Statistical challenges posed by uncontrolled master protocols: sensitivity analysis of the vemurafenib study. (18th October 2018)
- Record Type:
- Journal Article
- Title:
- Statistical challenges posed by uncontrolled master protocols: sensitivity analysis of the vemurafenib study. (18th October 2018)
- Main Title:
- Statistical challenges posed by uncontrolled master protocols: sensitivity analysis of the vemurafenib study
- Authors:
- Hobbs, B P
Kane, M J
Hong, D S
Landin, R - Abstract:
- Abstract: Within the evidentiary hierarchy of experimental inquiry, randomized trials are the gold standard. Oncology patients enter clinical studies with diverse lifestyles, treatment pathways, host tissue environments, and competing comorbidities. Randomization attempts to balance prognostic characteristics among study arms, thereby enabling statistical inference of 'average benefit' and attribution to the studied therapies. In contrast, interpretations of uncontrolled trials require additional scrutiny to attempt to place the findings in the context of external evidence. Counter-factual reasoning and speculation across trials may be obscured by the disproportionate enrollment of prognostic subpopulations which may be unknown from publications of trial reports. Recent modifications to the regulatory environment (Food and Drug Administration Safety and Innovation Act) have elevated the importance of non-comparative trials. Moreover, the emergence of recent innovations in precision medicine have yielded trial designs that partition potentially heterogeneous subpopulations into 'statistically exchangeable' cohorts by histologies, or genetic alterations, further elevating the importance of single-cohort analyses. As patient cohorts become ever more refined into smaller targeted subsets, consumers of reports of uncontrolled trials should be further empowered with improvements in reporting practices that better describe the enrolled prognostic subpopulations and importantlyAbstract: Within the evidentiary hierarchy of experimental inquiry, randomized trials are the gold standard. Oncology patients enter clinical studies with diverse lifestyles, treatment pathways, host tissue environments, and competing comorbidities. Randomization attempts to balance prognostic characteristics among study arms, thereby enabling statistical inference of 'average benefit' and attribution to the studied therapies. In contrast, interpretations of uncontrolled trials require additional scrutiny to attempt to place the findings in the context of external evidence. Counter-factual reasoning and speculation across trials may be obscured by the disproportionate enrollment of prognostic subpopulations which may be unknown from publications of trial reports. Recent modifications to the regulatory environment (Food and Drug Administration Safety and Innovation Act) have elevated the importance of non-comparative trials. Moreover, the emergence of recent innovations in precision medicine have yielded trial designs that partition potentially heterogeneous subpopulations into 'statistically exchangeable' cohorts by histologies, or genetic alterations, further elevating the importance of single-cohort analyses. As patient cohorts become ever more refined into smaller targeted subsets, consumers of reports of uncontrolled trials should be further empowered with improvements in reporting practices that better describe the enrolled prognostic subpopulations and importantly their association with study end points. This article demonstrates the issue with a sensitivity analysis of the findings reported in a recent trial that was devised to evaluate the preliminary clinical efficacy of vemurafenib in BRAF V600 mutation-positive nonmelanoma cancers. … (more)
- Is Part Of:
- Annals of oncology. Volume 29:Number 12(2018)
- Journal:
- Annals of oncology
- Issue:
- Volume 29:Number 12(2018)
- Issue Display:
- Volume 29, Issue 12 (2018)
- Year:
- 2018
- Volume:
- 29
- Issue:
- 12
- Issue Sort Value:
- 2018-0029-0012-0000
- Page Start:
- 2296
- Page End:
- 2301
- Publication Date:
- 2018-10-18
- Subjects:
- basket trials -- Bayesian analysis -- clinical trial design -- master protocols -- precision medicine
Oncology -- Periodicals
616.992 - Journal URLs:
- https://www.journals.elsevier.com/annals-of-oncology ↗
http://ukcatalogue.oup.com/ ↗ - DOI:
- 10.1093/annonc/mdy457 ↗
- Languages:
- English
- ISSNs:
- 0923-7534
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 1043.320000
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 12178.xml