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A multivariate model for the meta-analysis of study level survival data at multiple times
Motivated by our meta-analytic dataset involving survival rates after treatment for critical leg ischemia, we develop and apply a new multivariate model for the meta-analysis of study level survival data at multiple times. Our data set involves 50 studies that provide mortality rates at up to seven...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BlackWell Publishing Ltd
2014
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4433770/ https://www.ncbi.nlm.nih.gov/pubmed/26052851 http://dx.doi.org/10.1002/jrsm.1112 |
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author | Jackson, Dan Rollins, Katie Coughlin, Patrick |
author_facet | Jackson, Dan Rollins, Katie Coughlin, Patrick |
author_sort | Jackson, Dan |
collection | PubMed |
description | Motivated by our meta-analytic dataset involving survival rates after treatment for critical leg ischemia, we develop and apply a new multivariate model for the meta-analysis of study level survival data at multiple times. Our data set involves 50 studies that provide mortality rates at up to seven time points, which we model simultaneously, and we compare the results to those obtained from standard methodologies. Our method uses exact binomial within-study distributions and enforces the constraints that both the study specific and the overall mortality rates must not decrease over time. We directly model the probabilities of mortality at each time point, which are the quantities of primary clinical interest. We also present I(2) statistics that quantify the impact of the between-study heterogeneity, which is very considerable in our data set. © 2014 The Authors. Research Synthesis Methods published by John Wiley & Sons, Ltd. |
format | Online Article Text |
id | pubmed-4433770 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | BlackWell Publishing Ltd |
record_format | MEDLINE/PubMed |
spelling | pubmed-44337702015-05-18 A multivariate model for the meta-analysis of study level survival data at multiple times Jackson, Dan Rollins, Katie Coughlin, Patrick Res Synth Methods Original Articles Motivated by our meta-analytic dataset involving survival rates after treatment for critical leg ischemia, we develop and apply a new multivariate model for the meta-analysis of study level survival data at multiple times. Our data set involves 50 studies that provide mortality rates at up to seven time points, which we model simultaneously, and we compare the results to those obtained from standard methodologies. Our method uses exact binomial within-study distributions and enforces the constraints that both the study specific and the overall mortality rates must not decrease over time. We directly model the probabilities of mortality at each time point, which are the quantities of primary clinical interest. We also present I(2) statistics that quantify the impact of the between-study heterogeneity, which is very considerable in our data set. © 2014 The Authors. Research Synthesis Methods published by John Wiley & Sons, Ltd. BlackWell Publishing Ltd 2014-09 2014-02-27 /pmc/articles/PMC4433770/ /pubmed/26052851 http://dx.doi.org/10.1002/jrsm.1112 Text en © 2014 The Authors. Research Synthesis Methods published by John Wiley & Sons, Ltd. http://creativecommons.org/licenses/by/3.0/ This is an open access article under the terms of the Creative Commons Attribution License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Original Articles Jackson, Dan Rollins, Katie Coughlin, Patrick A multivariate model for the meta-analysis of study level survival data at multiple times |
title | A multivariate model for the meta-analysis of study level survival data at multiple times |
title_full | A multivariate model for the meta-analysis of study level survival data at multiple times |
title_fullStr | A multivariate model for the meta-analysis of study level survival data at multiple times |
title_full_unstemmed | A multivariate model for the meta-analysis of study level survival data at multiple times |
title_short | A multivariate model for the meta-analysis of study level survival data at multiple times |
title_sort | multivariate model for the meta-analysis of study level survival data at multiple times |
topic | Original Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4433770/ https://www.ncbi.nlm.nih.gov/pubmed/26052851 http://dx.doi.org/10.1002/jrsm.1112 |
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