Literature DB >> 24605967

A multiple imputation method for sensitivity analyses of time-to-event data with possibly informative censoring.

Yue Zhao1, Amy H Herring, Haibo Zhou, Mirza W Ali, Gary G Koch.   

Abstract

This article presents a multiple imputation method for sensitivity analyses of time-to-event data with possibly informative censoring. The imputed time for censored values is drawn from the failure time distribution conditional on the time of follow-up discontinuation. A variety of specifications regarding the post-discontinuation tendency of having events can be incorporated in the imputation through a hazard ratio parameter for discontinuation versus continuation of follow-up. Multiple-imputed data sets are analyzed with the primary analysis method, and the results are then combined using the methods of Rubin. An illustrative example is provided.

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Year:  2014        PMID: 24605967      PMCID: PMC4009741          DOI: 10.1080/10543406.2013.860769

Source DB:  PubMed          Journal:  J Biopharm Stat        ISSN: 1054-3406            Impact factor:   1.051


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