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Published in: Trials 1/2017

Open Access 01-12-2017 | Methodology

A comparison of approaches for adjudicating outcomes in clinical trials

Authors: Brennan C. Kahan, Brian Feagan, Vipul Jairath

Published in: Trials | Issue 1/2017

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Abstract

Background

Incorrect classification of outcomes in clinical trials can lead to biased estimates of treatment effect and reduced power. Ensuring appropriate adjudication methods to minimize outcome misclassification is therefore essential. While there are many reported adjudication approaches, there is little consensus over which approach is best.

Methods

Under the assumption of non-differential assessment (i.e. that misclassification rates are the same in each treatment arm, as would typically be the case when outcome assessors are blinded), we use simulation and theoretical results to address four different questions about outcome adjudication: (a) How many assessors should be used? (b) When is it better to use onsite or central assessment? (c) Should central assessors adjudicate all outcomes, or only suspected events? (d) Should central assessment with multiple assessors be done independently or through group consensus?

Results

No one adjudication approach performs optimally in all settings. The optimal approach depends on the misclassification rates of site and central assessors, and the correlation between assessors. We found: (a) there will generally be little incremental benefit to using more than three assessors and, for outcomes with very high correlation between assessors, using one assessor is sufficient; (b) when choosing between site and central assessors, the assessor with the smallest misclassification rate should be chosen; when these rates are unknown, a combination of one site assessor and two central assessors will provide good results across a range of scenarios; (c) having central assessors adjudicate only suspected events will typically increase bias, and should be avoided, unless the threshold for sending outcomes for central assessment is extremely low; (d) central assessors can adjudicate either independently or in a group, and the preferred option should be dictated by whichever is expected to have the lowest misclassification rate.

Conclusions

Outcome adjudication is of critical importance to ensure validity of trial results, although no one approach is optimal across all settings. Investigators should choose the best strategy based on the specific characteristics of their trial. Regardless of the adjudication strategy chosen, assessors should be qualified and receive appropriate training.
Literature
1.
go back to reference Bross I. Misclassification in 2 × 2 tables. Biometrics. 1954;10(4):478–86.CrossRef Bross I. Misclassification in 2 × 2 tables. Biometrics. 1954;10(4):478–86.CrossRef
2.
go back to reference Kim MY, Goldberg JD. The effects of outcome misclassification and measurement error on the design and analysis of therapeutic equivalence trials. Stat Med. 2001;20(14):2065–78.CrossRefPubMed Kim MY, Goldberg JD. The effects of outcome misclassification and measurement error on the design and analysis of therapeutic equivalence trials. Stat Med. 2001;20(14):2065–78.CrossRefPubMed
3.
go back to reference Beyer-Westendorf J, Halbritter K, Platzbecker H, Damme U, Neugebauer B, Kuhlisch E, et al. Central adjudication of venous ultrasound in VTE screening trials: reasons for failure. J Thromb Haemost. 2011;9(3):457–63.CrossRefPubMed Beyer-Westendorf J, Halbritter K, Platzbecker H, Damme U, Neugebauer B, Kuhlisch E, et al. Central adjudication of venous ultrasound in VTE screening trials: reasons for failure. J Thromb Haemost. 2011;9(3):457–63.CrossRefPubMed
4.
go back to reference Hata J, Arima H, Zoungas S, Fulcher G, Pollock C, Adams M, et al. Effects of the endpoint adjudication process on the results of a randomised controlled trial: the ADVANCE trial. PLoS One. 2013;8(2):e55807.CrossRefPubMedPubMedCentral Hata J, Arima H, Zoungas S, Fulcher G, Pollock C, Adams M, et al. Effects of the endpoint adjudication process on the results of a randomised controlled trial: the ADVANCE trial. PLoS One. 2013;8(2):e55807.CrossRefPubMedPubMedCentral
5.
go back to reference Heckbert SR, Kooperberg C, Safford MM, Psaty BM, Hsia J, McTiernan A, et al. Comparison of self-report, hospital discharge codes, and adjudication of cardiovascular events in the Women’s Health Initiative. Am J Epidemiol. 2004;160(12):1152–8.CrossRefPubMed Heckbert SR, Kooperberg C, Safford MM, Psaty BM, Hsia J, McTiernan A, et al. Comparison of self-report, hospital discharge codes, and adjudication of cardiovascular events in the Women’s Health Initiative. Am J Epidemiol. 2004;160(12):1152–8.CrossRefPubMed
6.
go back to reference Mahaffey KW, Harrington RA, Akkerhuis M, Kleiman NS, Berdan LG, Crenshaw BS, et al. Systematic adjudication of myocardial infarction end-points in an international clinical trial. Curr Control Trials Cardiovasc Med. 2001;2(4):180–6.CrossRefPubMedPubMedCentral Mahaffey KW, Harrington RA, Akkerhuis M, Kleiman NS, Berdan LG, Crenshaw BS, et al. Systematic adjudication of myocardial infarction end-points in an international clinical trial. Curr Control Trials Cardiovasc Med. 2001;2(4):180–6.CrossRefPubMedPubMedCentral
7.
go back to reference Mahaffey KW, Roe MT, Dyke CK, Newby LK, Kleiman NS, Connolly P, et al. Misreporting of myocardial infarction end points: results of adjudication by a central clinical events committee in the PARAGON-B trial. Second Platelet IIb/IIIa Antagonist for the Reduction of Acute Coronary Syndrome Events in a Global Organization Network Trial. Am Heart J. 2002;143(2):242–8.CrossRefPubMed Mahaffey KW, Roe MT, Dyke CK, Newby LK, Kleiman NS, Connolly P, et al. Misreporting of myocardial infarction end points: results of adjudication by a central clinical events committee in the PARAGON-B trial. Second Platelet IIb/IIIa Antagonist for the Reduction of Acute Coronary Syndrome Events in a Global Organization Network Trial. Am Heart J. 2002;143(2):242–8.CrossRefPubMed
8.
go back to reference Naslund U, Grip L, Fischer-Hansen J, Gundersen T, Lehto S, Wallentin L. The impact of an end-point committee in a large multicentre, randomized, placebo-controlled clinical trial: results with and without the end-point committee’s final decision on end-points. Eur Heart J. 1999;20(10):771–7.CrossRefPubMed Naslund U, Grip L, Fischer-Hansen J, Gundersen T, Lehto S, Wallentin L. The impact of an end-point committee in a large multicentre, randomized, placebo-controlled clinical trial: results with and without the end-point committee’s final decision on end-points. Eur Heart J. 1999;20(10):771–7.CrossRefPubMed
9.
go back to reference Ninomiya T, Donnan G, Anderson N, Bladin C, Chambers B, Gordon G, et al. Effects of the end point adjudication process on the results of the Perindopril Protection Against Recurrent Stroke Study (PROGRESS). Stroke. 2009;40(6):2111–5.CrossRefPubMed Ninomiya T, Donnan G, Anderson N, Bladin C, Chambers B, Gordon G, et al. Effects of the end point adjudication process on the results of the Perindopril Protection Against Recurrent Stroke Study (PROGRESS). Stroke. 2009;40(6):2111–5.CrossRefPubMed
10.
go back to reference Petersen JL, Haque G, Hellkamp AS, Flaker GC, Mark Estes 3rd NA, Marchlinski FE, et al. Comparing classifications of death in the Mode Selection Trial: agreement and disagreement among site investigators and a clinical events committee. Contemp Clin Trials. 2006;27(3):260–8.CrossRefPubMed Petersen JL, Haque G, Hellkamp AS, Flaker GC, Mark Estes 3rd NA, Marchlinski FE, et al. Comparing classifications of death in the Mode Selection Trial: agreement and disagreement among site investigators and a clinical events committee. Contemp Clin Trials. 2006;27(3):260–8.CrossRefPubMed
11.
go back to reference Pogue J, Walter SD, Yusuf S. Evaluating the benefit of event adjudication of cardiovascular outcomes in large simple RCTs. Clin Trials. 2009;6(3):239–51.CrossRefPubMed Pogue J, Walter SD, Yusuf S. Evaluating the benefit of event adjudication of cardiovascular outcomes in large simple RCTs. Clin Trials. 2009;6(3):239–51.CrossRefPubMed
12.
go back to reference Serebruany VL, Atar D. Viewpoint: central adjudication of myocardial infarction in outcome-driven clinical trials – common patterns in TRITON, RECORD, and PLATO? Thromb Haemost. 2012;108(3):412–4.CrossRefPubMed Serebruany VL, Atar D. Viewpoint: central adjudication of myocardial infarction in outcome-driven clinical trials – common patterns in TRITON, RECORD, and PLATO? Thromb Haemost. 2012;108(3):412–4.CrossRefPubMed
13.
go back to reference Vranckx P, McFadden E, Cutlip DE, Mehran R, Swart M, Kint PP, et al. Clinical endpoint adjudication in a contemporary all-comers coronary stent investigation: methodology and external validation. Contemp Clin Trials. 2013;34(1):53–9.CrossRefPubMed Vranckx P, McFadden E, Cutlip DE, Mehran R, Swart M, Kint PP, et al. Clinical endpoint adjudication in a contemporary all-comers coronary stent investigation: methodology and external validation. Contemp Clin Trials. 2013;34(1):53–9.CrossRefPubMed
14.
go back to reference Walter SD, Cook DJ, Guyatt GH, King D, Troyan S. Outcome assessment for clinical trials: how many adjudicators do we need? Canadian Lung Oncology Group. Control Clin Trials. 1997;18(1):27–42.CrossRefPubMed Walter SD, Cook DJ, Guyatt GH, King D, Troyan S. Outcome assessment for clinical trials: how many adjudicators do we need? Canadian Lung Oncology Group. Control Clin Trials. 1997;18(1):27–42.CrossRefPubMed
15.
go back to reference Wilson JT, Slieker FJ, Legrand V, Murray G, Stocchetti N, Maas AI. Observer variation in the assessment of outcome in traumatic brain injury: experience from a multicenter, international randomized clinical trial. Neurosurgery. 2007;61(1):123–8. Discussion 8–9.CrossRefPubMed Wilson JT, Slieker FJ, Legrand V, Murray G, Stocchetti N, Maas AI. Observer variation in the assessment of outcome in traumatic brain injury: experience from a multicenter, international randomized clinical trial. Neurosurgery. 2007;61(1):123–8. Discussion 8–9.CrossRefPubMed
16.
go back to reference Schroeder KW, Tremaine WJ, Ilstrup DM. Coated oral 5-aminosalicylic acid therapy for mildly to moderately active ulcerative colitis. A randomized study. N Engl J Med. 1987;317(26):1625–9.CrossRefPubMed Schroeder KW, Tremaine WJ, Ilstrup DM. Coated oral 5-aminosalicylic acid therapy for mildly to moderately active ulcerative colitis. A randomized study. N Engl J Med. 1987;317(26):1625–9.CrossRefPubMed
17.
go back to reference Eldridge SM, Ukoumunne OC, Carlin JB. The intra-cluster correlation coefficient in cluster randomized trials: a review of definitions. Int Stat Rev. 2009;77(3):378–94.CrossRef Eldridge SM, Ukoumunne OC, Carlin JB. The intra-cluster correlation coefficient in cluster randomized trials: a review of definitions. Int Stat Rev. 2009;77(3):378–94.CrossRef
18.
go back to reference Fleiss JL. Statistical methods for rates and proportions. 2nd ed. New York: Wiley; 1981. Fleiss JL. Statistical methods for rates and proportions. 2nd ed. New York: Wiley; 1981.
19.
go back to reference Granger CB, Vogel V, Cummings SR, Held P, Fiedorek F, Lawrence M, et al. Do we need to adjudicate major clinical events? Clin Trials. 2008;5(1):56–60.CrossRefPubMed Granger CB, Vogel V, Cummings SR, Held P, Fiedorek F, Lawrence M, et al. Do we need to adjudicate major clinical events? Clin Trials. 2008;5(1):56–60.CrossRefPubMed
20.
go back to reference Duffield C. The Delphi technique: a comparison of results obtained using two expert panels. Int J Nurs Stud. 1993;30(3):227–37.CrossRefPubMed Duffield C. The Delphi technique: a comparison of results obtained using two expert panels. Int J Nurs Stud. 1993;30(3):227–37.CrossRefPubMed
21.
go back to reference Keeney S, Hasson F, McKenna H. Consulting the oracle: ten lessons from using the Delphi technique in nursing research. J Adv Nurs. 2006;53(2):205–12.CrossRefPubMed Keeney S, Hasson F, McKenna H. Consulting the oracle: ten lessons from using the Delphi technique in nursing research. J Adv Nurs. 2006;53(2):205–12.CrossRefPubMed
22.
go back to reference Feagan BG, Sandborn WJ, D’Haens G, Pola S, McDonald JW, Rutgeerts P, et al. The role of centralized reading of endoscopy in a randomized controlled trial of mesalamine for ulcerative colitis. Gastroenterology. 2013;145(1):149–57. e2.CrossRefPubMed Feagan BG, Sandborn WJ, D’Haens G, Pola S, McDonald JW, Rutgeerts P, et al. The role of centralized reading of endoscopy in a randomized controlled trial of mesalamine for ulcerative colitis. Gastroenterology. 2013;145(1):149–57. e2.CrossRefPubMed
23.
go back to reference Hebuterne X, Lemann M, Bouhnik Y, Dewit O, Dupas JL, Mross M, et al. Endoscopic improvement of mucosal lesions in patients with moderate to severe ileocolonic Crohn’s disease following treatment with certolizumab pegol. Gut. 2013;62(2):201–8.CrossRefPubMed Hebuterne X, Lemann M, Bouhnik Y, Dewit O, Dupas JL, Mross M, et al. Endoscopic improvement of mucosal lesions in patients with moderate to severe ileocolonic Crohn’s disease following treatment with certolizumab pegol. Gut. 2013;62(2):201–8.CrossRefPubMed
24.
go back to reference Panes J, Feagan BG, Hussain F, Levesque BG, Travis SP. Central endoscopy reading in inflammatory bowel diseases. J Crohns Colitis. 2016;10 Suppl 2:S542–7.CrossRefPubMed Panes J, Feagan BG, Hussain F, Levesque BG, Travis SP. Central endoscopy reading in inflammatory bowel diseases. J Crohns Colitis. 2016;10 Suppl 2:S542–7.CrossRefPubMed
25.
go back to reference Travis SP, Schnell D, Krzeski P, Abreu MT, Altman DG, Colombel JF, et al. Reliability and initial validation of the ulcerative colitis endoscopic index of severity. Gastroenterology. 2013;145(5):987–95.CrossRefPubMed Travis SP, Schnell D, Krzeski P, Abreu MT, Altman DG, Colombel JF, et al. Reliability and initial validation of the ulcerative colitis endoscopic index of severity. Gastroenterology. 2013;145(5):987–95.CrossRefPubMed
Metadata
Title
A comparison of approaches for adjudicating outcomes in clinical trials
Authors
Brennan C. Kahan
Brian Feagan
Vipul Jairath
Publication date
01-12-2017
Publisher
BioMed Central
Published in
Trials / Issue 1/2017
Electronic ISSN: 1745-6215
DOI
https://doi.org/10.1186/s13063-017-1995-3

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