A Bayesian phase I/II design for cancer clinical trials combining an immunotherapeutic agent with a chemotherapeutic agent. Issue 5 (14th June 2021)
- Record Type:
- Journal Article
- Title:
- A Bayesian phase I/II design for cancer clinical trials combining an immunotherapeutic agent with a chemotherapeutic agent. Issue 5 (14th June 2021)
- Main Title:
- A Bayesian phase I/II design for cancer clinical trials combining an immunotherapeutic agent with a chemotherapeutic agent
- Authors:
- Guo, Beibei
Garrett‐Mayer, Elizabeth
Liu, Suyu - Abstract:
- Abstract: Immunotherapy is an innovative treatment approach that harnesses a patient's immune system to treat cancer. It has provided an alternative and complementary treatment modality to conventional chemotherapy. Combining immunotherapy with cytotoxic chemotherapy agent has become the leading trend and the most active research field in oncology. To accommodate this growing trend, we propose a Bayesian phase I/II dose‐finding design to identify the optimal biological dose combination (OBDC), defined as the dose combination with the highest desirability in the risk‐benefit trade‐off. We propose new statistical models to describe the relationship between the doses and treatment outcomes, including immune response, toxicity and progression‐free survival (PFS). During the trial, based on accrued data, we continuously update model estimates and adaptively assign patients to dose combinations with high desirability. The simulation study shows that our design has desirable operating characteristics.
- Is Part Of:
- Journal of the Royal Statistical Society. Volume 70:Issue 5(2021)
- Journal:
- Journal of the Royal Statistical Society
- Issue:
- Volume 70:Issue 5(2021)
- Issue Display:
- Volume 70, Issue 5 (2021)
- Year:
- 2021
- Volume:
- 70
- Issue:
- 5
- Issue Sort Value:
- 2021-0070-0005-0000
- Page Start:
- 1210
- Page End:
- 1229
- Publication Date:
- 2021-06-14
- Subjects:
- drug combination -- immunotherapy -- Bayesian adaptive design -- dose‐finding -- risk‐benefit tradeoff
Statistics -- Periodicals
519.5 - Journal URLs:
- http://rss.onlinelibrary.wiley.com/hub/journal/10.1111/(ISSN)1467-9876/ ↗
https://academic.oup.com/jrsssc ↗
http://onlinelibrary.wiley.com/ ↗ - DOI:
- 10.1111/rssc.12508 ↗
- Languages:
- English
- ISSNs:
- 0035-9254
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 1580.000000
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British Library STI - ELD Digital store - Ingest File:
- 19857.xml