Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Barrett, Jessica K, Siannis, Fotios, Farewell, Vern T
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley & Sons, Ltd. 2011
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
_version_ 1782243548391800832
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
work_keys_str_mv AT barrettjessicak asemicompetingrisksmodelfordatawithintervalcensoringandinformativeobservationanapplicationtothemrccognitivefunctionandageingstudy
AT siannisfotios asemicompetingrisksmodelfordatawithintervalcensoringandinformativeobservationanapplicationtothemrccognitivefunctionandageingstudy
AT farewellvernt asemicompetingrisksmodelfordatawithintervalcensoringandinformativeobservationanapplicationtothemrccognitivefunctionandageingstudy
AT barrettjessicak semicompetingrisksmodelfordatawithintervalcensoringandinformativeobservationanapplicationtothemrccognitivefunctionandageingstudy
AT siannisfotios semicompetingrisksmodelfordatawithintervalcensoringandinformativeobservationanapplicationtothemrccognitivefunctionandageingstudy
AT farewellvernt semicompetingrisksmodelfordatawithintervalcensoringandinformativeobservationanapplicationtothemrccognitivefunctionandageingstudy