A Bayesian adaptive dose-finding algorithm for balancing individual- and population-level ethics in Phase I clinical trials. Issue 4 (1st October 2016)
- Record Type:
- Journal Article
- Title:
- A Bayesian adaptive dose-finding algorithm for balancing individual- and population-level ethics in Phase I clinical trials. Issue 4 (1st October 2016)
- Main Title:
- A Bayesian adaptive dose-finding algorithm for balancing individual- and population-level ethics in Phase I clinical trials
- Authors:
- Kim, Steven B.
Gillen, Daniel L. - Abstract:
- ABSTRACT: Multiple Bayesian adaptive designs have been proposed for Phase I clinical trials since the continual reassessment method (CRM) was proposed by O'Quigley et al. (1990). Focused on dose-finding in cancer studies, the CRM seeks to allocate new patients to an estimated maximum tolerable dose (MTD). Later, Whitehead and Brunier (1995 ) applied Bayesian decision theory to maximize statistical information for the MTD when allocating new patients. The two allocation rules reflect conflicting perspectives. The CRM emphasizes individual-level ethics, whereas the method of Whitehead and Brunier (1995 ) emphasizes population-level ethics. In the design of a Phase I clinical trial to investigate hyperthermic intraperitoneal chemotherapy (HIPEC) we sought to compromise the two perspectives. To this end, we propose a novel dose allocation design referred to as the balanced information gain method. We first decompose the loss function used by Whitehead and Brunier and then modify it with a tuning parameter that allows a trialist to differentially weigh individual- and population-level ethics based on their particular clinical setting. Simulation studies show that the proposed design provides a reasonable compromise between the distribution of the estimated MTD and the distribution of the number of observed adverse events per trial when compared to the two existing methods.
- Is Part Of:
- Sequential analysis. Volume 35:Issue 4(2016)
- Journal:
- Sequential analysis
- Issue:
- Volume 35:Issue 4(2016)
- Issue Display:
- Volume 35, Issue 4 (2016)
- Year:
- 2016
- Volume:
- 35
- Issue:
- 4
- Issue Sort Value:
- 2016-0035-0004-0000
- Page Start:
- 423
- Page End:
- 439
- Publication Date:
- 2016-10-01
- Subjects:
- Adaptive design -- Individual- and population-level ethics -- Phase I clinical trials
62C10 -- 62F15 -- 62K05 -- 62L05
Sequential analysis -- Periodicals
519.54 - Journal URLs:
- http://www.tandfonline.com/toc/lsqa20/current ↗
http://www.tandfonline.com/ ↗ - DOI:
- 10.1080/07474946.2016.1238250 ↗
- Languages:
- English
- ISSNs:
- 0747-4946
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 8242.279500
British Library DSC - BLDSS-3PM
British Library STI - ELD Digital store - Ingest File:
- 1994.xml