Literature DB >> 24262679

Imputation of response rates from means and standard deviations in schizophrenia.

Myrto T Samara1, Loukia M Spineli, Toshi A Furukawa, Rolf R Engel, John M Davis, Georgia Salanti, Stefan Leucht.   

Abstract

Missing outcome data is a major threat in meta-analytical studies of schizophrenia. Most clinical trials in psychiatry report only continuous outcome measures and express the effect of an intervention as a difference of means. However, these results are difficult to interpret for clinicians. Converting continuous data to binary response rates is one possible solution to the problem. Based on means and standard deviations for a continuous outcome, we examined the performance of an imputation method to define a dichotomous outcome using original individual patients' data from 16 randomized trials (6276 participants) comparing antipsychotic drugs in schizophrenia. We concluded that the imputed values re-captured in a reasonable degree the observed values providing a simple and practical alternative methodological choice for imputation of missing binary data in schizophrenia trials; nevertheless, the imputation method tended to introduce biases, especially for extreme risks and large treatment differences.
© 2013.

Entities:  

Keywords:  Continuous outcomes; Dichotomous outcomes; Meta-analysis; Response; Risks; Standardized mean difference

Mesh:

Substances:

Year:  2013        PMID: 24262679     DOI: 10.1016/j.schres.2013.10.029

Source DB:  PubMed          Journal:  Schizophr Res        ISSN: 0920-9964            Impact factor:   4.939


  7 in total

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Review 2.  Humour-based interventions for people with schizophrenia.

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Journal:  Syst Rev       Date:  2015-02-27

4.  Response rates in patients with schizophrenia and positive symptoms receiving cognitive behavioural therapy: a systematic review and single-group meta-analysis.

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Journal:  BMC Psychiatry       Date:  2018-12-04       Impact factor: 3.630

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6.  Pharmacological and dietary-supplement treatments for autism spectrum disorder: a systematic review and network meta-analysis.

Authors:  Spyridon Siafis; Oğulcan Çıray; Hui Wu; Johannes Schneider-Thoma; Irene Bighelli; Marc Krause; Alessandro Rodolico; Anna Ceraso; Giacomo Deste; Maximilian Huhn; David Fraguas; Antonia San José Cáceres; Dimitris Mavridis; Tony Charman; Declan G Murphy; Mara Parellada; Celso Arango; Stefan Leucht
Journal:  Mol Autism       Date:  2022-03-04       Impact factor: 7.509

7.  Placebo response in pharmacological and dietary supplement trials of autism spectrum disorder (ASD): systematic review and meta-regression analysis.

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Journal:  Mol Autism       Date:  2020-08-26       Impact factor: 7.509

  7 in total

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