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Accounting for competing risks in randomized controlled trials: a review and recommendations for improvement
In studies with survival or time‐to‐event outcomes, a competing risk is an event whose occurrence precludes the occurrence of the primary event of interest. Specialized statistical methods must be used to analyze survival data in the presence of competing risks. We conducted a review of randomized c...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley and Sons Inc.
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5347914/ https://www.ncbi.nlm.nih.gov/pubmed/28102550 http://dx.doi.org/10.1002/sim.7215 |
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author | Austin, Peter C. Fine, Jason P. |
author_facet | Austin, Peter C. Fine, Jason P. |
author_sort | Austin, Peter C. |
collection | PubMed |
description | In studies with survival or time‐to‐event outcomes, a competing risk is an event whose occurrence precludes the occurrence of the primary event of interest. Specialized statistical methods must be used to analyze survival data in the presence of competing risks. We conducted a review of randomized controlled trials with survival outcomes that were published in high‐impact general medical journals. Of 40 studies that we identified, 31 (77.5%) were potentially susceptible to competing risks. However, in the majority of these studies, the potential presence of competing risks was not accounted for in the statistical analyses that were described. Of the 31 studies potentially susceptible to competing risks, 24 (77.4%) reported the results of a Kaplan–Meier survival analysis, while only five (16.1%) reported using cumulative incidence functions to estimate the incidence of the outcome over time in the presence of competing risks. The former approach will tend to result in an overestimate of the incidence of the outcome over time, while the latter approach will result in unbiased estimation of the incidence of the primary outcome over time. We provide recommendations on the analysis and reporting of randomized controlled trials with survival outcomes in the presence of competing risks. © 2017 The Authors. Statistics in Medicine published by John Wiley & Sons Ltd. |
format | Online Article Text |
id | pubmed-5347914 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | John Wiley and Sons Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-53479142017-03-23 Accounting for competing risks in randomized controlled trials: a review and recommendations for improvement Austin, Peter C. Fine, Jason P. Stat Med Research Articles In studies with survival or time‐to‐event outcomes, a competing risk is an event whose occurrence precludes the occurrence of the primary event of interest. Specialized statistical methods must be used to analyze survival data in the presence of competing risks. We conducted a review of randomized controlled trials with survival outcomes that were published in high‐impact general medical journals. Of 40 studies that we identified, 31 (77.5%) were potentially susceptible to competing risks. However, in the majority of these studies, the potential presence of competing risks was not accounted for in the statistical analyses that were described. Of the 31 studies potentially susceptible to competing risks, 24 (77.4%) reported the results of a Kaplan–Meier survival analysis, while only five (16.1%) reported using cumulative incidence functions to estimate the incidence of the outcome over time in the presence of competing risks. The former approach will tend to result in an overestimate of the incidence of the outcome over time, while the latter approach will result in unbiased estimation of the incidence of the primary outcome over time. We provide recommendations on the analysis and reporting of randomized controlled trials with survival outcomes in the presence of competing risks. © 2017 The Authors. Statistics in Medicine published by John Wiley & Sons Ltd. John Wiley and Sons Inc. 2017-01-19 2017-04-15 /pmc/articles/PMC5347914/ /pubmed/28102550 http://dx.doi.org/10.1002/sim.7215 Text en © 2017 The Authors. Statistics in Medicine published by John Wiley & Sons Ltd. This is an open access article under the terms of the Creative Commons Attribution‐NonCommercial‐NoDerivs (http://creativecommons.org/licenses/by-nc-nd/4.0/) License, which permits use and distribution in any medium, provided the original work is properly cited, the use is non‐commercial and no modifications or adaptations are made. |
spellingShingle | Research Articles Austin, Peter C. Fine, Jason P. Accounting for competing risks in randomized controlled trials: a review and recommendations for improvement |
title | Accounting for competing risks in randomized controlled trials: a review and recommendations for improvement |
title_full | Accounting for competing risks in randomized controlled trials: a review and recommendations for improvement |
title_fullStr | Accounting for competing risks in randomized controlled trials: a review and recommendations for improvement |
title_full_unstemmed | Accounting for competing risks in randomized controlled trials: a review and recommendations for improvement |
title_short | Accounting for competing risks in randomized controlled trials: a review and recommendations for improvement |
title_sort | accounting for competing risks in randomized controlled trials: a review and recommendations for improvement |
topic | Research Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5347914/ https://www.ncbi.nlm.nih.gov/pubmed/28102550 http://dx.doi.org/10.1002/sim.7215 |
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