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A semi-competing risks model for data with interval-censoring and informative observation: An application to the MRC cognitive function and ageing study
Semi-competing risks data occur frequently in medical research when interest is in simultaneous modelling of two or more processes, one of which may censor the others. We consider the analysis of semi-competing risks data in the presence of interval-censoring and informative loss-to-followup. The wo...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley & Sons, Ltd.
2011
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3443364/ https://www.ncbi.nlm.nih.gov/pubmed/21204119 http://dx.doi.org/10.1002/sim.4071 |
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author | Barrett, Jessica K Siannis, Fotios Farewell, Vern T |
author_facet | Barrett, Jessica K Siannis, Fotios Farewell, Vern T |
author_sort | Barrett, Jessica K |
collection | PubMed |
description | Semi-competing risks data occur frequently in medical research when interest is in simultaneous modelling of two or more processes, one of which may censor the others. We consider the analysis of semi-competing risks data in the presence of interval-censoring and informative loss-to-followup. The work is motivated by a data set from the MRC UK Cognitive Function and Ageing Study, which we use to model two processes, cognitive impairment and death. Analysis is carried out using a multi-state model, which is an extension of that used by Siannis et al. (Statist. Med. 2007; 26:426–442) to model semi-competing risks data with exact transition times, to data which is interval-censored. Model parameters are estimated using maximum likelihood. The role of a sensitivity parameter k, which influences the nature of informative censoring, is explored. Copyright © 2010 John Wiley & Sons, Ltd. |
format | Online Article Text |
id | pubmed-3443364 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2011 |
publisher | John Wiley & Sons, Ltd. |
record_format | MEDLINE/PubMed |
spelling | pubmed-34433642012-09-17 A semi-competing risks model for data with interval-censoring and informative observation: An application to the MRC cognitive function and ageing study Barrett, Jessica K Siannis, Fotios Farewell, Vern T Stat Med Research Articles Semi-competing risks data occur frequently in medical research when interest is in simultaneous modelling of two or more processes, one of which may censor the others. We consider the analysis of semi-competing risks data in the presence of interval-censoring and informative loss-to-followup. The work is motivated by a data set from the MRC UK Cognitive Function and Ageing Study, which we use to model two processes, cognitive impairment and death. Analysis is carried out using a multi-state model, which is an extension of that used by Siannis et al. (Statist. Med. 2007; 26:426–442) to model semi-competing risks data with exact transition times, to data which is interval-censored. Model parameters are estimated using maximum likelihood. The role of a sensitivity parameter k, which influences the nature of informative censoring, is explored. Copyright © 2010 John Wiley & Sons, Ltd. John Wiley & Sons, Ltd. 2011-01-15 2010-11-06 /pmc/articles/PMC3443364/ /pubmed/21204119 http://dx.doi.org/10.1002/sim.4071 Text en Copyright © 2010 John Wiley & Sons, Ltd. http://creativecommons.org/licenses/by/2.5/ Re-use of this article is permitted in accordance with the Creative Commons Deed, Attribution 2.5, which does not permit commercial exploitation. |
spellingShingle | Research Articles Barrett, Jessica K Siannis, Fotios Farewell, Vern T A semi-competing risks model for data with interval-censoring and informative observation: An application to the MRC cognitive function and ageing study |
title | A semi-competing risks model for data with interval-censoring and informative observation: An application to the MRC cognitive function and ageing study |
title_full | A semi-competing risks model for data with interval-censoring and informative observation: An application to the MRC cognitive function and ageing study |
title_fullStr | A semi-competing risks model for data with interval-censoring and informative observation: An application to the MRC cognitive function and ageing study |
title_full_unstemmed | A semi-competing risks model for data with interval-censoring and informative observation: An application to the MRC cognitive function and ageing study |
title_short | A semi-competing risks model for data with interval-censoring and informative observation: An application to the MRC cognitive function and ageing study |
title_sort | semi-competing risks model for data with interval-censoring and informative observation: an application to the mrc cognitive function and ageing study |
topic | Research Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3443364/ https://www.ncbi.nlm.nih.gov/pubmed/21204119 http://dx.doi.org/10.1002/sim.4071 |
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