Evidence map›Paper›PMID 36739136›Full record

Trial reportLancet (London, England)2023

A 12-gene pharmacogenetic panel to prevent adverse drug reactions: an open-label, multicentre, controlled, cluster-randomised crossover implementation study.

Jesse J Swen, Cathelijne H van der Wouden, Lisanne En Manson, Heshu Abdullah-Koolmees, Kathrin Blagec, Tanja Blagus, Stefan Böhringer, Anne Cambon-Thomsen, Erika Cecchin, Ka-Chun Cheung and 32 more

Erratum issued 2 registry-linked trialsOpen access · greenAbstract readRandomized Controlled TrialMulticenter Study
PubMed Publisher
In one paragraph

Trial report in Lancet (London, England), 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. It is linked to 2 registered trials, which are not on this map. Cited by 328 papers, 8 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
328citing papers in PubMed, 8 pooled it
117.8field-weighted citation impact, top 1% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

NCT03093818 nacompletednot on this map

PREemptive Pharmacogenomic Testing for Preventing Adverse Drug REactions

TypeinterventionalSponsorJ.J.SwenRan2017 to 2021Enrolled6,950ConditionsAdverse Drug ReactionArmsPharmacogenomic testing
NCT06907784 narecruitingnot on this mapstarted 2025, after this paper: background citation

Phoenix trial - a pilot randomised controlled trial of pre-emptive pharmacogenomics in acute care settings with health economic evaluations

TypeinterventionalSponsorNHS Greater Glasgow and ClydeRan2025 to 2026Enrolled2,000ConditionsPharmacogenomic Drug InteractionArmsPharmacogenomic testing
3 · Its place in the literature

Who cites it

328 citing papers in PubMed, 8 syntheses or guidelines pooled it, 470 citations in OpenAlex.

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  20. Individualized pharmacotherapy: background and development.Annals of translational medicine · 2026
    Review

268 more citing papers are in PubMed but not listed here.

4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

42 authors at 20 institutions in 11 countries.

Jesse J SwenDepartment of Clinical Pharmacy and Toxicology, Leiden University Medical Centre, Leiden, Netherlands.
Cathelijne H van der WoudenDepartment of Clinical Pharmacy and Toxicology, Leiden University Medical Centre, Leiden, Netherlands.
Lisanne En MansonDepartment of Clinical Pharmacy and Toxicology, Leiden University Medical Centre, Leiden, Netherlands.
Heshu Abdullah-KoolmeesDivision Laboratories, Pharmacy and Biomedical Genetics, Hospital Pharmacy, University Medical Centre Utrecht, Utrecht, Netherlands.
Kathrin BlagecCentre for Medical Statistics, Informatics and Intelligent Systems, Institute of Artificial Intelligence, Medical University of Vienna, Vienna, Austria.
Tanja BlagusPharmacogenetics Laboratory, Institute of Biochemistry and Molecular Genetics, Faculty of Medicine, University of Ljubljana, Ljubljana, Slovenia.
Stefan BöhringerDepartment of Clinical Pharmacy and Toxicology, Leiden University Medical Centre, Leiden, Netherlands; Department of Biomedical Data Sciences, Leiden University Medical Centre, Leiden, Netherlands.
Anne Cambon-ThomsenCNRS, Centre for Epidemiology and Research in Population health (CERPOP), Université de Toulouse, Inserm, UPS, Toulouse, France.
Erika CecchinExperimental and Clinical Pharmacology Unit, Centro di Riferimento Oncologico di Aviano (CRO) IRCCS, Aviano, Italy.
Ka-Chun CheungMedicines Information Centre, Royal Dutch Pharmacists Association (KNMP), The Hague, Netherlands.
Vera Hm DeneerDivision Laboratories, Pharmacy and Biomedical Genetics, Hospital Pharmacy, University Medical Centre Utrecht, Utrecht, Netherlands; Division of Pharmacoepidemiology and Clinical Pharmacology, Utrecht Institute for Pharmaceutical Sciences, Utrecht University, Netherlands.
Mathilde DupuiService de pharmacologie médicale et clinique, CEIP-addictovigilance de Toulouse, faculté de médecine, CHU, Toulouse, France.
Magnus Ingelman-SundbergDepartment of Physiology and Pharmacology, Karolinska Institutet, Biomedicum, Stockholm, Sweden.
Siv JonssonDepartment of Pharmacy, Uppsala University, Uppsala, Sweden.
Candace Joefield-RokaDepartment of Medicine III, Division of Nephrology and Dialysis, Medical University of Vienna, Vienna, Austria.
Katja S JustInstitute of Clinical Pharmacology, University Hospital RWTH Aachen, Aachen, Germany.
Mats O KarlssonDepartment of Pharmacy, Uppsala University, Uppsala, Sweden.
Lidija KontaBio.logis Digital Health, Frankfurt am Main, Germany.
Rudolf KoopmannBio.logis Digital Health, Frankfurt am Main, Germany; Diagnosticum Centre for Humangenetics, Frankfurt am Main, Germany.
Marjolein KriekDepartment of Clinical Genetics, Leiden University Medical Centre, Leiden, Netherlands.
Thorsten LehrClinical Pharmacy, Saarland University, Saarbrücken, Germany.
Christina MitropoulouThe Golden Helix Foundation, London, UK; Department of Genetics and Genomics, College of Medicine and Health Sciences, United Arab Emirates University, Al-Ain, Abu Dhabi, United Arab Emirates.
Emmanuelle Rial-SebbagUniversite de Toulouse III Paul Sabatier, Toulouse, France.
Victoria RollinsonDepartment of Pharmacology and Therapeutics, Wolfson Centre for Personalised Medicine, The University of Liverpool, Liverpool, UK.
Rossana RoncatoExperimental and Clinical Pharmacology Unit, Centro di Riferimento Oncologico di Aviano (CRO) IRCCS, Aviano, Italy.
Matthias SamwaldCentre for Medical Statistics, Informatics and Intelligent Systems, Institute of Artificial Intelligence, Medical University of Vienna, Vienna, Austria.
Elke SchaeffelerDr Margarete Fischer-Bosch Institute of Clinical Pharmacology, Stuttgart, Germany; iFIT Cluster of Excellence (EXC2180)-Image Guided and Functionally Instructed Tumour Therapies, University of Tuebingen, Tuebingen, Germany.
Maria SkokouUniversity of Patras School of Health Sciences, Department of Pharmacy, Division of Pharmacology and Biosciences, Laboratory of Pharmacogenomics and Individualised Therapy, Patras, Greece.
Matthias SchwabDr Margarete Fischer-Bosch Institute of Clinical Pharmacology, Stuttgart, Germany; iFIT Cluster of Excellence (EXC2180)-Image Guided and Functionally Instructed Tumour Therapies, University of Tuebingen, Tuebingen, Germany; Department of Clinical Pharmacology, University of Tuebingen, Tuebingen, Germany; Department of Pharmacy and Biochemistry, University of Tuebingen, Tuebingen, Germany.
Daniela SteinbergerBio.logis Digital Health, Frankfurt am Main, Germany; Diagnosticum Centre for Humangenetics, Frankfurt am Main, Germany.
Julia C StinglInstitute of Clinical Pharmacology, University Hospital RWTH Aachen, Aachen, Germany.
Roman TremmelDr Margarete Fischer-Bosch Institute of Clinical Pharmacology, Stuttgart, Germany.
Richard M TurnerDepartment of Pharmacology and Therapeutics, Wolfson Centre for Personalised Medicine, The University of Liverpool, Liverpool, UK.
Mandy H van RhenenMedicines Information Centre, Royal Dutch Pharmacists Association (KNMP), The Hague, Netherlands.
Cristina L Dávila FajardoClinical Pharmacy Department, Hospital Universitario Virgen de las Nieves, Instituto de Investigación Biosanitaria Granada, Granada, Spain.
Vita DolžanPharmacogenetics Laboratory, Institute of Biochemistry and Molecular Genetics, Faculty of Medicine, University of Ljubljana, Ljubljana, Slovenia.
George P PatrinosDepartment of Genetics and Genomics, College of Medicine and Health Sciences, United Arab Emirates University, Al-Ain, Abu Dhabi, United Arab Emirates; Zayed Centre for Health Sciences, College of Medicine and Health Sciences, United Arab Emirates University, Al-Ain, Abu Dhabi, United Arab Emirates; University of Patras School of Health Sciences, Department of Pharmacy, Division of Pharmacology and Biosciences, Laboratory of Pharmacogenomics and Individualised Therapy, Patras, Greece; Erasmus University Medical Centre, Faculty of Medicine and Health Sciences, Department of Pathology-Clinical Bioinformatics Unit, Rotterdam, Netherlands.
Munir PirmohamedDepartment of Pharmacology and Therapeutics, Wolfson Centre for Personalised Medicine, The University of Liverpool, Liverpool, UK.
Gere Sunder-PlassmannDepartment of Medicine III, Division of Nephrology and Dialysis, Medical University of Vienna, Vienna, Austria.
Giuseppe ToffoliExperimental and Clinical Pharmacology Unit, Centro di Riferimento Oncologico di Aviano (CRO) IRCCS, Aviano, Italy.
Henk-Jan GuchelaarDepartment of Clinical Pharmacy and Toxicology, Leiden University Medical Centre, Leiden, Netherlands. Electronic address: h.j.guchelaar@lumc.nl.
Ubiquitous Pharmacogenomics Consortium
Leiden University · NLCentro di Riferimento Oncologico · ITUniversity of Ljubljana · SIDr. Margarete Fischer-Bosch-Institute of Clinical Pharmacology · DEMedical University of Vienna · ATRWTH Aachen University · DEUniversity of Liverpool · GBUniversity of Patras · GRAustrian Research Institute for Artificial Intelligence · ATLeiden University Medical Center · NLRoyal Dutch Pharmacists Association · NLUniversité Fédérale de Toulouse Midi-Pyrénées · FRUniversity Medical Center Utrecht · NLUppsala University · SEGolden Helix Foundation · GBHospital Universitario Virgen de las Nieves · ESInserm · FRInstituto de Investigación Biosanitaria de Granada · ESKarolinska Institutet · SEPharmacochimie et Pharmacologie pour le Développement · FR

Funding

Medical Research Council MR/L006758/1
6 · The paper itself

Abstract

backgroundThe benefit of pharmacogenetic testing before starting drug therapy has been well documented for several single gene-drug combinations. However, the clinical utility of a pre-emptive genotyping strategy using a pharmacogenetic panel has not been rigorously assessed.

methodsWe conducted an open-label, multicentre, controlled, cluster-randomised, crossover implementation study of a 12-gene pharmacogenetic panel in 18 hospitals, nine community health centres, and 28 community pharmacies in seven European countries (Austria, Greece, Italy, the Netherlands, Slovenia, Spain, and the UK). Patients aged 18 years or older receiving a first prescription for a drug clinically recommended in the guidelines of the Dutch Pharmacogenetics Working Group (ie, the index drug) as part of routine care were eligible for inclusion. Exclusion criteria included previous genetic testing for a gene relevant to the index drug, a planned duration of treatment of less than 7 consecutive days, and severe renal or liver insufficiency. All patients gave written informed consent before taking part in the study. Participants were genotyped for 50 germline variants in 12 genes, and those with an actionable variant (ie, a drug-gene interaction test result for which the Dutch Pharmacogenetics Working Group [DPWG] recommended a change to standard-of-care drug treatment) were treated according to DPWG recommendations. Patients in the control group received standard treatment. To prepare clinicians for pre-emptive pharmacogenetic testing, local teams were educated during a site-initiation visit and online educational material was made available. The primary outcome was the occurrence of clinically relevant adverse drug reactions within the 12-week follow-up period. Analyses were irrespective of patient adherence to the DPWG guidelines. The primary analysis was done using a gatekeeping analysis, in which outcomes in people with an actionable drug-gene interaction in the study group versus the control group were compared, and only if the difference was statistically significant was an analysis done that included all of the patients in the study. Outcomes were compared between the study and control groups, both for patients with an actionable drug-gene interaction test result (ie, a result for which the DPWG recommended a change to standard-of-care drug treatment) and for all patients who received at least one dose of index drug. The safety analysis included all participants who received at least one dose of a study drug. This study is registered with ClinicalTrials.gov, NCT03093818 and is closed to new participants.

findingsBetween March 7, 2017, and June 30, 2020, 41 696 patients were assessed for eligibility and 6944 (51·4 % female, 48·6% male; 97·7% self-reported European, Mediterranean, or Middle Eastern ethnicity) were enrolled and assigned to receive genotype-guided drug treatment (n=3342) or standard care (n=3602). 99 patients (52 [1·6%] of the study group and 47 [1·3%] of the control group) withdrew consent after group assignment. 652 participants (367 [11·0%] in the study group and 285 [7·9%] in the control group) were lost to follow-up. In patients with an actionable test result for the index drug (n=1558), a clinically relevant adverse drug reaction occurred in 152 (21·0%) of 725 patients in the study group and 231 (27·7%) of 833 patients in the control group (odds ratio [OR] 0·70 [95% CI 0·54-0·91]; p=0·0075), whereas for all patients, the incidence was 628 (21·5%) of 2923 patients in the study group and 934 (28·6%) of 3270 patients in the control group (OR 0·70 [95% CI 0·61-0·79]; p <0·0001).

interpretationGenotype-guided treatment using a 12-gene pharmacogenetic panel significantly reduced the incidence of clinically relevant adverse drug reactions and was feasible across diverse European health-care system organisations and settings. Large-scale implementation could help to make drug therapy increasingly safe.

fundingEuropean Union Horizon 2020.

Indexed as

Drug-Related Side Effects and Adverse ReactionsPharmacogeneticsDrug CombinationsFemaleGenetic TestingGenotypeHumansMaleTreatment OutcomeDrug Combinations

Identifiers

PMID36739136
OpenAlexW4318948364

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Registered trials

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.