| dc.contributor | Institut d'Assistència Sanitària |
| dc.contributor.author | Barcheni, Maghie |
| dc.contributor.author | López, Beatriz |
| dc.contributor.author | Van Lissa, Caspar |
| dc.contributor.author | Castells, Xavier |
| dc.contributor.author | Cunill, Ruth |
| dc.contributor.author | Serrano, Domènec |
| dc.contributor.author | Saez, Marc |
| dc.date.accessioned | 2021-11-30T12:43:45Z |
| dc.date.available | 2021-11-30T12:43:45Z |
| dc.date.issued | 2021-08-06 |
| dc.identifier.citation | Castells 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.issn | 1469-5111 |
| dc.identifier.uri | https://hdl.handle.net/11351/6624 |
| dc.description | Attention Deficit Hyperactivity Disorder; MetaForest; Machine learning |
| dc.description.abstract | High 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.iso | eng |
| dc.publisher | Oxford University Press |
| dc.relation.ispartofseries | International Journal of Neuropsychopharmacology; |
| dc.rights | Attribution-NonCommercial-NoDerivatives 4.0 International |
| dc.rights.uri | http://creativecommons.org/licenses/by-nc-nd/4.0/ |
| dc.source | Scientia |
| dc.subject | Trastorn per dèficit d'atenció amb hiperactivitat |
| dc.subject | Assaigs clínics - Mètodes estadístics |
| dc.subject.mesh | Attention Deficit Disorder with Hyperactivity |
| dc.subject.mesh | Regression Analysis |
| dc.subject.mesh | Randomized Controlled Trial |
| dc.title | Placebo Response and Its Predictors in Attention Deficit Hyperactivity Disorder: A Meta-Analysis and Comparison of Meta-Regression and MetaForest |
| dc.type | info:eu-repo/semantics/article |
| dc.identifier.doi | 10.1093/ijnp/pyab054 |
| dc.subject.decs | trastornos de déficit de atención con hiperactividad |
| dc.subject.decs | análisis de regresión |
| dc.subject.decs | ensayo clínico controlado aleatorizado |
| dc.relation.publishversion | https://doi.org/10.1093/ijnp/pyab054 |
| dc.type.version | info:eu-repo/semantics/acceptedVersion |
| dc.audience | Professionals |
| 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.pmid | 34355753 |
| dc.rights.accessrights | info:eu-repo/semantics/openAccess |