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      Generating evidence for precision medicine: considerations made by the Ubiquitous Pharmacogenomics Consortium when designing and operationalizing the PREPARE study

      research-article
      a, , b , c , d , e , f , g , h , i , i , j , k , l , m , n , o , p , q, , r, , s , t, , u , v , w , d , n , e , c , a, , b , a, , b ,
      Pharmacogenetics and Genomics
      Lippincott Williams & Wilkins
      adverse drug reactions, clinical implementation, genotyping, next-generation sequencing, pharmacogenomics, pharmacogenetics, pre-emptive, randomized controlled trial

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          Objectives

          Pharmacogenetic panel-based testing represents a new model for precision medicine. A sufficiently powered prospective study assessing the (cost-)effectiveness of a panel-based pharmacogenomics approach to guide pharmacotherapy is lacking. Therefore, the Ubiquitous Pharmacogenomics Consortium initiated the PREemptive Pharmacogenomic testing for prevention of Adverse drug Reactions (PREPARE) study. Here, we provide an overview of considerations made to mitigate multiple methodological challenges that emerged during the design.

          Methods

          An evaluation of considerations made when designing the PREPARE study across six domains: study aims and design, primary endpoint definition and collection of adverse drug events, inclusion and exclusion criteria, target population, pharmacogenomics intervention strategy, and statistical analyses.

          Results

          Challenges and respective solutions included: (1) defining and operationalizing a composite primary endpoint enabling measurement of the anticipated effect, by including only severe, causal, and drug genotype-associated adverse drug reactions; (2) avoiding overrepresentation of frequently prescribed drugs within the patient sample while maintaining external validity, by capping drugs of enrolment; (3) designing the pharmacogenomics intervention strategy to be applicable across ethnicities and healthcare settings; and (4) designing a statistical analysis plan to avoid dilution of effect by initially excluding patients without a gene–drug interaction in a gatekeeping analysis.

          Conclusion

          Our design considerations will enable quantification of the collective clinical utility of a panel of pharmacogenomics-markers within one trial as a proof-of-concept for pharmacogenomics-guided pharmacotherapy across multiple actionable gene–drug interactions. These considerations may prove useful to other investigators aiming to generate evidence for precision medicine.

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          Most cited references46

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          CPIC: Clinical Pharmacogenetics Implementation Consortium of the Pharmacogenomics Research Network.

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            Pharmacogenetics: from bench to byte--an update of guidelines.

            Currently, there are very few guidelines linking the results of pharmacogenetic tests to specific therapeutic recommendations. Therefore, the Royal Dutch Association for the Advancement of Pharmacy established the Pharmacogenetics Working Group with the objective of developing pharmacogenetics-based therapeutic (dose) recommendations. After systematic review of the literature, recommendations were developed for 53 drugs associated with genes coding for CYP2D6, CYP2C19, CYP2C9, thiopurine-S-methyltransferase (TPMT), dihydropyrimidine dehydrogenase (DPD), vitamin K epoxide reductase (VKORC1), uridine diphosphate glucuronosyltransferase 1A1 (UGT1A1), HLA-B44, HLA-B*5701, CYP3A5, and factor V Leiden (FVL).
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              Pharmacogenomics in the clinic.

              After decades of discovery, inherited variations have been identified in approximately 20 genes that affect about 80 medications and are actionable in the clinic. And some somatically acquired genetic variants direct the choice of 'targeted' anticancer drugs for individual patients. Current efforts that focus on the processes required to appropriately act on pharmacogenomic variability in the clinic are moving away from discovery and towards implementation of an evidenced-based strategy for improving the use of medications, thereby providing a cornerstone for precision medicine.
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                Author and article information

                Journal
                Pharmacogenet Genomics
                Pharmacogenet. Genomics
                PGEN
                Pharmacogenetics and Genomics
                Lippincott Williams & Wilkins
                1744-6872
                1744-6880
                20 April 2020
                August 2020
                : 30
                : 6
                : 131-144
                Affiliations
                [a ]Department of Clinical Pharmacy and Toxicology, Leiden University Medical Center
                [b ]Leiden University Medical Center, Leiden Network for Personalised Therapeutics
                [c ]Department of Biomedical Data Sciences, Leiden University Medical Center, Leiden, The Netherlands
                [d ]Experimental and Clinical Pharmacology, Experimental and Clinical Pharmacology; Centro di Riferimento Oncologico di Aviano (CRO) IRCCS, National Cancer Institute, Aviano, Italy
                [e ]Medicine Information Centre, Royal Dutch Pharmacists Association (KNMP), The Hague, The Netherlands
                [f ]Department of Clinical Pharmacy, San Cecilio University Hospital, Instituto de investigación biosanitaria de Granada, ibs.Granada, Granada, Spain
                [g ]Department of Clinical Pharmacy, Division of Laboratories, Pharmacy, and Biomedical Genetics, University Medical Center Utrecht, Utrecht, The Netherlands
                [h ]Pharmacogenetics Laboratory, Faculty of Medicine, Institute of Biochemistry, University of Ljubljana, Slovenia
                [i ]Department of Physiology and Pharmacology, Section of Pharmacogenetics, Karolinska Institutet, Stockholm
                [j ]Department of Pharmaceutical Biosciences, Uppsala University, Uppsala, Sweden
                [k ]Department of Clinical Genetics, Leiden University Medical Center, Leiden, The Netherlands
                [l ]The Golden Helix Foundation, London, UK
                [m ]Department of Pharmacy, University of Patras, School of Health Sciences, University Campus, Rion, Patras, Greece
                [n ]Department of Molecular and Clinical Pharmacology, University of Liverpool, and Royal Liverpool University Hospital, Liverpool, UK
                [o ]UMR 1027 Inserm and Université de Toulouse III Paul Sabatier, Toulouse, France
                [p ]Center for Medical Statistics, Informatics, and Intelligent Systems, Medical University of Vienna, Vienna, Austria
                [q ]Department of Clinical Pharmacology, Dr. Margarete Fischer-Bosch Institute of Clinical Pharmacology, Stuttgart, Germany and University of Tübingen
                [r ]Department of Clinical Pharmacology, University Hospital Tübingen
                [s ]Department of Pharmacy and Biochemistry, University of Tübingen, Tübingen
                [t ]bio.logis Center for Human Genetics, Frankfurt am Main
                [u ]Institute of Human Genetics, Justus Liebig University Giessen
                [v ]Institute of Clinical Pharmacology, University Hospital of RWTH Aachen, Aachen, Germany
                [w ]Department of Internal Medicine III, Division of Nephrology and Dialysis, Medical University of Venna, Vienna, Austria.
                Author notes
                Correspondence to Henk-Jan Guchelaar, PharmD, PhD, Department of Clinical Pharmacy and Toxicology, Leiden University Medical Center, P.O. Box 9600, NL 2300 RC Leiden, The Netherlands, Tel: +31 071 526 2790; fax: +31 071 526 6980; e-mail: H.J.Guchelaar@ 123456lumc.nl
                Article
                00003
                10.1097/FPC.0000000000000405
                7331826
                32317559
                705e4b98-dca9-4213-9e4a-8c9d04a32c4c
                Copyright © 2020 The Author(s). Published by Wolters Kluwer Health, Inc.

                This is an open-access article distributed under the terms of the Creative Commons Attribution-Non Commercial-No Derivatives License 4.0 (CC-BY-NC-ND), where it is permissible to download and share the work provided it is properly cited. The work cannot be changed in any way or used commercially without permission from the journal.

                History
                : 15 November 2019
                : 02 March 2020
                Categories
                Original Articles
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                adverse drug reactions,clinical implementation,genotyping,next-generation sequencing,pharmacogenomics,pharmacogenetics,pre-emptive,randomized controlled trial

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