeneity with random-effect meta-regressions. Finally, biases will be detected using jackknife sensitivity analysis, funnel plot assessment and Egger's tests. ETHICS AND DISSEMINATION For this type of study ethics approval or formal consent is not required. The results will be disseminated at various presentations and feedback sessions, in conference abstracts and manuscripts that will be submitted to peer-reviewed journals. PROSPERO REGISTRATION NUMBER CRD42021272956.
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Affiliation(s)
- Wenjia Chen
- Saw Swee Hock School of Public Health, National University of Singapore, Singapore
| | - Thunyarat Anothaisintawee
- Department of Family Medicine, Faculty of Medicine, Ramathibodi Hospital, Mahidol University, Salaya, Nakhon Pathom, Thailand
| | - Dimple Butani
- Health Intervention and Technology Assessment Program (HITAP), Ministry of Public Health, Bangkok, Thailand
| | - Yi Wang
- Saw Swee Hock School of Public Health, National University of Singapore, Singapore
| | - Yaroslava Zemlyanska
- Saw Swee Hock School of Public Health, National University of Singapore, Singapore
| | | | - Suchin Virabhak
- Precision Health Research Singapore (PRECISE), Consortium for Clinical Research and Innovation Singapore, Singapore
| | - M A Hrishikesh
- Health Intervention and Technology Assessment Program (HITAP), Ministry of Public Health, Bangkok, Thailand
- Department of Commerce, Manipal Academy of Higher Education, Manipal, Karnataka, India
| | - Yot Teerawattananon
- Saw Swee Hock School of Public Health, National University of Singapore, Singapore
- Health Intervention and Technology Assessment Program (HITAP), Ministry of Public Health, Bangkok, Thailand
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Real-World Impact of a Pharmacogenomics-Enriched Comprehensive Medication Management Program. J Pers Med 2022; 12:jpm12030421. [PMID: 35330421 PMCID: PMC8949247 DOI: 10.3390/jpm12030421] [Citation(s) in RCA: 20] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/15/2022] [Revised: 02/23/2022] [Accepted: 03/07/2022] [Indexed: 02/04/2023] Open
Abstract
The availability of clinical decision support systems (CDSS) and other methods for personalizing medicine now allows evaluation of their real-world impact on healthcare delivery. For example, addressing issues associated with polypharmacy in older patients using pharmacogenomics (PGx) and comprehensive medication management (CMM) is thought to hold great promise for meaningful improvements across the goals of the Quadruple Aim. However, few studies testing these tools at scale, using relevant system-wide metrics, and under real-world conditions, have been published to date. Here, we document a reduction of ~$7000 per patient in direct medical charges (a total of $37 million over 5288 enrollees compared to 22,357 non-enrolled) in Medicare Advantage patients (≥65 years) receiving benefits through a state retirement system over the first 32 months of a voluntary PGx-enriched CMM program. We also observe a positive shift in healthcare resource utilization (HRU) away from acute care services and toward more sustainable and cost-effective primary care options. Together with improvements in medication risk assessment, patient/provider communication via pharmacist-mediated medication action plans (MAP), and the sustained positive trends in HRU, we suggest these results validate the use of a CDSS to unify PGx and CMM to optimize care for this and similar patient populations.
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Kamil AA, Lim KK, Koleva-Kolarova R, Chowienczyk P, Wolfe CDA, Fox-Rushby J. Genetic-Guided Pharmacotherapy for Atrial Fibrillation: A Systematic and Critical Review of Economic Evaluations. VALUE IN HEALTH : THE JOURNAL OF THE INTERNATIONAL SOCIETY FOR PHARMACOECONOMICS AND OUTCOMES RESEARCH 2022; 25:461-472. [PMID: 35227459 DOI: 10.1016/j.jval.2021.09.013] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/13/2021] [Revised: 08/06/2021] [Accepted: 09/29/2021] [Indexed: 06/14/2023]
Abstract
OBJECTIVES This study aimed to examine the extent and quality of evidence from economic evaluations (EEs) of genetic-guided pharmacotherapy (PGx) for atrial fibrillation (AF) and to identify variables influential in changing base-case conclusions. METHODS From systematic searches, we included EEs of existing PGx testing to guide pharmacotherapy for AF, without restrictions on population characteristics or language. Articles excluded were genetic tests used to guide device-based therapy or focused on animals. RESULTS We found 18 EEs (46 comparisons), all model-based cost-utility analysis with or without cost-effectiveness analysis mostly from health system's perspectives, of PGx testing to determine coumadin/direct-acting anticoagulant (DOAC) dosing (14 of 18), to stratify patients into coumadin/DOACs (3 of 18), or to increase patients' adherence to coumadin (1 of 18) versus non-PGx. Most PGx to determine coumadin dosing found PGx more costly and more effective than standard or clinical coumadin dosing (19 of 24 comparisons) but less costly and less effective than standard DOAC dosing (14 of 14 comparisons). The remaining comparisons were too few to observe any trend. Of 61 variables influential in changing base-case conclusions, effectiveness of PGx testing was the most common (37%), accounted for in the models using time-based or medication-based approaches or relative risk. The cost of PGx testing has decreased and plateaued over time. CONCLUSIONS EEs to date only partially inform decisions on selecting optimal PGx testing for AF, because most evidence focuses on PGx testing to determine coumadin dosing, but less on other purposes. Future EE may refer to the list of influential variables and the approaches used to account for the effect of PGx testing to inform data collection and study design.
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Affiliation(s)
- Ahmad Amir Kamil
- School of Life Course & Population Sciences, Faculty of Life Sciences & Medicine, King's College London, London, England, UK
| | - Ka Keat Lim
- School of Life Course & Population Sciences, Faculty of Life Sciences & Medicine, King's College London, London, England, UK; National Institute for Health Research Biomedical Research Centre, Guy's and St Thomas' NHS Foundation Trust and King's College London, London, England, UK
| | - Rositsa Koleva-Kolarova
- Health Economics Research Centre, Nuffield Department of Population Health, University of Oxford, Oxford, England, UK
| | - Philip Chowienczyk
- National Institute for Health Research Biomedical Research Centre, Guy's and St Thomas' NHS Foundation Trust and King's College London, London, England, UK; Cardiovascular Division, Department of Clinical Pharmacology, King's College London and St Thomas' Hospital Medical School, London, UK
| | - Charles D A Wolfe
- School of Life Course & Population Sciences, Faculty of Life Sciences & Medicine, King's College London, London, England, UK; National Institute for Health Research Biomedical Research Centre, Guy's and St Thomas' NHS Foundation Trust and King's College London, London, England, UK; National Institute for Health Research Collaboration for Leadership in Applied Health Research and Care, South London, England, UK
| | - Julia Fox-Rushby
- School of Life Course & Population Sciences, Faculty of Life Sciences & Medicine, King's College London, London, England, UK; National Institute for Health Research Biomedical Research Centre, Guy's and St Thomas' NHS Foundation Trust and King's College London, London, England, UK.
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25
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Hogervorst MA, Pontén J, Vreman RA, Mantel-Teeuwisse AK, Goettsch WG. Real World Data in Health Technology Assessment of Complex Health Technologies. Front Pharmacol 2022; 13:837302. [PMID: 35222045 PMCID: PMC8866967 DOI: 10.3389/fphar.2022.837302] [Citation(s) in RCA: 19] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2021] [Accepted: 01/24/2022] [Indexed: 11/13/2022] Open
Abstract
The available evidence on relative effectiveness and risks of new health technologies is often limited at the time of health technology assessment (HTA). Additionally, a wide variety in real-world data (RWD) policies exist among HTA organizations. This study assessed which challenges, related to the increasingly complex nature of new health technologies, make the acceptance of RWD most likely. A questionnaire was disseminated among 33 EUnetHTA member HTA organizations. The questions focused on accepted data sources, circumstances that allowed for RWD acceptance and barriers to acceptance. The questionnaire was validated and tested for reliability by an expert panel, and pilot-tested before dissemination via LimeSurvey. Twenty-two HTA organizations completed the questionnaire (67%). All reported accepting randomized clinical trials. The most accepted RWD source were patient registries (19/22, 86%), the least accepted were editorials and expert opinions (8/22, 36%). With orphan treatments or companion diagnostics, organizations tended to be most likely to accept RWD sources, 4.3-3.2 on a 5-point Likert scale, respectively. Additional circumstances were reported to accept RWD (e.g., a high disease burden). The two most important barriers to accepting RWD were lacking necessary RWD sources and existing policy structures. European HTA organizations seem positive toward the (wider) use of RWD in HTA of complex therapies. Expanding the use of patient registries could be potentially useful, as a large share of the organizations already accepts this source. However, many barriers still exist to the widespread use of RWD. Our results can be used to prioritize circumstances in which RWD might be accepted.
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Affiliation(s)
- Milou A. Hogervorst
- Division of Pharmacoepidemiology and Clinical Pharmacology, Utrecht Institute for Pharmaceutical Sciences (UIPS), Utrecht University, Utrecht, Netherlands
- National Health Care Institute (ZIN), Diemen, Netherlands
| | - Johan Pontén
- The Dental and Pharmaceutical Benefits Agency (TLV), Stockholm, Sweden
| | - Rick A. Vreman
- Division of Pharmacoepidemiology and Clinical Pharmacology, Utrecht Institute for Pharmaceutical Sciences (UIPS), Utrecht University, Utrecht, Netherlands
- National Health Care Institute (ZIN), Diemen, Netherlands
| | - Aukje K. Mantel-Teeuwisse
- Division of Pharmacoepidemiology and Clinical Pharmacology, Utrecht Institute for Pharmaceutical Sciences (UIPS), Utrecht University, Utrecht, Netherlands
| | - Wim G. Goettsch
- Division of Pharmacoepidemiology and Clinical Pharmacology, Utrecht Institute for Pharmaceutical Sciences (UIPS), Utrecht University, Utrecht, Netherlands
- National Health Care Institute (ZIN), Diemen, Netherlands
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26
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Kothary AS, Mahendra C, Tan M, Min Tan EJ, Hong Yi JP, Gabriella, Hui Jocelyn TX, Haruman JS, Tan Z, Lee CK, Lezhava A, Yan B, Irwanto A. Validation of a multi-gene qPCR-based pharmacogenomics panel across major ethnic groups in Singapore and Indonesia. Pharmacogenomics 2021; 22:1041-1056. [PMID: 34693729 DOI: 10.2217/pgs-2021-0071] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022] Open
Abstract
Aim: The clinical utility of pharmacogenomics (PGx) has been gaining traction alongside growing evidence that adverse drug reactions (ADRs) have significant genetic associations. Nala PGx Core® is a multi-gene qPCR-based panel of 20 allele variants, comprising 18 SNPs and two CYP2D6 copy number markers across four pharmacogenes - CYP2C9, CYP2C19, CYP2D6 and SLCO1B1. Methods: In this study, we validated the performance of Nala PGx Core® against benchmark methods, on the Singaporean and Indonesian populations. Results & conclusion: Nala PGx Core® demonstrated robust and accurate genotyping when compared with other established benchmarks. Furthermore, the panel successfully characterized alleles of clinical relevance, such as CYP2D6*10 and CYP2D6*36, across major ethnic groups present of Singapore and Indonesia, suggesting its potential for adoption in clinical workflows regionally.
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Affiliation(s)
- Anar Sanjaykumar Kothary
- Nalagenetics Pte Ltd, Singapore, 169204, Singapore.,Center for Genome Diagnostics, Genome Institute of Singapore, Agency for Science, Technology & Research (A*STAR), 138672, Singapore
| | | | - Mingchen Tan
- Nalagenetics Pte Ltd, Singapore, 169204, Singapore
| | - Eunice Jia Min Tan
- Department of Laboratory Medicine, National University Health System, 119074, Singapore
| | | | - Gabriella
- Nalagenetics Pte Ltd, Singapore, 169204, Singapore
| | | | | | - Zhihao Tan
- Nalagenetics Pte Ltd, Singapore, 169204, Singapore.,Center for Genome Diagnostics, Genome Institute of Singapore, Agency for Science, Technology & Research (A*STAR), 138672, Singapore
| | - Chun Kiat Lee
- Department of Laboratory Medicine, National University Health System, 119074, Singapore
| | - Alexander Lezhava
- Center for Genome Diagnostics, Genome Institute of Singapore, Agency for Science, Technology & Research (A*STAR), 138672, Singapore
| | - Benedict Yan
- Department of Laboratory Medicine, National University Health System, 119074, Singapore.,Stronghold Diagnostics Lab, Agency for Science, Technology & Research, 138672, Singapore
| | - Astrid Irwanto
- Nalagenetics Pte Ltd, Singapore, 169204, Singapore.,Department of Pharmacy, Faculty of Science, National University of Singapore, 117559, Singapore
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27
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Virelli CR, Mohiuddin AG, Kennedy JL. Barriers to clinical adoption of pharmacogenomic testing in psychiatry: a critical analysis. Transl Psychiatry 2021; 11:509. [PMID: 34615849 PMCID: PMC8492820 DOI: 10.1038/s41398-021-01600-7] [Citation(s) in RCA: 24] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/14/2020] [Revised: 08/23/2021] [Accepted: 08/27/2021] [Indexed: 12/21/2022] Open
Abstract
Pharmacogenomics (PGx) is the study of genetic influences on an individual's response to medications. Improvements in the quality and quantity of PGx research over the past two decades have enabled the establishment of commercial markets for PGx tests. Nevertheless, PGx testing has yet to be adopted as a routine practice in clinical care. Accordingly, policy regulating the commercialization and reimbursement of PGx testing is in its infancy. Several papers have been published on the topic of challenges, or 'barriers' to clinical adoption of this healthcare innovation. However, many do not include recent evidence from randomized controlled trials, economic utility studies, and qualitative assessments of stakeholder opinions. The present paper revisits the most cited barriers to adoption of PGx testing: evidence for clinical utility, evidence for economic effectiveness, and stakeholder awareness. We consider these barriers in the context of reviewing PGx literature published over the past two decades and emphasize data from commercial PGx testing companies, since they have published the largest datasets. We conclude with a discussion of existing limitations to PGx testing and recommendations for progress.
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Affiliation(s)
- Catherine R. Virelli
- grid.155956.b0000 0000 8793 5925Tanenbaum Centre for Pharmacogenetics, Campbell Family Mental Health Research Institute, Centre for Addiction and Mental Health, Toronto, ON Canada ,grid.17063.330000 0001 2157 2938Translational Research Program, Institute of Medical Science, University of Toronto, Toronto, ON Canada
| | - Ayeshah G. Mohiuddin
- grid.155956.b0000 0000 8793 5925Tanenbaum Centre for Pharmacogenetics, Campbell Family Mental Health Research Institute, Centre for Addiction and Mental Health, Toronto, ON Canada ,grid.17063.330000 0001 2157 2938Translational Research Program, Institute of Medical Science, University of Toronto, Toronto, ON Canada
| | - James L. Kennedy
- grid.155956.b0000 0000 8793 5925Tanenbaum Centre for Pharmacogenetics, Campbell Family Mental Health Research Institute, Centre for Addiction and Mental Health, Toronto, ON Canada ,grid.17063.330000 0001 2157 2938Department of Psychiatry, University of Toronto, Toronto, ON Canada
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28
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Haidar CE, Petry N, Oxencis C, Douglas JS, Hoffman JM. ASHP Statement on the Pharmacist's Role in Clinical Pharmacogenomics. Am J Health Syst Pharm 2021; 79:704-707. [PMID: 34487145 DOI: 10.1093/ajhp/zxab339] [Citation(s) in RCA: 45] [Impact Index Per Article: 11.3] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022] Open
Affiliation(s)
| | - Natasha Petry
- North Dakota State University, Sanford Health, Fargo, ND, USA
| | | | - Janine S Douglas
- The University of Texas MD Anderson Cancer Center, Houston, TX, USA
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29
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Magavern EF, Kaski JC, Turner RM, Drexel H, Janmohamed A, Scourfield A, Burrage D, Floyd CN, Adeyeye E, Tamargo J, Lewis BS, Kjeldsen KP, Niessner A, Wassmann S, Sulzgruber P, Borry P, Agewall S, Semb AG, Savarese G, Pirmohamed M, Caulfield MJ. Challenges in Cardiovascular Pharmacogenomics Implementation: A viewpoint from the European Society of Cardiology Working Group on Cardiovascular Pharmacotherapy. EUROPEAN HEART JOURNAL. CARDIOVASCULAR PHARMACOTHERAPY 2021; 8:100-103. [PMID: 34463331 DOI: 10.1093/ehjcvp/pvab063] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/26/2021] [Revised: 02/05/2021] [Accepted: 02/24/2021] [Indexed: 11/14/2022]
Abstract
Pharmacogenomics promises to advance cardiovascular therapy, but there remain pragmatic barriers to implementation. These are particularly important to explore within Europe, as there are differences in the populations, availability of resources and expertise, as well as in ethico-legal frameworks. Differences in healthcare delivery across Europe present a challenge, but also opportunities to collaborate on PGx implementation. Clinical work force upskilling is already in progress but will require substantial input. Digital infrastructure and clinical support tools are likely to prove crucial. It is important that widespread implementation serves to narrow rather than widen any existing gaps in health equality between populations. This viewpoint supplements the working group position paper on cardiovascular pharmacogenomics to address these important themes.
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Affiliation(s)
- E F Magavern
- William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, UK.,Department of Clinical Pharmacology, Cardiovascular Medicine, Barts Health NHS Trust, London, UK
| | - J C Kaski
- Molecular and Clinical Sciences Research Institute, St George's, University of London, United Kingdom
| | - R M Turner
- The Wolfson Centre for Personalised Medicine, Institute of Systems, Molecular and Integrative Biology (ISMIB), University of Liverpool, UK.,Liverpool University Hospitals NHS Foundation Trust, Liverpool, UK
| | - H Drexel
- Vorarlberg Institute for Vascular Investigation & Treatment (VIVIT), Feldkirch, A Private University of the Principality of Liechtenstein, Triesen, FL.,Drexel University College of Medicine, Philadelphia, USA
| | - A Janmohamed
- Department of Clinical Pharmacology, St George's, University of London, United Kingdom
| | - A Scourfield
- Department of Clinical Pharmacology, University College London Hospital Foundation Trust, UK
| | - D Burrage
- Whittington Health NHS Trust, London, UK
| | - C N Floyd
- King's College London British Heart Foundation Centre, School of Cardiovascular Medicine and Sciences, London, UK.,Department of Clinical Pharmacology, Guy's and St Thomas' NHS Foundation Trust, London, UK
| | - E Adeyeye
- Department of Clinical Pharmacology, Cardiovascular Medicine, Barts Health NHS Trust, London, UK
| | - J Tamargo
- Department of Pharmacology and Toxicology, School of Medicine, Universidad Complutense, Madrid, Spain
| | - B S Lewis
- Cardiovascular Clinical Research Institute, Lady Davis Carmel Medical Center and the Ruth and Bruce Rappaport School of Medicine, Technion-Israel Institute of Technology, Haifa, Israel
| | - Keld Per Kjeldsen
- Department of Cardiology, Copenhagen University Hospital (Amager-Hvidovre), Copenhagen, Denmark.,Department of Health Science and Technology, Faculty of Medicine, Aalborg University, Aalborg, Denmark
| | - A Niessner
- Department of Internal Medicine II, Division of Cardiology Medical University of Vienna
| | - S Wassmann
- Cardiology Pasing, Munich, Germany and University of the Saarland, Homburg/Saar, Germany
| | - P Sulzgruber
- Medical University of Vienna, Department of Medicine II, Division of Cardiology
| | - P Borry
- Center for Biomedical Ethics and Law, Department of Public Health and Primary Care, KU Leuven, Leuven, Belgium.,Leuven Institute for Human Genetics and Society, Leuven, Belgium
| | - S Agewall
- Oslo University Hospital Ullevål and Institute of Clinical Sciences, University of Oslo, Oslo, Norway
| | - A G Semb
- Preventive Cardio-Rheuma clinic, department of rheumatology, innovation and research, Diakonhjemmet hospital, Oslo, Norway
| | - G Savarese
- Division of Cardiology, Department of Medicine, Karolinska Institutet, Stockholm, Sweden Heart and Vascular Theme, Karolinska University Hospital, Stockholm, Sweden
| | - M Pirmohamed
- The Wolfson Centre for Personalised Medicine, Institute of Systems, Molecular and Integrative Biology (ISMIB), University of Liverpool, UK.,Liverpool University Hospitals NHS Foundation Trust, Liverpool, UK.,Liverpool Health Partners, Liverpool, UK
| | - M J Caulfield
- William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, UK
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30
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Economic evaluation in psychiatric pharmacogenomics: a systematic review. THE PHARMACOGENOMICS JOURNAL 2021; 21:533-541. [PMID: 34215853 DOI: 10.1038/s41397-021-00249-1] [Citation(s) in RCA: 26] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/05/2020] [Revised: 06/08/2021] [Accepted: 06/17/2021] [Indexed: 01/31/2023]
Abstract
Nowadays, many relevant drug-gene associations have been discovered, but pharmacogenomics (PGx)-guided treatment needs to be cost-effective as well as clinically beneficial to be incorporated into standard health care. To address current challenges, this systematic review provides an update regarding previously published studies, which assessed the cost-effectiveness of PGx testing for the prescription of antidepressants and antipsychotics. From a total of 1159 studies initially identified by literature database querying, and after manual assessment and curation of all of them, a mere 18 studies met our inclusion criteria. Of the 18 studies evaluations, 16 studies (88.89%) drew conclusions in favor of PGx testing, of which 9 (50%) genome-guided interventions were cost-effective and 7 (38.9%) were less costly compared to standard treatment based on cost analysis. More precisely, supportive evidence exists for CYP2D6 and CYP2C19 drug-gene associations and for combinatorial PGx panels, but evidence is limited for many other drug-gene combinations. Amongst the limitations of the field are the unclear explanation of perspective and cost inputs, as well as the underreporting of study design elements, which can influence though the economic evaluation. Overall, the findings of this article demonstrate that although there is growing evidence on the cost-effectiveness of genome-guided interventions in psychiatric diseases, there is still a need for performing additional research on economic evaluations of PGx implementation with an emphasis on psychiatric disorders.
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31
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Magavern EF, Kaski JC, Turner RM, Janmohamed A, Borry P, Pirmohamed M. The Interface of Therapeutics and Genomics in Cardiovascular Medicine. Cardiovasc Drugs Ther 2021; 35:663-676. [PMID: 33528719 PMCID: PMC7851637 DOI: 10.1007/s10557-021-07149-3] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 01/19/2021] [Indexed: 01/31/2023]
Abstract
Pharmacogenomics has a burgeoning role in cardiovascular medicine, from warfarin dosing to antiplatelet choice, with recent developments in sequencing bringing the promise of personalised medicine ever closer to the bedside. Further scientific evidence, real-world clinical trials, and economic modelling are needed to fully realise this potential. Additionally, tools such as polygenic risk scores, and results from Mendelian randomisation analyses, are only in the early stages of clinical translation and merit further investigation. Genetically targeted rational drug design has a strong evidence base and, due to the nature of genetic data, academia, direct-to-consumer companies, healthcare systems, and industry may meet in an unprecedented manner. Data sharing navigation may prove problematic. The present manuscript addresses these issues and concludes a need for further guidance to be provided to prescribers by professional bodies to aid in the consideration of such complexities and guide translation of scientific knowledge to personalised clinical action, thereby striving to improve patient care. Additionally, technologic infrastructure equipped to handle such large complex data must be adapted to pharmacogenomics and made user friendly for prescribers and patients alike.
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Affiliation(s)
- E F Magavern
- William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, UK
- Department of Clinical Pharmacology, Cardiovascular Medicine, Barts Health NHS Trust, London, UK
| | - J C Kaski
- Molecular and Clinical Sciences Research Institute, St George's, University of London, Cranmer Terrace, London, SW17 0RE, UK.
| | - R M Turner
- The Wolfson Centre for Personalised Medicine, Institute of Systems, Molecular and Integrative Biology (ISMIB), University of Liverpool, Liverpool, UK
- Liverpool University Hospitals NHS Foundation Trust, Liverpool, UK
| | - A Janmohamed
- Department of Clinical Pharmacology, St George's, University of London, London, UK
| | - P Borry
- Center for Biomedical Ethics and Law, Department of Public Health and Primary Care, KU Leuven, Leuven, Belgium
- Leuven Institute for Human Genetics and Society, Leuven, Belgium
| | - M Pirmohamed
- The Wolfson Centre for Personalised Medicine, Institute of Systems, Molecular and Integrative Biology (ISMIB), University of Liverpool, Liverpool, UK
- Liverpool University Hospitals NHS Foundation Trust, Liverpool, UK
- Liverpool Health Partners, Liverpool, UK
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32
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Deif R, Salama M. Depression From a Precision Mental Health Perspective: Utilizing Personalized Conceptualizations to Guide Personalized Treatments. Front Psychiatry 2021; 12:650318. [PMID: 34045980 PMCID: PMC8144285 DOI: 10.3389/fpsyt.2021.650318] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/06/2021] [Accepted: 04/13/2021] [Indexed: 11/13/2022] Open
Abstract
Modern research has proven that the "typical patient" requiring standardized treatments does not exist, reflecting the need for more personalized approaches for managing individual clinical profiles rather than broad diagnoses. In this regard, precision psychiatry has emerged focusing on enhancing prevention, diagnosis, and treatment of psychiatric disorders through identifying clinical subgroups, suggesting personalized evidence-based interventions, assessing the effectiveness of different interventions, and identifying risk and protective factors for remission, relapse, and vulnerability. Literature shows that recent advances in the field of precision psychiatry are rapidly becoming more data-driven reflecting both the significance and the continuous need for translational research in mental health. Different etiologies underlying depression have been theorized and some factors have been identified including neural circuitry, biotypes, biopsychosocial markers, genetics, and metabolomics which have shown to explain individual differences in pathology and response to treatment. Although the precision approach may prove to enhance diagnosis and treatment decisions, major challenges are hindering its clinical translation. These include the clinical diversity of psychiatric disorders, the technical complexity and costs of multiomics data, and the need for specialized training in precision health for healthcare staff, besides ethical concerns such as protecting the privacy and security of patients' data and maintaining health equity. The aim of this review is to provide an overview of recent findings in the conceptualization and treatment of depression from a precision mental health perspective and to discuss potential challenges and future directions in the application of precision psychiatry for the treatment of depression.
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Affiliation(s)
- Reem Deif
- Institute of Global Health and Human Ecology, School of Sciences and Engineering, The American University in Cairo, Cairo, Egypt
| | - Mohamed Salama
- Institute of Global Health and Human Ecology, School of Sciences and Engineering, The American University in Cairo, Cairo, Egypt
- Faculty of Medicine, Mansoura University, Mansoura, Egypt
- Global Brain Health Institute, Trinity College Dublin, Dublin, Ireland
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33
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Lara DVD, Melo DOD, Silva RAM, Santos PCJLD. Pharmacogenetic testing in psychiatry and neurology: an overview of reviews. Pharmacogenomics 2021; 22:505-513. [PMID: 33973477 DOI: 10.2217/pgs-2020-0187] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022] Open
Abstract
Pharmacogenetic testing is available to healthcare professionals to guide drug selection and prevent adverse events. However, its implementation in the clinical practice of psychiatry/neurology still has barriers, mainly due to a lack of evidence. We conducted a literature search on Cochrane Library, Embase and Pubmed, from their inception to 18 June 2020. We included 16 published systematic reviews. The most studied drug categories were anticonvulsants and selective serotonin reuptake inhibitors associated with human leukocyte antigen and cytochrome P450 genes (HLA-A, HLA-B, CYP2C9, CYP2D6, CYP2C19), classified as critically low quality/low quality. There is a need for more robust studies with adequate design to assess the potential benefits of adopting pharmacogenetics in health systems and services.
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Affiliation(s)
- Danilo Vieira de Lara
- Department of Pharmacology, Escola Paulista de Medicina, Universidade Federal de São Paulo, São Paulo, Brazil
| | - Daniela Oliveira de Melo
- Department of Pharmaceutical Sciences, Institute of Environmental Sciences, Chemistry and Pharmaceuticals, Universidade Federal de São Paulo, Diadema, São Paulo, Brazil
| | - Rafael Augusto Mantovani Silva
- Department of Pharmaceutical Sciences, Institute of Environmental Sciences, Chemistry and Pharmaceuticals, Universidade Federal de São Paulo, Diadema, São Paulo, Brazil
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34
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Empey PE, Pratt VM, Hoffman JM, Caudle KE, Klein TE. Expanding evidence leads to new pharmacogenomics payer coverage. Genet Med 2021; 23:830-832. [PMID: 33627827 DOI: 10.1038/s41436-021-01117-w] [Citation(s) in RCA: 46] [Impact Index Per Article: 11.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2020] [Revised: 02/02/2021] [Accepted: 02/02/2021] [Indexed: 11/09/2022] Open
Affiliation(s)
- Philip E Empey
- Department of Pharmacy and Therapeutics, University of Pittsburgh, Pittsburgh, PA, USA.
| | - Victoria M Pratt
- Department of Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis, IN, USA
| | - James M Hoffman
- Office of Quality & Patient Care, St. Jude Children's Research Hospital, Memphis, TN, USA.,Department of Pharmaceutical Sciences, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Kelly E Caudle
- Department of Pharmaceutical Sciences, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Teri E Klein
- Department of Biomedical Data Science and Medicine, Stanford University, Stanford, CA, USA
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35
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Bach-Rojecky L, Čutura T, Lozić M, Kliškinjić IH, Matišić V, Primorac D. Personalized Anesthetic Pharmacology. PERSONALIZED MEDICINE IN ANESTHESIA, PAIN AND PERIOPERATIVE MEDICINE 2021:65-92. [DOI: 10.1007/978-3-030-53525-4_3] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/02/2025]
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36
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Roberts TA, Wagner JA, Sandritter T, Black BT, Gaedigk A, Stancil SL. Retrospective Review of Pharmacogenetic Testing at an Academic Children's Hospital. Clin Transl Sci 2021; 14:412-421. [PMID: 33048453 PMCID: PMC7877836 DOI: 10.1111/cts.12895] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2020] [Accepted: 09/02/2020] [Indexed: 12/28/2022] Open
Abstract
There is limited evidence to support pharmacogenetic (PGx) testing in children. We conducted a retrospective review of PGx testing among 452 patients at an academic children's hospital to determine the potential utility of PGx in diseases of childhood and to identify targets for future pediatric pharmacogenetic research. An actionable gene-drug pair associated with the 28 genes tested (Clinical Pharmacogenetics Implementation Consortium (CPIC) level A or B, Pharmacogenomics Knowledge Base (PharmGKB) level 1A or B, or US Food and Drug Administration (FDA) recommendation and a PharmGKB level) was present in 98.7% of patients. We identified 203 actionable gene-drug-diagnosis groups based on the indications for each actionable drug listed in Lexicomp. Among patients with an actionable gene-drug-diagnosis group, 49.3% had a diagnosis where the drug was a therapeutic option and PGx could be used to guide treatment selection. Among patients with an associated diagnosis, 30.9% had a prescription for the actionable drug allowing PGx guided dosing. Three genes (CYP2C19, CYP2D6, and CYP3A5) accounted for all the gene-drug-diagnosis groups with matching diagnoses and prescriptions. The most common gene-drug-diagnosis groups with matching diagnoses and prescriptions were CYP2C19-citalopram-escitalopram-depression 3.3% of patients tested; CYP2C19-dexlansoprazole-gastritis-esophagitis 3.1%; CYP2C19-omeprazole-gastritis-esophagitis 2.4%; CYP2D6-atomoxetine-attention deficit hyperactivity disorder 2.2%; and CYP2C19-citalopram-escitalopram-obsessive-compulsive disorder 1.5%. PGx could be used to guide selection of current treatment options or medication dosing in almost half (48.7%) of pediatric patients tested. Mood disorders and gastritis/esophagitis are promising targets for future study of PGx testing because of the high prevalence of these diagnoses and associated actionable gene-drug pairs in the pediatric population.
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Affiliation(s)
- Timothy A. Roberts
- Division of Adolescent MedicineChildren’s Mercy Kansas CityKansas CityMissouriUSA
- Department of PediatricsUMKC School of MedicineKansas CityMissouriUSA
| | - Jennifer A. Wagner
- Department of PediatricsUMKC School of MedicineKansas CityMissouriUSA
- Division of Clinical PharmacologyToxicology, and Therapeutic InnovationChildren’s Mercy Kansas CityKansas CityMissouriUSA
| | - Tracy Sandritter
- Division of Clinical PharmacologyToxicology, and Therapeutic InnovationChildren’s Mercy Kansas CityKansas CityMissouriUSA
| | - Benjamin T. Black
- Department of PediatricsUMKC School of MedicineKansas CityMissouriUSA
- Division of Developmental and Behavioral HealthChildren’s Mercy Kansas CityKansas CityMissouriUSA
| | - Andrea Gaedigk
- Department of PediatricsUMKC School of MedicineKansas CityMissouriUSA
- Division of Clinical PharmacologyToxicology, and Therapeutic InnovationChildren’s Mercy Kansas CityKansas CityMissouriUSA
| | - Stephani L. Stancil
- Division of Adolescent MedicineChildren’s Mercy Kansas CityKansas CityMissouriUSA
- Division of Clinical PharmacologyToxicology, and Therapeutic InnovationChildren’s Mercy Kansas CityKansas CityMissouriUSA
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Bousman CA, Bengesser SA, Aitchison KJ, Amare AT, Aschauer H, Baune BT, Asl BB, Bishop JR, Burmeister M, Chaumette B, Chen LS, Cordner ZA, Deckert J, Degenhardt F, DeLisi LE, Folkersen L, Kennedy JL, Klein TE, McClay JL, McMahon FJ, Musil R, Saccone NL, Sangkuhl K, Stowe RM, Tan EC, Tiwari AK, Zai CC, Zai G, Zhang J, Gaedigk A, Müller DJ. Review and Consensus on Pharmacogenomic Testing in
Psychiatry. PHARMACOPSYCHIATRY 2020; 54:5-17. [DOI: 10.1055/a-1288-1061] [Citation(s) in RCA: 37] [Impact Index Per Article: 7.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
Abstract
AbstractThe implementation of pharmacogenomic (PGx) testing in psychiatry remains modest,
in part due to divergent perceptions of the quality and completeness of the
evidence base and diverse perspectives on the clinical utility of PGx testing
among psychiatrists and other healthcare providers. Recognizing the current lack
of consensus within the field, the International Society of Psychiatric Genetics
assembled a group of experts to conduct a narrative synthesis of the PGx
literature, prescribing guidelines, and product labels related to psychotropic
medications as well as the key considerations and limitations related to the use
of PGx testing in psychiatry. The group concluded that to inform medication
selection and dosing of several commonly-used antidepressant and antipsychotic
medications, current published evidence, prescribing guidelines, and product
labels support the use of PGx testing for 2 cytochrome P450 genes (CYP2D6,
CYP2C19). In addition, the evidence supports testing for human leukocyte
antigen genes when using the mood stabilizers carbamazepine (HLA-A and
HLA-B), oxcarbazepine (HLA-B), and phenytoin (CYP2C9, HLA-B). For
valproate, screening for variants in certain genes (POLG, OTC, CSP1) is
recommended when a mitochondrial disorder or a urea cycle disorder is suspected.
Although barriers to implementing PGx testing remain to be fully resolved, the
current trajectory of discovery and innovation in the field suggests these
barriers will be overcome and testing will become an important tool in
psychiatry.
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Affiliation(s)
- Chad A. Bousman
- Departments of Medical Genetics, Psychiatry, Physiology &
Pharmacology, University of Calgary, Calgary, AB, Canada
- Hotchkiss Brain Institute, Cumming School of Medicine, University of
Calgary, Calgary, AB, Canada
- Alberta Children’s Hospital Research Institute, Calgary, AB,
Canada
- Department of Psychiatry, Melbourne Medical School, The University of
Melbourne, Melbourne, VIC, Australia
| | - Susanne A. Bengesser
- Department of Psychiatry and Psychotherapeutic Medicine, Medical
University of Graz, Austria
| | - Katherine J. Aitchison
- Departments of Psychiatry, Medical Genetics and the Neuroscience and
Mental Health Institute, University of Alberta, Edmonton, AB,
Canada
| | - Azmeraw T. Amare
- Discipline of Psychiatry, School of Medicine, University of Adelaide,
Adelaide, SA, Australia
- South Australian Health and Medical Research Institute (SAHMRI),
Adelaide, SA, Australia
| | - Harald Aschauer
- Biopsychosocial Corporation (BioPsyC), non-profit association, Vienna,
Austria
| | - Bernhard T. Baune
- Department of Psychiatry and Psychotherapy, University of
Münster, Germany
- Department of Psychiatry, Melbourne Medical School, The University of
Melbourne, Melbourne, VIC, Australia
- The Florey Institute of Neuroscience and Mental Health, The University
of Melbourne, Parkville, VIC, Australia
| | - Bahareh Behroozi Asl
- Departments of Psychiatry, Medical Genetics and the Neuroscience and
Mental Health Institute, University of Alberta, Edmonton, AB,
Canada
| | - Jeffrey R. Bishop
- Department of Experimental and Clinical Pharmacology, University of
Minnesota College of Pharmacy and Department of Psychiatry, University of
Minnesota Medical School, Minneapolis, MN, USA
| | - Margit Burmeister
- Michigan Neuroscience Institute and Departments of Computational
Medicine & Bioinformatics, Human Genetics and Psychiatry, The University
of Michigan, Ann Arbor MI, USA
| | - Boris Chaumette
- Institute of Psychiatry and Neuroscience of Paris, GHU Paris
Psychiatrie & Neurosciences, University of Paris, Paris,
France
- Department of Psychiatry, McGill University, Montreal,
Canada
| | - Li-Shiun Chen
- Departments of Psychiatry and Genetics, Washington University School of
Medicine in St. Louis, USA
| | - Zachary A. Cordner
- Department of Psychiatry & Behavioral Sciences, Johns Hopkins
University School of Medicine, Baltimore, MD, USA
| | - Jürgen Deckert
- Department of Psychiatry, Psychosomatics and Psychotherapy, Center of
Mental Health, Würzburg, Germany
| | - Franziska Degenhardt
- Institute of Human Genetics, University of Bonn, School of Medicine
& University Hospital Bonn, Bonn, Germany
- Department of Child and Adolescent Psychiatry, Psychosomatics and
Psychotherapy, University Hospital Essen, University of Duisburg-Essen,
Duisburg, Germany
| | - Lynn E. DeLisi
- Department of Psychiatry, Harvard Medical School, Cambridge Health
Alliance, Cambridge, Massachusetts, USA
| | - Lasse Folkersen
- Institute of Biological Psychiatry, Capital Region Hospitals,
Copenhagen, Denmark
| | - James L. Kennedy
- Department of Psychiatry, University of Toronto, Toronto, Ontario,
Canada
- Centre for Addiction and Mental Health, University of Toronto, Toronto,
Ontario, Canada
| | - Teri E. Klein
- Department of Biomedical Data Science, Stanford University, Stanford,
California, USA
| | - Joseph L. McClay
- Department of Pharmacotherapy and Outcome Science, Virginia
Commonwealth University School of Pharmacy, Richmond, VA, USA
| | - Francis J. McMahon
- Human Genetics Branch, National Institute of Mental Health, Bethesda,
MD, USA
| | - Richard Musil
- Department of Psychiatry and Psychotherapy,
Ludwig-Maximilians-University, Munich, Germany
| | - Nancy L. Saccone
- Departments of Psychiatry and Genetics, Washington University School of
Medicine in St. Louis, USA
| | - Katrin Sangkuhl
- Department of Biomedical Data Science, Stanford University, Stanford,
California, USA
| | - Robert M. Stowe
- Departments of Psychiatry and Neurology (Medicine), University of
British Columbia, USA
| | - Ene-Choo Tan
- KK Research Centre, KK Women’s and Children’s Hospital,
Singapore, Singapore
| | - Arun K. Tiwari
- Department of Psychiatry, University of Toronto, Toronto, Ontario,
Canada
- Centre for Addiction and Mental Health, University of Toronto, Toronto,
Ontario, Canada
| | - Clement C. Zai
- Department of Psychiatry, University of Toronto, Toronto, Ontario,
Canada
- Centre for Addiction and Mental Health, University of Toronto, Toronto,
Ontario, Canada
| | - Gwyneth Zai
- Department of Psychiatry, University of Toronto, Toronto, Ontario,
Canada
- Centre for Addiction and Mental Health, University of Toronto, Toronto,
Ontario, Canada
| | - Jianping Zhang
- Department of Psychiatry, Weill Cornell Medical College, New
York-Presbyterian Westchester Division, White Plains, NY, USA
| | - Andrea Gaedigk
- Division of Clinical Pharmacology, Toxicology & Therapeutic
Innovation, Children’s Mercy Kansas City, Kansas City and School of
Medicine, University of Missouri-Kansas City, Kansas City, MO, USA
| | - Daniel J Müller
- Department of Psychiatry, University of Toronto, Toronto, Ontario,
Canada
- Centre for Addiction and Mental Health, University of Toronto, Toronto,
Ontario, Canada
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Roosan D, Hwang A, Law AV, Chok J, Roosan MR. The inclusion of health data standards in the implementation of pharmacogenomics systems: a scoping review. Pharmacogenomics 2020; 21:1191-1202. [PMID: 33124487 DOI: 10.2217/pgs-2020-0066] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/09/2020] [Accepted: 06/22/2020] [Indexed: 01/02/2023] Open
Abstract
Background: Despite potential benefits, the practice of incorporating pharmacogenomics (PGx) results in clinical decisions has yet to diffuse widely. In this study, we conducted a review of recent discussions on data standards and interoperability with a focus on sharing PGx test results among health systems. Materials & methods: We conducted a literature search for PGx clinical decision support systems between 1 January 2012 and 31 January 2020. Thirty-two out of 727 articles were included for the final review. Results: Nine of the 32 articles mentioned data standards and only four of the 32 articles provided solutions for the lack of interoperability. Discussions: Although PGx interoperability is essential for widespread implementation, a lack of focus on standardized data creates a formidable challenge for health information exchange. Conclusion: Standardization of PGx data is essential to improve health information exchange and the sharing of PGx results between disparate systems. However, PGx data standards and interoperability are often not addressed in the system-level implementation.
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Affiliation(s)
- Don Roosan
- Assistant Professor, Department of Pharmacy Practice & Administration, College of Pharmacy, Western University of Health Sciences, 309 E 2nd street, Pomona, CA 91766, USA
| | - Angela Hwang
- Research Assistant, Department of Pharmacy Practice & Administration, College of Pharmacy, Western University of Health Sciences, Pomona, CA 91766, USA
| | - Anandi V Law
- Professor, Department of Pharmacy Practice & Administration, College of Pharmacy, Western University of Health Sciences, Pomona, CA 91766, USA
| | - Jay Chok
- Associate Professor, School of Applied Life Sciences, Keck Graduate Institute, Claremont Colleges, Pomona, CA 91711, USA
| | - Moom R Roosan
- Assistant Professor, School of Pharmacy, Department of Pharmacy Practice, Chapman University, Irvine, CA 92618, USA
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39
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Zhou Y, Krebs K, Milani L, Lauschke VM. Global Frequencies of Clinically Important HLA Alleles and Their Implications For the Cost-Effectiveness of Preemptive Pharmacogenetic Testing. Clin Pharmacol Ther 2020; 109:160-174. [PMID: 32535895 DOI: 10.1002/cpt.1944] [Citation(s) in RCA: 38] [Impact Index Per Article: 7.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2020] [Accepted: 06/01/2020] [Indexed: 01/06/2023]
Abstract
Immune-mediated drug hypersensitivity reactions are an important source of iatrogenic morbidity and mortality. Human leukocyte antigen (HLA)-B*57:01, HLA-B*15:02, HLA-A*31:01, and HLA-B*58:01 constitute established risk factors and preemptive genotyping of these HLA alleles in patients prior to the initiation of abacavir, carbamazepine, and allopurinol-based therapies can prevent toxicity and improve patient outcomes. However, the cost-effectiveness of preemptive HLA testing has only been evaluated in the United States and few countries in Europe and Asia. In this study, we consolidated HLA genotypes from 3.5-6.4 million individuals across up to 74 countries and modeled the country-specific cost-effectiveness of genetic testing. We find major ethnogeographic differences in risk allele prevalence, which translated into pronounced differences in the number of patients needed to test to prevent one case of severe hypersensitivity reactions between countries and populations. At incremental cost-effectiveness ratio thresholds of $40,000, testing of HLA-B*57:01 in patients initiating abacavir was cost-effective in the majority of countries with potential exceptions of East Asia, Saudi Arabia, Ghana, and Zimbabwe. For carbamazepine, preemptive genotyping of HLA-B*15:02 is only cost-effective across most of East and South Asia, whereas HLA-A*31:01 testing is likely to be cost-effective globally. Testing of HLA-B*58:01 is more likely to be cost-effective throughout Africa and Asia compared with Europe and the Americas. We anticipate that this data set can serve as an important resource for clinicians and health economists to guide clinical decision making and inform public healthcare strategies.
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Affiliation(s)
- Yitian Zhou
- Department of Physiology and Pharmacology, Karolinska Institutet, Stockholm, Sweden
| | - Kristi Krebs
- Estonian Genome Center, Institute of Genomics, University of Tartu, Tartu, Estonia.,Institute of Molecular and Cell Biology, University of Tartu, Tartu, Estonia
| | - Lili Milani
- Estonian Genome Center, Institute of Genomics, University of Tartu, Tartu, Estonia
| | - Volker M Lauschke
- Department of Physiology and Pharmacology, Karolinska Institutet, Stockholm, Sweden
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40
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Rexach J, Lee H, Martinez-Agosto JA, Németh AH, Fogel BL. Clinical application of next-generation sequencing to the practice of neurology. Lancet Neurol 2020; 18:492-503. [PMID: 30981321 DOI: 10.1016/s1474-4422(19)30033-x] [Citation(s) in RCA: 72] [Impact Index Per Article: 14.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2018] [Revised: 12/21/2018] [Accepted: 01/02/2019] [Indexed: 01/05/2023]
Abstract
Next-generation sequencing technologies allow for rapid and inexpensive large-scale genomic analysis, creating unprecedented opportunities to integrate genomic data into the clinical diagnosis and management of neurological disorders. However, the scale and complexity of these data make them difficult to interpret and require the use of sophisticated bioinformatics applied to extensive datasets, including whole exome and genome sequences. Detailed analysis of genetic data has shown that accurate phenotype information is essential for correct interpretation of genetic variants and might necessitate re-evaluation of the patient in some cases. A multidisciplinary approach that incorporates bioinformatics, clinical evaluation, and human genetics can help to address these challenges. However, despite numerous studies that show the efficacy of next-generation sequencing in establishing molecular diagnoses, pathogenic mutations are generally identified in fewer than half of all patients with genetic neurological disorders, exposing considerable gaps in the understanding of the human genome and providing opportunities to focus research on improving the usefulness of genomics in clinical practice. Looking forward, the emergence of precision health in neurological care will increasingly apply genomic data analysis to pharmacogenetics, preventive medicine, and patient-targeted therapies.
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Affiliation(s)
- Jessica Rexach
- Program in Neurogenetics, Department of Neurology, David Geffen School of Medicine, University of California, Los Angeles, CA, USA
| | - Hane Lee
- Department of Pathology and Laboratory Medicine, David Geffen School of Medicine, University of California, Los Angeles, CA, USA; Department of Human Genetics, David Geffen School of Medicine, University of California, Los Angeles, CA, USA
| | - Julian A Martinez-Agosto
- Department of Human Genetics, David Geffen School of Medicine, University of California, Los Angeles, CA, USA; Division of Medical Genetics, Department of Pediatrics, David Geffen School of Medicine, University of California, Los Angeles, CA, USA
| | - Andrea H Németh
- Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, UK; Oxford Centre for Genomic Medicine, Oxford University Hospitals National Health Service Foundation Trust, Oxford, UK
| | - Brent L Fogel
- Program in Neurogenetics, Department of Neurology, David Geffen School of Medicine, University of California, Los Angeles, CA, USA; Department of Human Genetics, David Geffen School of Medicine, University of California, Los Angeles, CA, USA; Clinical Neurogenomics Research Center, Department of Neurology, David Geffen School of Medicine, University of California, Los Angeles, CA, USA.
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41
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Huebner T, Steffens M, Linder R, Fracowiak J, Langner D, Garling M, Falkenberg F, Roethlein C, Gomm W, Haenisch B, Stingl J. Influence of metabolic profiles on the safety of drug therapy in routine care in Germany: protocol of the cohort study EMPAR. BMJ Open 2020; 10:e032624. [PMID: 32345696 PMCID: PMC7213853 DOI: 10.1136/bmjopen-2019-032624] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/03/2022] Open
Abstract
INTRODUCTION Pre-emptive testing of pharmacogenetically relevant single-nucleotide polymorphisms can be an effective tool in the prevention of adverse drug reactions and therapy resistance. However, most of the tests are not used as standard in routine care in Germany because of lacking evidence for the clinical and economical benefit and their impact on the usage of healthcare services. We address this issue by investigating the influence of pharmacogenetic profiles on the use of healthcare services over an extended period of several years using routine care data from a statutory health insurance company. The goal is to provide clinical evidence whether pre-emptive pharmacogenetic testing of metabolic profiles in routine care in Germany is beneficial and cost-effective. METHODS AND ANALYSIS The EMPAR (Einfluss metabolischer Profile auf die Arzneimitteltherapiesicherheit in der Routineversorgung) study is a non-interventional cohort study conducted to analyse pharmacogenetic risk factors that are important for drug therapy by means of endpoints relevant for healthcare. The analysis is based on pharmacogenetic profiles and statutory health insurance data. We perform pharmacogenetic, pharmacoepidemiological and pharmacoeconomic analyses using health care utilisation scores and machine learning techniques. Therefore, we aim to include about 10 000 patients (≥18 years) insured by the health insurance provider Techniker Krankenkasse. The study focuses on patients with prescriptions of anticoagulants and prescriptions of cholesterol-lowering drugs. Also, a screening for special pharmacogenetic characteristics will be performed in patients with at least one Y57.9! diagnosis (Complication of medical and surgical care: drug or medicament, unspecified). Outcomes include the utilisation of health insurance services, the incidence of incapacity for work and costs for drugs and treatment. ETHICS AND DISSEMINATION The protocol was approved by the Ethics Committee of the Medical Faculty, University of Bonn (Lfd. Nr. 339/17). The results of this research project will be published in scientific open access journals and at conferences. TRIAL REGISTRATION NUMBER German Clinical Trials Register, DRKS00013909.
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Affiliation(s)
- Tatjana Huebner
- Research Division, Federal Institute for Drugs and Medical Devices, Bonn, North Rhine-Westphalia, Germany
| | - Michael Steffens
- Research Division, Federal Institute for Drugs and Medical Devices, Bonn, North Rhine-Westphalia, Germany
| | | | - Jochen Fracowiak
- Research Division, Federal Institute for Drugs and Medical Devices, Bonn, North Rhine-Westphalia, Germany
| | | | | | | | - Christoph Roethlein
- Population Health Sciences, German Centre for Neurodegenerative Diseases, Bonn, North Rhine-Westphalia, Germany
| | - Willy Gomm
- Population Health Sciences, German Centre for Neurodegenerative Diseases, Bonn, North Rhine-Westphalia, Germany
| | - Britta Haenisch
- Research Division, Federal Institute for Drugs and Medical Devices, Bonn, North Rhine-Westphalia, Germany
- Population Health Sciences, German Centre for Neurodegenerative Diseases, Bonn, North Rhine-Westphalia, Germany
- Centre for Translational Medicine, University of Bonn, Bonn, North Rhine-Westphalia, Germany
| | - Julia Stingl
- Institute for Clinical Pharmacology, RWTH Aachen University, Aachen, North Rhine-Westphalia, Germany
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42
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Primorac D, Bach-Rojecky L, Vađunec D, Juginović A, Žunić K, Matišić V, Skelin A, Arsov B, Boban L, Erceg D, Ivkošić IE, Molnar V, Ćatić J, Mikula I, Boban L, Primorac L, Esquivel B, Donaldson M. Pharmacogenomics at the center of precision medicine: challenges and perspective in an era of Big Data. Pharmacogenomics 2020; 21:141-156. [PMID: 31950879 DOI: 10.2217/pgs-2019-0134] [Citation(s) in RCA: 22] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022] Open
Abstract
Pharmacogenomics (PGx) is one of the core elements of personalized medicine. PGx information reduces the likelihood of adverse drug reactions and optimizes therapeutic efficacy. St Catherine Specialty Hospital in Zagreb/Zabok, Croatia has implemented a personalized patient approach using the RightMed® Comprehensive PGx panel of 25 pharmacogenes plus Facor V Leiden, Factor II and MTHFR genes, which is interpreted by a special counseling team to offer the best quality of care. With the advent of significant technological advances comes another challenge: how can we harness the data to inform clinically actionable measures and how can we use it to develop better predictive risk models? We propose to apply the principles artificial intelligence to develop a medication optimization platform to prevent, manage and treat different diseases.
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Affiliation(s)
- Dragan Primorac
- St Catherine Specialty Hospital, 10000 Zagreb & 49210 Zabok, Croatia.,University of Split School of Medicine, 21 000 Split, Croatia.,Eberly College of Science, 517 Thomas St, State College, Penn State University, PA 16803, USA.,The Henry C Lee College of Criminal Justice & Forensic Sciences, University of New Haven, West Haven, CT 06516, USA.,University of Osijek School of Medicine, 31000 Osijek, Croatia.,University of Rijeka School of Medicine, 51000 Rijeka, Croatia.,Srebrnjak Children's Hospital, 10000 Zagreb, Croatia.,University of Osijek Faculty of Dental Medicine & Health, 31000 Osijek, Croatia
| | - Lidija Bach-Rojecky
- University of Zagreb Faculty of Pharmacy & Biochemistry, 10000 Zagreb, Croatia
| | - Dalia Vađunec
- University of Zagreb Faculty of Pharmacy & Biochemistry, 10000 Zagreb, Croatia
| | - Alen Juginović
- University of Split School of Medicine, 21 000 Split, Croatia
| | | | - Vid Matišić
- University of Zagreb School of Medicine, 10000 Zagreb, Croatia
| | - Andrea Skelin
- St Catherine Specialty Hospital, 10000 Zagreb & 49210 Zabok, Croatia.,Genos Glycoscience Research Laboratory, 10000 Zagreb, Croatia
| | - Borna Arsov
- University of Zagreb School of Medicine, 10000 Zagreb, Croatia
| | - Luka Boban
- University of Zagreb School of Medicine, 10000 Zagreb, Croatia
| | - Damir Erceg
- St Catherine Specialty Hospital, 10000 Zagreb & 49210 Zabok, Croatia.,Srebrnjak Children's Hospital, 10000 Zagreb, Croatia.,University of Osijek Faculty of Dental Medicine & Health, 31000 Osijek, Croatia.,Croatian Catholic University, 10000 Zagreb, Croatia
| | - Ivana Erceg Ivkošić
- St Catherine Specialty Hospital, 10000 Zagreb & 49210 Zabok, Croatia.,University of Osijek Faculty of Dental Medicine & Health, 31000 Osijek, Croatia
| | - Vilim Molnar
- University of Zagreb School of Medicine, 10000 Zagreb, Croatia
| | - Jasmina Ćatić
- St Catherine Specialty Hospital, 10000 Zagreb & 49210 Zabok, Croatia.,University of Osijek School of Medicine, 31000 Osijek, Croatia.,Clinical Hospital Dubrava, Department of Cardiology, 10000 Zagreb, Croatia
| | - Ivan Mikula
- St Catherine Specialty Hospital, 10000 Zagreb & 49210 Zabok, Croatia.,University North, Nursing Department, 42000 Varaždin, Croatia
| | | | - Lara Primorac
- Wharton Business School, University of Pennsylvania, Philadelphia, PA 19104, USA
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Veilleux S, Bouffard M, Bourque Bouliane M. Patient and Health Care Provider Needs and Preferences in Understanding Pharmacogenomic and Genomic Testing: A Meta-Data Analysis. QUALITATIVE HEALTH RESEARCH 2020; 30:43-59. [PMID: 31322055 DOI: 10.1177/1049732319858325] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/10/2023]
Abstract
Tests that feature genomic indicators can now be used to guide the pharmacological treatment of patients. To better identify the needs and preferences of patients and health care providers in facilitating their understanding of information related to such pharmacogenomic tests (PGx), a review of literature on knowledge translation and health literacy in the context of testing was conducted. Using a grounded theory-based approach, a comparative analysis of data from 36 studies meeting the criteria for the meta-data analysis has revealed the recurrence of three principal themes: (a) knowledge and understanding of genetics and pharmacogenomics; (b) experiences with genetic, genomic, or PGx testing (decision about the test, information delivery, and understanding of test results); and (c) educational/informational resources. This synthesis sheds light on each theme from the standpoint of both patients and health care providers and suggests avenues in which to direct efforts to support the introduction of pharmacogenomic tests in current practice.
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44
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Kasztura M, Richard A, Bempong NE, Loncar D, Flahault A. Cost-effectiveness of precision medicine: a scoping review. Int J Public Health 2019; 64:1261-1271. [PMID: 31650223 PMCID: PMC6867980 DOI: 10.1007/s00038-019-01298-x] [Citation(s) in RCA: 51] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2019] [Revised: 08/19/2019] [Accepted: 09/04/2019] [Indexed: 12/16/2022] Open
Abstract
OBJECTIVES Precision medicine (PM) aims to improve patient outcomes by stratifying or individualizing diagnosis and treatment decisions. Previous reviews found inconclusive evidence as to the cost-effectiveness of PM. The purpose of this scoping review was to describe current research findings on the cost-effectiveness of PM and to identify characteristics of cost-effective interventions. METHODS We searched PubMed with a combination of terms related to PM and economic evaluations and included studies published between 2014 and 2017. RESULTS A total of 83 articles were included, of which two-thirds were published in Europe and the USA. The majority of studies concluded that the PM intervention was at least cost-effective compared to usual care. However, the willingness-to-pay thresholds varied widely. Key factors influencing cost-effectiveness included the prevalence of the genetic condition in the target population, costs of genetic testing and companion treatment and the probability of complications or mortality. CONCLUSIONS This review may help inform decisions about reimbursement, research and development of PM interventions.
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Affiliation(s)
- Miriam Kasztura
- Department of Health Professions, Bern University of Applied Sciences, Bern, Switzerland.
| | - Aude Richard
- Institute of Global Health, Faculty of Medicine, University of Geneva, Geneva, Switzerland
| | - Nefti-Eboni Bempong
- Institute of Global Health, Faculty of Medicine, University of Geneva, Geneva, Switzerland
| | - Dejan Loncar
- Institute of Global Health, Faculty of Medicine, University of Geneva, Geneva, Switzerland
| | - Antoine Flahault
- Institute of Global Health, Faculty of Medicine, University of Geneva, Geneva, Switzerland
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Hart MR, Garrison LP, Doyle DL, Jarvik GP, Watkins J, Devine B. Projected Cost-Effectiveness for 2 Gene-Drug Pairs Using a Multigene Panel for Patients Undergoing Percutaneous Coronary Intervention. VALUE IN HEALTH : THE JOURNAL OF THE INTERNATIONAL SOCIETY FOR PHARMACOECONOMICS AND OUTCOMES RESEARCH 2019; 22:1231-1239. [PMID: 31708059 DOI: 10.1016/j.jval.2019.05.015] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/27/2019] [Revised: 05/09/2019] [Accepted: 05/30/2019] [Indexed: 06/10/2023]
Abstract
BACKGROUND For patients undergoing percutaneous coronary intervention, gene-drug associations exist relevant to first-line treatment options-antiplatelet agent, clopidogrel, and pain medication, tramadol. Knowledge of genotype information may allow for avoidance of adverse drug events during critical clinical windows. OBJECTIVE This evaluation estimated cost-effectiveness associated with a multi-gene panel pre-emptively testing two genes providing CYP2C19 genotype-guided strategy for antiplatelet therapy, with CYP2D6 genotype-guided pain management, compared to single gene test for CYP2C19 with random assignment for pain treatment, and to no testing (empiric clopidogrel with random assignment for pain treatment). METHODS Decision analysis modeling was used to project costs from a payer perspective and patient quality-adjusted life years (QALYs) from the three strategies. The model captured composite risks of major adverse cardiovascular events and pain therapy-related adverse drug events and associated utility estimates. We conducted sensitivity analyses to assess influential input parameters. RESULTS Over 15 months, multi-gene testing was least costly and yielded more QALYs compared to both single gene and no testing; total incremental costs were $1646 lower with incremental gains of 0.04 QALYs for multi-gene compared with single gene and $11 368 lower with 0.17 QALY gains compared to no test. Base case analyses revealed multi gene was dominant compared to both single gene and no test, as it demonstrated cost savings with increased QALYs. CONCLUSIONS For these patients, a multi-gene-guided strategy yields a favorable incremental cost-effectiveness ratio compared to the other two treatment strategies. Pre-emptively ascertaining additional gene-drug pair information can inform clinical and economic decision-making at the point of care.
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Affiliation(s)
- M Ragan Hart
- Department of Biomedical Data Science, Stanford University, Stanford, CA, USA; Institute for Public Health Genetics, University of Washington, Seattle, WA, USA.
| | - Louis P Garrison
- Department of Pharmacy, The Comparative Health Outcomes, Policy, and Economics (CHOICE) Institute, University of Washington, Seattle, WA, USA
| | - Debra L Doyle
- Institute for Public Health Genetics, University of Washington, Seattle, WA, USA; Washington State Department of Health, Kent, WA, USA
| | - Gail P Jarvik
- University of Washington Department of Medicine (Medical Genetics), Seattle, WA, USA
| | - John Watkins
- Department of Pharmacy, The Comparative Health Outcomes, Policy, and Economics (CHOICE) Institute, University of Washington, Seattle, WA, USA; Premera Blue Cross, Mountlake Terrace, WA, USA
| | - Beth Devine
- Institute for Public Health Genetics, University of Washington, Seattle, WA, USA; Department of Pharmacy, The Comparative Health Outcomes, Policy, and Economics (CHOICE) Institute, University of Washington, Seattle, WA, USA
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Veilleux S, Bouffard M. Knowledge and understanding of pharmacogenomic testing among patients and health care professionals: A scoping review. PATIENT EDUCATION AND COUNSELING 2019; 102:2001-2009. [PMID: 31229328 DOI: 10.1016/j.pec.2019.06.008] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/08/2018] [Revised: 06/06/2019] [Accepted: 06/09/2019] [Indexed: 06/09/2023]
Abstract
OBJECTIVE To support the introduction of pharmacogenomic tests in current practice, this study identifies the factors associated with a better understanding of the information related to genetic, genomic and/or pharmacogenomic tests by patients and health care professionals. METHODS Following a scoping review methodology, a search for literature was conducted with keywords related to health literacy and knowledge translation in the context of pharmacogenomic tests. Since only 6 articles were identified, the context of genetic or genomic testing were added to the inclusion criteria, leading to 24 articles. RESULTS Fourteen of the studies analyzed focused on genetic predictive, diagnostic or carrier tests, or concerned genetics in general, while ten addressed or included the use of pharmacogenomic tests. Demographic, individual, experiential and contextual factors were associated with a better understanding of the information related to genetic, genomic and/or pharmacogenomic tests among the targeted populations. RESEARCH IMPLICATIONS Our review shows that there is currently little empirical research available to identify the factors to consider in order to develop educational tools and resources specific to pharmacogenomics. CONCLUSION Expanding our review to include genetic and genomic testing factors can serve as a starting point for the evidence to be validated in future empirical research.
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Affiliation(s)
- Sophie Veilleux
- Department of Management, FSA ULaval - Business School, 2325, rue de la Terrasse, Pavillon Palasis-Prince, office 0533, Université Laval, Québec, Québec, G1V 0A6, Canada.
| | - Maud Bouffard
- FSA ULaval - Business School, 2325, rue de la Terrasse, Pavillon Palasis-Prince, Université Laval, Québec, Québec, G1V 0A6, Canada.
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Zhu Y, Swanson KM, Rojas RL, Wang Z, St Sauver JL, Visscher SL, Prokop LJ, Bielinski SJ, Wang L, Weinshilboum R, Borah BJ. Systematic review of the evidence on the cost-effectiveness of pharmacogenomics-guided treatment for cardiovascular diseases. Genet Med 2019; 22:475-486. [PMID: 31591509 PMCID: PMC7056639 DOI: 10.1038/s41436-019-0667-y] [Citation(s) in RCA: 56] [Impact Index Per Article: 9.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/11/2019] [Accepted: 09/23/2019] [Indexed: 02/08/2023] Open
Abstract
PURPOSE To examine the evidence on the cost-effectiveness of implementing pharmacogenomics (PGx) in cardiovascular disease (CVD) care. METHODS We conducted a systematic review using multiple databases from inception to 2018. The titles and abstracts of cost-effectiveness studies on PGx-guided treatment in CVD care were screened, and full texts were extracted. RESULTS We screened 909 studies and included 46 to synthesize. Acute coronary syndrome and atrial fibrillation were the predominantly studied conditions (59%). Most studies (78%) examined warfarin-CYP2C9/VKORC1 or clopidogrel-CYP2C19. A payer's perspective was commonly used (39%) for cost calculations, and most studies (46%) were US-based. The majority (67%) of the studies found PGx testing to be cost-effective in CVD care, but cost-effectiveness varied across drugs and conditions. Two studies examined PGx panel testing, of which one examined pre-emptive testing strategies. CONCLUSION We found mixed evidence on the cost-effectiveness of PGx in CVD care. Supportive evidence exists for clopidogrel-CYP2C19 and warfarin-CYP2C9/VKORC1, but evidence is limited in other drug-gene combinations. Gaps persist, including unclear explanation of perspective and cost inputs, underreporting of study design elements critical to economic evaluations, and limited examination of PGx panel and pre-emptive testing for their cost-effectiveness. This review identifies the need for further research on economic evaluations of PGx implementation.
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Affiliation(s)
- Ye Zhu
- Robert D. and Patricia E. Kern Center for the Science of Health Care Delivery, Mayo Clinic, Rochester, MN, USA.,Division of Health Care Policy and Research, Department of Health Sciences Research, Mayo Clinic, Rochester, MN, USA
| | - Kristi M Swanson
- Robert D. and Patricia E. Kern Center for the Science of Health Care Delivery, Mayo Clinic, Rochester, MN, USA
| | - Ricardo L Rojas
- Division of Biomedical Statistics and Informatics, Department of Health Sciences Research, Mayo Clinic, Rochester, MN, USA
| | - Zhen Wang
- Robert D. and Patricia E. Kern Center for the Science of Health Care Delivery, Mayo Clinic, Rochester, MN, USA.,Evidence-Based Practice Center, Mayo Clinic, Rochester, MN, USA
| | - Jennifer L St Sauver
- Robert D. and Patricia E. Kern Center for the Science of Health Care Delivery, Mayo Clinic, Rochester, MN, USA.,Division of Epidemiology, Department of Health Sciences Research, Mayo Clinic, Rochester, MN, USA
| | - Sue L Visscher
- Robert D. and Patricia E. Kern Center for the Science of Health Care Delivery, Mayo Clinic, Rochester, MN, USA
| | - Larry J Prokop
- Library Public Services, Mayo Clinic, Rochester, MN, USA
| | - Suzette J Bielinski
- Division of Epidemiology, Department of Health Sciences Research, Mayo Clinic, Rochester, MN, USA
| | - Liewei Wang
- Division of Clinical Pharmacology, Department of Molecular Pharmacology and Experimental Therapeutics, Mayo Clinic, Rochester, MN, USA
| | - Richard Weinshilboum
- Division of Clinical Pharmacology, Department of Molecular Pharmacology and Experimental Therapeutics, Mayo Clinic, Rochester, MN, USA
| | - Bijan J Borah
- Robert D. and Patricia E. Kern Center for the Science of Health Care Delivery, Mayo Clinic, Rochester, MN, USA. .,Division of Health Care Policy and Research, Department of Health Sciences Research, Mayo Clinic, Rochester, MN, USA.
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Genetic testing for CYP2D6 and CYP2C19 suggests improved outcome for antidepressant and antipsychotic medication. Psychiatry Res 2019; 279:111-115. [PMID: 29699889 DOI: 10.1016/j.psychres.2018.02.055] [Citation(s) in RCA: 27] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/07/2017] [Revised: 01/22/2018] [Accepted: 02/27/2018] [Indexed: 11/20/2022]
Abstract
Individuals carrying genetic variants that result in non-extensive CYP2D6 and CYP2C19 enzyme activity seem to be more prone to non-response and side-effects of psychotropic medications. Therefore, tailoring prescriptions using genetic information may improve patient outcomes. This study examined treatment outcome in psychiatric care after CYP2D6 and CYP2C19 genetic information was provided to patients and physicians. CYP2D6 and CYP2C19 genotyping, assessment of side effects and medical histories were obtained from 80 subjects who were prescribed either antidepressant or antipsychotic medications. Our measure of outcome was mainly physicians' opinions however UKU side effects scores were also used. For CYP2D6, we calculated an activity score based on genotype and psychiatric medications. Correlation analysis was performed for CYP2D6 activity scores and UKU scores. Overall, we received supportive responses from physicians who enrolled patients in our study. Notably, while almost every fourth physician reported improvement in patient outcome, not a single physician indicated that their patient's symptoms worsened after they had used a pharmacogenetic report to guide treatment. We did not observe statistically significant differences in side effects. Overall, our results suggest improved patient outcome following pharmacogenetic testing; nonetheless, more research is required to assess the exact benefit of pharmacogenetics in clinical practice.
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Bush WS, Cooke Bailey JN, Beno MF, Crawford DC. Bridging the Gaps in Personalized Medicine Value Assessment: A Review of the Need for Outcome Metrics across Stakeholders and Scientific Disciplines. Public Health Genomics 2019; 22:16-24. [PMID: 31454805 PMCID: PMC6752968 DOI: 10.1159/000501974] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2019] [Accepted: 07/07/2019] [Indexed: 12/14/2022] Open
Abstract
Despite monumental advances in genomics, relatively few health care provider organizations in the United States offer personalized or precision medicine as part of the routine clinical workflow. The gaps between research and applied genomic medicine may be a result of a cultural gap across various stakeholders representing scientists, clinicians, patients, policy makers, and third party payers. Scientists are trained to assess the health care value of genomics by either quantifying population-scale effects, or through the narrow lens of clinical trials where the standard of care is compared with the predictive power of a single or handful of genetic variants. While these metrics are an essential first step in assessing and documenting the clinical utility of genomics, they are rarely followed up with other assessments of health care value that are critical to stakeholders who use different measures to define value. The limited value assessment in both the research and implementation science of precision medicine is likely due to necessary logistical constraints of these teams; engaging bioethicists, health care economists, and individual patient belief systems is incredibly daunting for geneticists and informaticians conducting research. In this narrative review, we concisely describe several definitions of value through various stakeholder viewpoints. We highlight the existing gaps that prevent clinical translation of scientific findings generally as well as more specifically using two present-day, extreme scenarios: (1) genetically guided warfarin dosing representing a handful of genetic markers and more than 10 years of basic and translational research, and (2) next-generation sequencing representing genome-dense data lacking substantial evidence for implementation. These contemporary scenarios highlight the need for various stakeholders to broadly adopt frameworks designed to define and collect multiple value measures across different disciplines to ultimately impact more universal acceptance of and reimbursement for genomic medicine.
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Affiliation(s)
- William S Bush
- Cleveland Institute for Computational Biology, Case Western Reserve University, Cleveland, Ohio, USA
- Department of Population and Quantitative Health Sciences, Case Western Reserve University, Cleveland, Ohio, USA
| | - Jessica N Cooke Bailey
- Cleveland Institute for Computational Biology, Case Western Reserve University, Cleveland, Ohio, USA
- Department of Population and Quantitative Health Sciences, Case Western Reserve University, Cleveland, Ohio, USA
| | - Mark F Beno
- Cleveland Institute for Computational Biology, Case Western Reserve University, Cleveland, Ohio, USA
| | - Dana C Crawford
- Cleveland Institute for Computational Biology, Case Western Reserve University, Cleveland, Ohio, USA,
- Department of Population and Quantitative Health Sciences, Case Western Reserve University, Cleveland, Ohio, USA,
- Department of Genetics and Genome Sciences, Case Western Reserve University, Cleveland, Ohio, USA,
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Gharaylou Z, Shafaghi L, Oghabian MA, Yoonessi A, Tafakhori A, Shahsavand Ananloo E, Hadjighassem M. Longitudinal Effects of Bumetanide on Neuro-Cognitive Functioning in Drug-Resistant Epilepsy. Front Neurol 2019; 10:483. [PMID: 31133976 PMCID: PMC6517515 DOI: 10.3389/fneur.2019.00483] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/29/2019] [Accepted: 04/23/2019] [Indexed: 12/25/2022] Open
Abstract
Antiepileptic drugs (AEDs) have repeatedly shown inconsistent and almost contradictory effects on the neurocognitive system, from substantial impairments in processing speed to the noticeable improvement in working memory and executive functioning. Previous studies have provided a novel insight into the cognitive improvement by bumetanide as a potential antiepileptic drug. Through the current investigation, we evaluated the longitudinal effects of bumetanide, an NKCC1 co-transporter antagonist, on the brain microstructural organization as a probable underlying component for cognitive performance. Microstructure assessment was completed using SPM for the whole brain assay and Freesurfer/TRACULA for the automatic probabilistic tractography analysis. Primary cognitive operations including selective attention and processing speed, working memory capacity and spatial memory were evaluated in 12 patients with a confirmed diagnosis of refractory epilepsy. Participants treated with bumetanide (2 mg/ day) in two divided doses as an adjuvant therapy to their regular AEDs for 6 months, which followed by the re-assessment of their cognitive functions and microstructural organizations. Seizure frequency reduced in eight patients which accompanied by white matter reconstruction; fractional anisotropy (FA) increased in the cingulum-cingulate gyrus (CCG), anterior thalamic radiation (ATR), and temporal part of the superior longitudinal fasciculus (SLFt) in correlation with the clinical response. The voxel-based analysis in responder patients revealed increased FA in the left hippocampus, right cerebellum, and right medial temporal lobe, while mean diffusivity (MD) values reduced in the right occipital lobe and cerebellum. Microstructural changes in SLFt and ATR accompanied by a reduction in the error rate in the spatial memory test. These primary results have provided preliminary evidence for the effect of bumetanide on cognitive functioning through microstructural changes in patients with drug-resistant epilepsy.
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Affiliation(s)
- Zeinab Gharaylou
- Department of Neuroscience and Addiction Studies, School of Advanced Technologies in Medicine, Tehran University of Medical Sciences, Tehran, Iran
| | - Lida Shafaghi
- Department of Neuroscience and Addiction Studies, School of Advanced Technologies in Medicine, Tehran University of Medical Sciences, Tehran, Iran
| | - Mohammad Ali Oghabian
- Neuroimaging and Analysis Group, Imam Khomeini Hospital, Tehran University of Medical Sciences, Tehran, Iran
| | - Ali Yoonessi
- Department of Neuroscience and Addiction Studies, School of Advanced Technologies in Medicine, Tehran University of Medical Sciences, Tehran, Iran
| | - Abbas Tafakhori
- Imam Khomeini Hospital, Iranian Center of Neurological Research, Tehran University of Medical Sciences, Tehran, Iran
| | | | - Mahmoudreza Hadjighassem
- Department of Neuroscience and Addiction Studies, School of Advanced Technologies in Medicine, Tehran University of Medical Sciences, Tehran, Iran.,Brain and Spinal Cord Injury Research Center, Neuroscience Institute, Tehran University of Medical Sciences, Tehran, Iran
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