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TRANSCRIPT
Cross-Validated STEPP Analysis for
Biomarker Subgroup Determination Gu Mi1,*, Tuan S. Nguyen1, Jonathan S. Denne2
1Global Statistical Sciences 2MDU - Oncology
Eli Lilly and Company, Indianapolis, IN
The 39th annual Midwest Biopharmaceutical Statistics Workshop (MBSW)
May 17, 2016
Outline
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Background
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Objective
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Introduction to STEPP
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Mock Data Example for TO/SW STEPP
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Cross-Validated Profile Likelihood (CVPL)
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Tail-Oriented (TO) cvSTEPP
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Sliding Window (SW) cvSTEPP
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Why and How to Parallel Compute?
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A Simulated Phase III Oncology Trial
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Results: Tail-Oriented (TO) cvSTEPP
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Results: Sliding Window (SW) cvSTEPP
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Results: SW STEPP w/ optimal r1 = 35 and r2 = 140
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Discussion
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Future Works
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Acknowledgements
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Key References: STEPP Methodology and Applications
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Key References: Cross-Validation in Survival Analysis
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Key References: Parallel Computing
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Choice of Candidate Parameter(s)
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