Analysis of colorectal adenoma recurrence data subject to informative censoring.
The treatment effect of a colorectal polyp prevention trial is often evaluated from the colorectal adenoma recurrence status at the end of the trial. However, early colonoscopy from some participants complicates estimation of the final study end recurrence rate. The early colonoscopy could be informative of status of recurrence and induce informative differential follow-up into the data. In this article, we use midpoint imputation to handle interval-censored observations. We then apply a weighted Kaplan-Meier method to the imputed data to adjust for potential informative differential follow-up, while estimating the recurrence rate at the end of the trial. In addition, we modify the weighted Kaplan-Meier method to handle a situation with multiple prognostic covariates by deriving a risk score of recurrence from a working logistic regression model and then use the risk score to define risk groups to perform weighted Kaplan-Meier estimation. We argue that midpoint imputation will produce an unbiased estimate of recurrence rate at the end of the trial under an assumption that censoring only depends on the status of early colonoscopy. The method described here is illustrated with an example from a colon polyp prevention study.
Hsu
Chiu-Hsieh
CH
Arizona Cancer Center, College of Medicine, University of Arizona, PO Box 245024, 1515 N Campbell, Tucson, AZ 85724-5024, USA. phsu@azcc.arizona.edu
Taylor
Jeremy M G
JM
Long
Qi
Q
Alberts
David S
DS
D000236:Adenoma / Q000188:drug therapy / Q000473:pathology*; D002756:Cholagogues and Choleretics / Q000494:pharmacology; D003111:Colonic Polyps / Q000188:drug therapy / Q000473:pathology*; D015179:Colorectal Neoplasms / Q000188:drug therapy / Q000473:pathology*; D018450:Disease Progression; D006801:Humans; D053208:Kaplan-Meier Estimate; D015233:Models, Statistical; D009364:Neoplasm Recurrence, Local / Q000473:pathology* / Q000517:prevention & control; D011379:Prognosis; D014580:Ursodeoxycholic Acid / Q000494:pharmacology
D002756:Cholagogues and Choleretics; D014580:Ursodeoxycholic Acid