Document Detail


Bootstrap investigation of the stability of a Cox regression model.
MedLine Citation:
PMID:  2672226     Owner:  NLM     Status:  MEDLINE    
Abstract/OtherAbstract:
We describe a bootstrap investigation of the stability of a Cox proportional hazards regression model resulting from the analysis of a clinical trial of azathioprine versus placebo in patients with primary biliary cirrhosis. We have considered stability to refer both to the choice of variables included in the model and, more importantly, to the predictive ability of the model. In stepwise Cox regression analyses of 100 bootstrap samples using 17 candidate variables, the most frequently selected variables were those selected in the original analysis, and no other important variable was identified. Thus there was no reason to doubt the model obtained in the original analysis. For each patient in the trial, bootstrap confidence intervals were constructed for the estimated probability of surviving two years. It is shown graphically that these intervals are markedly wider than those obtained from the original model.
Authors:
D G Altman; P K Andersen
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Publication Detail:
Type:  Clinical Trial; Journal Article    
Journal Detail:
Title:  Statistics in medicine     Volume:  8     ISSN:  0277-6715     ISO Abbreviation:  Stat Med     Publication Date:  1989 Jul 
Date Detail:
Created Date:  1989-09-29     Completed Date:  1989-09-29     Revised Date:  2007-11-15    
Medline Journal Info:
Nlm Unique ID:  8215016     Medline TA:  Stat Med     Country:  ENGLAND    
Other Details:
Languages:  eng     Pagination:  771-83     Citation Subset:  IM    
Affiliation:
Medical Statistics Laboratory, Imperial Cancer Research Fund, London, U.K.
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MeSH Terms
Descriptor/Qualifier:
Azathioprine / therapeutic use
Clinical Trials as Topic / methods
Double-Blind Method
Humans
Liver Cirrhosis, Biliary / drug therapy,  mortality
Models, Statistical*
Random Allocation
Regression Analysis*
Chemical
Reg. No./Substance:
446-86-6/Azathioprine

From MEDLINE®/PubMed®, a database of the U.S. National Library of Medicine


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