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Published in: BMC Medical Research Methodology 1/2012

Open Access 01-12-2012 | Research article

Bayesian methods in clinical trials: a Bayesian analysis of ECOG trials E1684 and E1690

Authors: Joseph G Ibrahim, Ming-Hui Chen, Haitao Chu

Published in: BMC Medical Research Methodology | Issue 1/2012

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Abstract

Background

E1684 was the pivotal adjuvant melanoma trial for establishment of high-dose interferon (IFN) as effective therapy of high-risk melanoma patients. E1690 was an intriguing effort to corroborate E1684, and the differences between the outcomes of these trials have embroiled the field in controversy over the past several years. The analyses of E1684 and E1690 were carried out separately when the results were published, and there were no further analyses trying to perform a single analysis of the combined trials.

Method

In this paper, we consider such a joint analysis by carrying out a Bayesian analysis of these two trials, thus providing us with a consistent and coherent methodology for combining the results from these two trials.

Results

The Bayesian analysis using power priors provided a more coherent flexible and potentially more accurate analysis than a separate analysis of these data or a frequentist analysis of these data. The methodology provides a consistent framework for carrying out a single unified analysis by combining data from two or more studies.

Conclusions

Such Bayesian analyses can be crucial in situations where the results from two theoretically identical trials yield somewhat conflicting or inconsistent results.
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Literature
1.
go back to reference Berry D, Wathen JK, Newell M: Bayesian model averaging in meta-analysis: vitamin E supplementation and mortality. Clinical Trials. 2009, 6 (1): 28-41. 10.1177/1740774508101279.CrossRefPubMed Berry D, Wathen JK, Newell M: Bayesian model averaging in meta-analysis: vitamin E supplementation and mortality. Clinical Trials. 2009, 6 (1): 28-41. 10.1177/1740774508101279.CrossRefPubMed
2.
go back to reference Berry SM, Carlin BP, Lee J, Muller P: Bayesian adaptive methods for clinical trials. 2010, Boca Raton, FL: Chapman & Hall/CRCCrossRef Berry SM, Carlin BP, Lee J, Muller P: Bayesian adaptive methods for clinical trials. 2010, Boca Raton, FL: Chapman & Hall/CRCCrossRef
3.
go back to reference Gelman A, Carlin JB, Stern HS, Rubin DB: Bayesian data analysis. 2004, Boca Raton, FL: Chapman & Hall/CRC, 2 Gelman A, Carlin JB, Stern HS, Rubin DB: Bayesian data analysis. 2004, Boca Raton, FL: Chapman & Hall/CRC, 2
4.
go back to reference Carlin BP, Louis TA: Bayesian methods for data analysis. 2008, Boca Raton, FL: Chapman & Hall/CRC, 3 Carlin BP, Louis TA: Bayesian methods for data analysis. 2008, Boca Raton, FL: Chapman & Hall/CRC, 3
5.
go back to reference Ibrahim JG, Chen MH, Sinha D: Bayesian survival analysis. 2001, New York: SpringerCrossRef Ibrahim JG, Chen MH, Sinha D: Bayesian survival analysis. 2001, New York: SpringerCrossRef
6.
go back to reference Ibrahim JG, Chen MH: Power prior distributions for regression models. Stat Sci. 2000, 15 (1): 46-60. 10.1214/ss/1009212673.CrossRef Ibrahim JG, Chen MH: Power prior distributions for regression models. Stat Sci. 2000, 15 (1): 46-60. 10.1214/ss/1009212673.CrossRef
7.
go back to reference Chen MH, Harrington DP, Ibrahim JG: Bayesian cure rate models for malignant melanoma: a case-study of Eastern Cooperative Oncology Group trial E1690. Journal of the Royal Statistical Society: Series C (Applied Statistics). 2002, 51 (2): 135-150. 10.1111/1467-9876.00259.CrossRef Chen MH, Harrington DP, Ibrahim JG: Bayesian cure rate models for malignant melanoma: a case-study of Eastern Cooperative Oncology Group trial E1690. Journal of the Royal Statistical Society: Series C (Applied Statistics). 2002, 51 (2): 135-150. 10.1111/1467-9876.00259.CrossRef
8.
go back to reference Kirkwood JM, Strawderman MH, Ernstoff MS, Smith TJ, Borden EC, Blum RH: Interferon alfa-2b adjuvant therapy of high-risk resected cutaneous melanoma: the Eastern Cooperative Oncology Group Trial EST 1684. J Clin Oncol. 1996, 14 (1): 7-17.PubMed Kirkwood JM, Strawderman MH, Ernstoff MS, Smith TJ, Borden EC, Blum RH: Interferon alfa-2b adjuvant therapy of high-risk resected cutaneous melanoma: the Eastern Cooperative Oncology Group Trial EST 1684. J Clin Oncol. 1996, 14 (1): 7-17.PubMed
9.
go back to reference Kirkwood JM, Ibrahim JG, Sondak VK, Richards J, Flaherty LE, Ernstoff MS, et al: High- and Low-dose interferon alfa-2b in high-risk melanoma: first analysis of intergroup trial E1690/S9111/C9190. J Clin Oncol. 2000, 18 (12): 2444-2458.PubMed Kirkwood JM, Ibrahim JG, Sondak VK, Richards J, Flaherty LE, Ernstoff MS, et al: High- and Low-dose interferon alfa-2b in high-risk melanoma: first analysis of intergroup trial E1690/S9111/C9190. J Clin Oncol. 2000, 18 (12): 2444-2458.PubMed
10.
go back to reference Ewell M, Ibrahim JG: The large sample distribution of the weighted log rank statistic under general local alternatives. Lifetime Data Anal. 1997, 3: 5-12. 10.1023/A:1009690200504.CrossRefPubMed Ewell M, Ibrahim JG: The large sample distribution of the weighted log rank statistic under general local alternatives. Lifetime Data Anal. 1997, 3: 5-12. 10.1023/A:1009690200504.CrossRefPubMed
11.
go back to reference Chen MH, Ibrahim JG, Sinha D: A new Bayesian model for survival data with a surviving fraction. J Am Statist Assoc. 1999, 94: 909-919. 10.1080/01621459.1999.10474196.CrossRef Chen MH, Ibrahim JG, Sinha D: A new Bayesian model for survival data with a surviving fraction. J Am Statist Assoc. 1999, 94: 909-919. 10.1080/01621459.1999.10474196.CrossRef
12.
go back to reference Cho H, Ibrahim JG, Sinha D, Shu H: Bayesian case influence diagnostics for survival models. Biometrics. 2009, 65: 116-124. 10.1111/j.1541-0420.2008.01037.x.CrossRefPubMed Cho H, Ibrahim JG, Sinha D, Shu H: Bayesian case influence diagnostics for survival models. Biometrics. 2009, 65: 116-124. 10.1111/j.1541-0420.2008.01037.x.CrossRefPubMed
Metadata
Title
Bayesian methods in clinical trials: a Bayesian analysis of ECOG trials E1684 and E1690
Authors
Joseph G Ibrahim
Ming-Hui Chen
Haitao Chu
Publication date
01-12-2012
Publisher
BioMed Central
Published in
BMC Medical Research Methodology / Issue 1/2012
Electronic ISSN: 1471-2288
DOI
https://doi.org/10.1186/1471-2288-12-183

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