Evidence map›Paper›PMID 39456598›Full record

ArticleCancers2024

Robustness Assessment of Oncology Dose-Finding Trials Using the Modified Fragility Index.

Amy X Shi, Heng Zhou, Lei Nie, Lifeng Lin, Hongjian Li, Haitao Chu

Abstract read
In one paragraph

Article in Cancers, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

6 authors.

Amy X ShiCardiovascular, Renal and Metabolism (CVRM), Biopharmaceuticals R&D, AstraZeneca, Durham, NC 27703, USA.
Heng ZhouBiostatistics and Research Decision Sciences, Merck & Co. Inc., Rahway, NJ 07065, USA.
Lei NieDivision of Biometrics IV, OB/OTS/CDER/FDA, Silver Spring, MD 20993, USA.
Lifeng LinDepartment of Epidemiology and Biostatistics, Mel and Enid Zuckerman College of Public Health, The University of Arizona, Tucson, AZ 85721, USA.ORCID 0000-0002-3562-9816
Hongjian LiCardiovascular, Renal and Metabolism (CVRM), Biopharmaceuticals R&D, AstraZeneca, Gaithersburg, MD 20878, USA.
Haitao ChuStatistical Research and Data Science Center, Pfizer Inc., New York, NY 10001, USA.ORCID 0000-0003-0932-598X

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

objectivesThe sample sizes of phase I trials are typically small; some designs may lead to inaccurate estimation of the maximum tolerated dose (MTD). The objective of this study was to propose a metric assessing whether the MTD decision is sensitive to enrolling a few additional subjects in a phase I dose-finding trial.

methodsNumerous model-based and model-assisted designs have been proposed to improve the efficiency and accuracy of finding the MTD. The Fragility Index (FI) is a widely used metric quantifying the statistical robustness of randomized controlled trials by estimating the number of events needed to change a statistically significant result to non-significant (or vice versa). We propose a modified Fragility Index (mFI), defined as the minimum number of additional participants required to potentially change the estimated MTD, to supplement existing designs identifying fragile phase I trial results.

findingsThree oncology trials were used to illustrate how to evaluate the fragility of phase I trials using mFI. The results showed that two of the trials were not sensitive to additional subjects' participation while the third trial was quite fragile to one or two additional subjects.

conclusionsThe mFI can be a useful metric assessing the fragility of phase I trials and facilitating robust identification of MTD.

Indexed as

dose findingearly stoppingfragility Indexmaximum tolerated doseoncology trialsensitivity analysistrial design

Identifiers

PMID39456598
PMCPMC11506443

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.