Beyond classical meta-analysis: can inadequately reported studies be included?

Classical meta-analysis requires the same data from each clinical trial, thus data-reporting must be of a high-quality. Imputation methods are used to include studies that provide incomplete information on variability and the fixed and random effects of a drug. Regression models can be used to inclu...

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Main Authors: Roberson, Chris, Nik Idris, Nik Ruzni, Boyle, Peter
Format: Article
Language:English
Published: Elsevier Science Limited 2004
Subjects:
Online Access:http://irep.iium.edu.my/5556/
http://irep.iium.edu.my/5556/
http://irep.iium.edu.my/5556/
http://irep.iium.edu.my/5556/1/DDT_beyond_classical_MA.pdf
id iium-5556
recordtype eprints
spelling iium-55562011-11-21T23:14:56Z http://irep.iium.edu.my/5556/ Beyond classical meta-analysis: can inadequately reported studies be included? Roberson, Chris Nik Idris, Nik Ruzni Boyle, Peter HA Statistics Classical meta-analysis requires the same data from each clinical trial, thus data-reporting must be of a high-quality. Imputation methods are used to include studies that provide incomplete information on variability and the fixed and random effects of a drug. Regression models can be used to include studies other than randomized placebo-controlled studies. In the example outlined here, the use of non-randomized single-arm studies and studies against comparator treatments has little influence on the estimation of the treatment effect in comparison with placebo, an effect that is based on the randomized placebo-controlled studies. The inclusion of other studies serves to increase the precision of the effect of the treatment compared with baseline. Although multiple imputation techniques enable a larger number of studies to be included, which will typically increase the precision of the estimated effect, a careful sensitivity analysis is also required Elsevier Science Limited 2004-11-01 Article PeerReviewed application/pdf en http://irep.iium.edu.my/5556/1/DDT_beyond_classical_MA.pdf Roberson, Chris and Nik Idris, Nik Ruzni and Boyle, Peter (2004) Beyond classical meta-analysis: can inadequately reported studies be included? Drug Discovery Today, 9 (21). pp. 924-931. ISSN 1359-6446 http://www.sciencedirect.com/science/article/pii/S135964460403274X doi:10.1016/S1359-6446(04)03274-X
repository_type Digital Repository
institution_category Local University
institution International Islamic University Malaysia
building IIUM Repository
collection Online Access
language English
topic HA Statistics
spellingShingle HA Statistics
Roberson, Chris
Nik Idris, Nik Ruzni
Boyle, Peter
Beyond classical meta-analysis: can inadequately reported studies be included?
description Classical meta-analysis requires the same data from each clinical trial, thus data-reporting must be of a high-quality. Imputation methods are used to include studies that provide incomplete information on variability and the fixed and random effects of a drug. Regression models can be used to include studies other than randomized placebo-controlled studies. In the example outlined here, the use of non-randomized single-arm studies and studies against comparator treatments has little influence on the estimation of the treatment effect in comparison with placebo, an effect that is based on the randomized placebo-controlled studies. The inclusion of other studies serves to increase the precision of the effect of the treatment compared with baseline. Although multiple imputation techniques enable a larger number of studies to be included, which will typically increase the precision of the estimated effect, a careful sensitivity analysis is also required
format Article
author Roberson, Chris
Nik Idris, Nik Ruzni
Boyle, Peter
author_facet Roberson, Chris
Nik Idris, Nik Ruzni
Boyle, Peter
author_sort Roberson, Chris
title Beyond classical meta-analysis: can inadequately reported studies be included?
title_short Beyond classical meta-analysis: can inadequately reported studies be included?
title_full Beyond classical meta-analysis: can inadequately reported studies be included?
title_fullStr Beyond classical meta-analysis: can inadequately reported studies be included?
title_full_unstemmed Beyond classical meta-analysis: can inadequately reported studies be included?
title_sort beyond classical meta-analysis: can inadequately reported studies be included?
publisher Elsevier Science Limited
publishDate 2004
url http://irep.iium.edu.my/5556/
http://irep.iium.edu.my/5556/
http://irep.iium.edu.my/5556/
http://irep.iium.edu.my/5556/1/DDT_beyond_classical_MA.pdf
first_indexed 2023-09-18T20:14:12Z
last_indexed 2023-09-18T20:14:12Z
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