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dc.contributorInstitut d'Assistència Sanitària
dc.contributor.authorBarcheni, Maghie
dc.contributor.authorLópez, Beatriz
dc.contributor.authorVan Lissa, Caspar
dc.contributor.authorCastells, Xavier
dc.contributor.authorCunill, Ruth
dc.contributor.authorSerrano, Domènec
dc.contributor.authorSaez, Marc
dc.date.accessioned2021-11-30T12:43:45Z
dc.date.available2021-11-30T12:43:45Z
dc.date.issued2021-08-06
dc.identifier.citationCastells X, Saez M, Barcheni M, Cunill R, Serrano D, López B, et al. Placebo response and its predictors in Attention Deficit Hyperactivity Disorder: a meta-analysis and comparison of meta-regression and MetaForest. Int J Neuropsychopharmacol. 2021 Aug 6; pyab054.
dc.identifier.issn1469-5111
dc.identifier.urihttps://hdl.handle.net/11351/6624
dc.descriptionAttention Deficit Hyperactivity Disorder; MetaForest; Machine learning
dc.description.abstractHigh placebo response in ADHD can reduce medication-placebo differences, jeopardizing the development of new medicines. This research aims to 1) determine placebo response in ADHD, 2) compare the accuracy of meta-regression and MetaForest in predicting placebo response, and 3) determine the covariates associated with placebo response. A systematic review with meta-analysis (SRMA) of RPCCTs investigating pharmacological interventions for ADHD was performed. Placebo response was defined as the change from baseline in ADHD symptom severity assessed according to the 18-item, clinician-rated, DSM-based rating scale. The effect of study design-, intervention- and patient-related covariates in predicting placebo response was studied by means of meta-regression and MetaForest. Ninety-four studies including 6,614 patients randomized to placebo were analysed. Overall, placebo response was -8.9 points, representing a 23.1% reduction in the severity of ADHD symptoms. Cross-validated accuracy metrics for meta-regression were R 2 = 0.0012 and RMSE = 3.3219 for meta-regression and 0.0382 and 3.2599 for MetaForest. Placebo response amongst ADHD patients increased by 63% between 2001 and 2020 and was larger in the US than in other regions of the world. Strong placebo response was found in ADHD patients. Both meta-regression and MetaForest showed poor performance in predicting placebo response. ADHD symptom improvement with placebo has markedly increased over the last two decades and is grater in the US than the rest of the world.
dc.language.isoeng
dc.publisherOxford University Press
dc.relation.ispartofseriesInternational Journal of Neuropsychopharmacology;
dc.rightsAttribution-NonCommercial-NoDerivatives 4.0 International
dc.rights.urihttp://creativecommons.org/licenses/by-nc-nd/4.0/
dc.sourceScientia
dc.subjectTrastorn per dèficit d'atenció amb hiperactivitat
dc.subjectAssaigs clínics - Mètodes estadístics
dc.subject.meshAttention Deficit Disorder with Hyperactivity
dc.subject.meshRegression Analysis
dc.subject.meshRandomized Controlled Trial
dc.titlePlacebo Response and Its Predictors in Attention Deficit Hyperactivity Disorder: A Meta-Analysis and Comparison of Meta-Regression and MetaForest
dc.typeinfo:eu-repo/semantics/article
dc.identifier.doi10.1093/ijnp/pyab054
dc.subject.decstrastornos de déficit de atención con hiperactividad
dc.subject.decsanálisis de regresión
dc.subject.decsensayo clínico controlado aleatorizado
dc.relation.publishversionhttps://doi.org/10.1093/ijnp/pyab054
dc.type.versioninfo:eu-repo/semantics/acceptedVersion
dc.audienceProfessionals
dc.contributor.authoraffiliation[Castells X] Grup de recerca TransLab, Departament de Ciències Mèdiques, Universitat de Girona, Girona, Spain. [Saez M] Grup de Recerca en Estadística, Econometria i Salut (GRECS), Universitat de Girona, Girona, Spain. Centro de Red de Investigación Biomédica en Epidemiología y Salud Pública (CIBERESP), Madrid, Spain. [Barcheni M] Departament de Farmacologia, Toxicologia i Terapèutica. Universitat Autònoma de Barcelona, Barcelona, Spain. [Cunill R] Parc Sanitari Sant Joan de Déu-Numància, Parc Sanitari Sant Joan de Déu, Barcelona, Spain. [Serrano D] Institut d'Assistència Sanitària, Salt, Spain. [López B] Grup de Recerca en Enginyeria de Sistemes Intel·ligents i de Control, Departament d'Enginyeria Elèctrica, Electrònica i Automàtica, Universitat de Girona, Girona, Spain. [Van Lissa C] Department of Methodology and Statistics, Universiteit Utrecht, The Netherlands
dc.identifier.pmid34355753
dc.rights.accessrightsinfo:eu-repo/semantics/openAccess


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