Literature DB >> 20819840

Measurement error in the timing of events: effect on survival analyses in randomized clinical trials.

Edward L Korn1, Lori E Dodd, Boris Freidlin.   

Abstract

BACKGROUND: Presence of measurement error in the outcome can complicate the interpretation of a randomized clinical trial. The Oncologic Drugs Advisory Committee of the US Food and Drug Administration voted against recommending approval of bevacizumab for the initial treatment of metastatic breast cancer; one of their major concerns was the presence of a large amount of nondifferential measurement error in the evaluation of progression-free survival, the primary outcome of the randomized clinical trial E2100.
PURPOSE: To investigate the effects of nondifferential measurement error in time-to-event outcomes on the conclusions of a proportional hazards analysis of a randomized clinical trial.
METHODS: Simulations were performed showing effects of measurement error on the estimated treatment effect (hazard ratio) in a clinical trial. In some simulations, the measurement error structure from E2100 data was approximated; for other simulations, larger or smaller measurement error was considered.
RESULTS: The bias in estimating the hazard ratio was very small using measurement error and a hazard ratio similar to E2100. Even with a larger nondifferential measurement error, the bias remained small when the hazard ratio was in a range commonly seen in clinical trials. There was no or little effect on the variability of the estimated treatment effect. LIMITATIONS: Because of censoring issues, retrospective evaluation of the measurement error structure from a completed trial is difficult. Although our simulations cover a range of plausible measurement error values, in theory, a trial could have much larger measurement error than we considered. Differential measurement error is only briefly considered.
CONCLUSIONS: Nondifferential measurement error due to variability in estimating time-to-event outcomes will typically not be a major concern in randomized clinical trials.

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Year:  2010        PMID: 20819840     DOI: 10.1177/1740774510382801

Source DB:  PubMed          Journal:  Clin Trials        ISSN: 1740-7745            Impact factor:   2.486


  7 in total

1.  Nonparametric Adjustment for Measurement Error in Time-to-Event Data: Application to Risk Prediction Models.

Authors:  Danielle Braun; Malka Gorfine; Hormuzd A Katki; Argyrios Ziogas; Giovanni Parmigiani
Journal:  J Am Stat Assoc       Date:  2017-09-14       Impact factor: 5.033

2.  Determinants of time from HIV infection to linkage-to-care in rural KwaZulu-Natal, South Africa.

Authors:  Mathieu Maheu-Giroux; Frank Tanser; Marie-Claude Boily; Deenan Pillay; Serene A Joseph; Till Bärnighausen
Journal:  AIDS       Date:  2017-04-24       Impact factor: 4.177

3.  Errors in multiple variables in human immunodeficiency virus (HIV) cohort and electronic health record data: statistical challenges and opportunities.

Authors:  Bryan E Shepherd; Pamela A Shaw
Journal:  Stat Commun Infect Dis       Date:  2020-10-07

4.  An audit strategy for time-to-event outcomes measured with error: application to five randomized controlled trials in oncology.

Authors:  Lori E Dodd; Edward L Korn; Boris Freidlin; Wenjuan Gu; Jeffrey S Abrams; William D Bushnell; Renzo Canetta; James H Doroshow; Robert J Gray; Rajeshwari Sridhara
Journal:  Clin Trials       Date:  2013-08-09       Impact factor: 2.486

5.  Considerations for analysis of time-to-event outcomes measured with error: Bias and correction with SIMEX.

Authors:  Eric J Oh; Bryan E Shepherd; Thomas Lumley; Pamela A Shaw
Journal:  Stat Med       Date:  2017-11-29       Impact factor: 2.373

6.  Nonparametric estimation of the cumulative incidence function under outcome misclassification using external validation data.

Authors:  Jessie K Edwards; Giorgos Bakoyannis; Constantin T Yiannoutsos; Margaret W Mburu; Stephen R Cole
Journal:  Stat Med       Date:  2019-10-24       Impact factor: 2.373

7.  Sorafenib in metastatic uveal melanoma: efficacy, toxicity and health-related quality of life in a multicentre phase II study.

Authors:  F Mouriaux; V Servois; J J Parienti; T Lesimple; A Thyss; C Dutriaux; E M Neidhart-Berard; N Penel; C Delcambre; L Peyro Saint Paul; A D Pham; N Heutte; S Piperno-Neumann; F Joly
Journal:  Br J Cancer       Date:  2016-06-02       Impact factor: 7.640

  7 in total

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