Literature DB >> 16850435

A weighted logistic regression model for estimation of recurrence of adenomas.

Chiu-Hsieh Hsu1, Sylvan B Green, Yulei He.   

Abstract

In a colorectal polyp prevention trial, some participants might have their follow-up colonoscopy conducted before the scheduled time (i.e. at the end of the trial). This results in variable follow-up lengths for participants and the data of recurrence status at the end of the trial can be considered as current status data. In this paper, we use a weighted logistic regression model to estimate recurrence rate of adenoma data at the end of the trial. The weights are used to adjust for variable follow-up. We show that logistic regression tends to underestimate recurrence rate. In a simulation study, we show that Kaplan-Meier estimator derived from the right endpoint of the current status data tends to overestimate recurrence rate in contrast to logistic regression and the weighted logistic regression method can produce reasonable estimates of recurrence rate even under a high non-compliance rate compared to conventional logistic regression and Kaplan-Meier estimator. The method described here is illustrated with an example from a colon cancer study. Copyright (c) 2006 John Wiley & Sons, Ltd.

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Year:  2007        PMID: 16850435     DOI: 10.1002/sim.2648

Source DB:  PubMed          Journal:  Stat Med        ISSN: 0277-6715            Impact factor:   2.373


  6 in total

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Authors:  Jane E Clougherty; Ellen A Eisen; Martin D Slade; Ichiro Kawachi; Mark R Cullen
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2.  Analysis of colorectal adenoma recurrence data subject to informative censoring.

Authors:  Chiu-Hsieh Hsu; Jeremy M G Taylor; Qi Long; David S Alberts
Journal:  Cancer Epidemiol Biomarkers Prev       Date:  2009-02-24       Impact factor: 4.254

3.  Workplace status and risk of hypertension among hourly and salaried aluminum manufacturing employees.

Authors:  Jane Ellen Clougherty; Ellen A Eisen; Martin D Slade; Ichiro Kawachi; Mark R Cullen
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4.  Prepare, a randomized trial to promote and evaluate weight loss among overweight and obese women planning pregnancy: Study design and rationale.

Authors:  Erin S LeBlanc; Kimberly K Vesco; Kristine L Funk; Njeri Karanja; Ning Smith; Victor J Stevens
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5.  Estimation of recurrence of colorectal adenomas with dependent censoring using weighted logistic regression.

Authors:  Chiu-Hsieh Hsu; Yisheng Li; Qi Long; Qiuhong Zhao; Peter Lance
Journal:  PLoS One       Date:  2011-10-31       Impact factor: 3.240

6.  Estimation of colorectal adenoma recurrence with dependent censoring.

Authors:  Chiu-Hsieh Hsu; Qi Long; David S Alberts
Journal:  BMC Med Res Methodol       Date:  2009-09-29       Impact factor: 4.615

  6 in total

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