Literature DB >> 20553632

Underpowered trials in critical care medicine: how to deal with them?

Bob Roozenbeek, Hester F Lingsma, Ewout W Steyerberg, Andrew I R Maas.   

Abstract

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Year:  2010        PMID: 20553632      PMCID: PMC2911724          DOI: 10.1186/cc9021

Source DB:  PubMed          Journal:  Crit Care        ISSN: 1364-8535            Impact factor:   9.097


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In their recently published article, Dr Aberegg and colleagues described interesting results of a literature search for randomized controlled trials comparing mortality of therapies for critically ill adults in five high impact journals over a 10 year period [1]. The authors show that the predicted delta (the effect size of a therapy compared to control) used for power calculations was substantially larger than the observed delta in the majority of the included studies. They conclude that this finding, referred to as 'delta inflation', led to underpowered trials in the field of critical care medicine. We agree that treatment effects are small in this field of medicine and that many critical care trials have been underpowered. This problem is particularly relevant to the field of neurocritical care after traumatic brain injury [2]. The IMPACT (International Mission on Prognosis and Clinical Trial Design in Traumatic Brain Injury) Study Group extensively investigated possible causes and solutions and recently reported recommendations for improving the design and analysis of future clinical trials in traumatic brain injury to increase statistical power [3]. These include the use of relatively broad enrolment criteria instead of strict patient selection [4], covariate adjustment for baseline patient characteristics [5], and ordinal rather than dichotomous outcome analysis [6]. In our opinion these recommendations are also applicable to other fields of critical care research characterized by heterogeneous patient populations. We submit that adopting these recommendations in future trials will increase the chance of detecting small but clinically relevant treatment effects in critical care medicine.

Competing interests

All authors are members of the IMPACT Study Group. The work of the IMPACT Study Group is funded by a grant of the US National Institutes of Health (NS-042691).
  6 in total

1.  Adjustment for strong predictors of outcome in traumatic brain injury trials: 25% reduction in sample size requirements in the IMPACT study.

Authors:  Adrián V Hernández; Ewout W Steyerberg; Isabella Butcher; Nino Mushkudiani; Gillian S Taylor; Gordon D Murray; Anthony Marmarou; Sung C Choi; Juan Lu; J Dik F Habbema; Andrew I R Maas
Journal:  J Neurotrauma       Date:  2006-09       Impact factor: 5.269

2.  A simulation study evaluating approaches to the analysis of ordinal outcome data in randomized controlled trials in traumatic brain injury: results from the IMPACT Project.

Authors:  Gillian S McHugh; Isabella Butcher; Ewout W Steyerberg; Anthony Marmarou; Juan Lu; Hester F Lingsma; James Weir; Andrew I R Maas; Gordon D Murray
Journal:  Clin Trials       Date:  2010-02       Impact factor: 2.486

3.  Baseline characteristics and statistical power in randomized controlled trials: selection, prognostic targeting, or covariate adjustment?

Authors:  Bob Roozenbeek; Andrew I R Maas; Hester F Lingsma; Isabella Butcher; Juan Lu; Anthony Marmarou; Gillian S McHugh; James Weir; Gordon D Murray; Ewout W Steyerberg
Journal:  Crit Care Med       Date:  2009-10       Impact factor: 7.598

Review 4.  Clinical trials in traumatic brain injury: past experience and current developments.

Authors:  Andrew I R Maas; Bob Roozenbeek; Geoffrey T Manley
Journal:  Neurotherapeutics       Date:  2010-01       Impact factor: 7.620

Review 5.  IMPACT recommendations for improving the design and analysis of clinical trials in moderate to severe traumatic brain injury.

Authors:  Andrew I R Maas; Ewout W Steyerberg; Anthony Marmarou; Gillian S McHugh; Hester F Lingsma; Isabella Butcher; Juan Lu; James Weir; Bob Roozenbeek; Gordon D Murray
Journal:  Neurotherapeutics       Date:  2010-01       Impact factor: 7.620

6.  Delta inflation: a bias in the design of randomized controlled trials in critical care medicine.

Authors:  Scott K Aberegg; D Roxanne Richards; James M O'Brien
Journal:  Crit Care       Date:  2010-04-29       Impact factor: 9.097

  6 in total
  2 in total

1.  Covariate adjustment increased power in randomized controlled trials: an example in traumatic brain injury.

Authors:  Elizabeth L Turner; Pablo Perel; Tim Clayton; Phil Edwards; Adrian V Hernández; Ian Roberts; Haleema Shakur; Ewout W Steyerberg
Journal:  J Clin Epidemiol       Date:  2011-12-09       Impact factor: 6.437

2.  Outcomes and statistical power in adult critical care randomized trials.

Authors:  Michael O Harhay; Jason Wagner; Sarah J Ratcliffe; Rachel S Bronheim; Anand Gopal; Sydney Green; Elizabeth Cooney; Mark E Mikkelsen; Meeta Prasad Kerlin; Dylan S Small; Scott D Halpern
Journal:  Am J Respir Crit Care Med       Date:  2014-06-15       Impact factor: 21.405

  2 in total

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