JSM Preliminary Online Program
This is the preliminary program for the 2007 Joint Statistical Meetings in Salt Lake City, Utah.

The views expressed here are those of the individual authors
and not necessarily those of the ASA or its board, officers, or staff.



Back to main JSM 2007 Program page




Activity Number: 467
Type: Topic Contributed
Date/Time: Wednesday, August 1, 2007 : 2:00 PM to 3:50 PM
Sponsor: Section on Bayesian Statistical Science
Abstract - #309569
Title: Monitoring Late Onset Toxicities in Phase I Trials Using Predicted Risks
Author(s): Benjamin N. Bekele*+
Companies: The University of Texas M.D. Anderson Cancer Center
Address: 1515 Holcombe Blvd, Houston, TX, 77030,
Keywords: Adaptive Design ; Bayesian Inference ; Discrete Time Model ; Isotonic Regression ; Predictive Probability
Abstract:

Late onset toxicities are a serious concern in phase I trials in oncology. Since most toxicities occur soon after the start of therapy, conventional dose-finding methods rely on a binary indicator of toxicity occurring within a relatively short initial time period. If an agent causes late onset toxicities, such methods may allow an undesirably large number of patients to be treated at toxic doses before any toxicities are observed. We use a Bayesian dose-finding method based on toxicity time data. We use a set of rules, based on predictive probabilities, which may suspend accrual if the risk of toxicity is too high. If additional follow up data later reduce the predicted risk of toxicity to an acceptable level, accrual is re-started, and the process is repeated several times. An extensive simulation study shows that our proposed method provides a measure of safety over other methods.


  • The address information is for the authors that have a + after their name.
  • Authors who are presenting talks have a * after their name.

Back to the full JSM 2007 program

JSM 2007 For information, contact jsm@amstat.org or phone (888) 231-3473. If you have questions about the Continuing Education program, please contact the Education Department.
Revised September, 2007