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Randomization in survival studies: An evaluation method that takes into account selection and chronological bias

The random allocation of patients to treatments is a crucial step in the design and conduct of a randomized controlled trial. For this purpose, a variety of randomization procedures is available. In the case of imperfect blinding, the extent to which a randomization procedure forces balanced group s...

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Autores principales: Rückbeil, Marcia Viviane, Hilgers, Ralf-Dieter, Heussen, Nicole
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6546249/
https://www.ncbi.nlm.nih.gov/pubmed/31158260
http://dx.doi.org/10.1371/journal.pone.0217946
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author Rückbeil, Marcia Viviane
Hilgers, Ralf-Dieter
Heussen, Nicole
author_facet Rückbeil, Marcia Viviane
Hilgers, Ralf-Dieter
Heussen, Nicole
author_sort Rückbeil, Marcia Viviane
collection PubMed
description The random allocation of patients to treatments is a crucial step in the design and conduct of a randomized controlled trial. For this purpose, a variety of randomization procedures is available. In the case of imperfect blinding, the extent to which a randomization procedure forces balanced group sizes throughout the allocation process affects the predictability of allocations. As a result, some randomization procedures perform superior with respect to selection bias, whereas others are less susceptible to chronological bias. The choice of a suitable randomization procedure therefore depends on the expected risk for selection and chronological bias within the particular study in question. To enable a sound comparison of different randomization procedures, we introduce a model for the combined effect of selection and chronological bias in randomized studies with a survival outcome. We present an evaluation method to quantify the influence of bias on the test decision of the log-rank test in a randomized parallel group trial with a survival outcome. The effect of selection and chronological bias and the dependence on the study setting are illustrated in a sensitivity analysis. We conclude with a case study to showcase the application of our model for comparing different randomization procedures in consideration of the expected type I error probability.
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spelling pubmed-65462492019-06-17 Randomization in survival studies: An evaluation method that takes into account selection and chronological bias Rückbeil, Marcia Viviane Hilgers, Ralf-Dieter Heussen, Nicole PLoS One Research Article The random allocation of patients to treatments is a crucial step in the design and conduct of a randomized controlled trial. For this purpose, a variety of randomization procedures is available. In the case of imperfect blinding, the extent to which a randomization procedure forces balanced group sizes throughout the allocation process affects the predictability of allocations. As a result, some randomization procedures perform superior with respect to selection bias, whereas others are less susceptible to chronological bias. The choice of a suitable randomization procedure therefore depends on the expected risk for selection and chronological bias within the particular study in question. To enable a sound comparison of different randomization procedures, we introduce a model for the combined effect of selection and chronological bias in randomized studies with a survival outcome. We present an evaluation method to quantify the influence of bias on the test decision of the log-rank test in a randomized parallel group trial with a survival outcome. The effect of selection and chronological bias and the dependence on the study setting are illustrated in a sensitivity analysis. We conclude with a case study to showcase the application of our model for comparing different randomization procedures in consideration of the expected type I error probability. Public Library of Science 2019-06-03 /pmc/articles/PMC6546249/ /pubmed/31158260 http://dx.doi.org/10.1371/journal.pone.0217946 Text en © 2019 Rückbeil et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Rückbeil, Marcia Viviane
Hilgers, Ralf-Dieter
Heussen, Nicole
Randomization in survival studies: An evaluation method that takes into account selection and chronological bias
title Randomization in survival studies: An evaluation method that takes into account selection and chronological bias
title_full Randomization in survival studies: An evaluation method that takes into account selection and chronological bias
title_fullStr Randomization in survival studies: An evaluation method that takes into account selection and chronological bias
title_full_unstemmed Randomization in survival studies: An evaluation method that takes into account selection and chronological bias
title_short Randomization in survival studies: An evaluation method that takes into account selection and chronological bias
title_sort randomization in survival studies: an evaluation method that takes into account selection and chronological bias
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6546249/
https://www.ncbi.nlm.nih.gov/pubmed/31158260
http://dx.doi.org/10.1371/journal.pone.0217946
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