The use of simulation and bootstrap in information-based group sequential studies

Daniel O. Scharfstein, Anastasios A. Tsiatis

Research output: Contribution to journalReview article

Abstract

In this paper, we present an information-based design and monitoring procedure which applies to any type of model for any type of group sequential study provided there is a unique parameter of interest one can estimate efficiently. Simulation techniques are described to handle the design phase of this procedure. Since designs depend on potentially unreliable guesses of nuisance parameters, we propose a bootstrap method that uses the information available at the interim analysis times to generate projections and prediction intervals for the time at which the study will be fully powered. A monitoring broad can use this information to decide whether a redesign of the trial is warranted. We also show how to use simulation to redesign studies in progress. We illustrate all of these techniques with data from AIDS Clinical Trial Group Protocol 021.

Original languageEnglish (US)
Pages (from-to)75-87
Number of pages13
JournalStatistics in Medicine
Volume17
Issue number1
DOIs
StatePublished - Jan 15 1998

ASJC Scopus subject areas

  • Epidemiology
  • Statistics and Probability

Fingerprint Dive into the research topics of 'The use of simulation and bootstrap in information-based group sequential studies'. Together they form a unique fingerprint.

  • Cite this