Cargando…
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...
Autores principales: | , , |
---|---|
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 |
_version_ | 1783423516908978176 |
---|---|
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. |
format | Online Article Text |
id | pubmed-6546249 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT ruckbeilmarciaviviane randomizationinsurvivalstudiesanevaluationmethodthattakesintoaccountselectionandchronologicalbias AT hilgersralfdieter randomizationinsurvivalstudiesanevaluationmethodthattakesintoaccountselectionandchronologicalbias AT heussennicole randomizationinsurvivalstudiesanevaluationmethodthattakesintoaccountselectionandchronologicalbias |