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One-stage parametric meta-analysis of time-to-event outcomes
Authors:Siannis F  Barrett J K  Farewell V T  Tierney J F
Institution:Department of Mathematics, University of Athens, Greece. fsiannis@math.uoa.gr
Abstract:Methodology for the meta-analysis of individual patient data with survival end-points is proposed. Motivated by questions about the reliance on hazard ratios as summary measures of treatment effects, a parametric approach is considered and percentile ratios are introduced as an alternative to hazard ratios. The generalized log-gamma model, which includes many common time-to-event distributions as special cases, is discussed in detail. Likelihood inference for percentile ratios is outlined. The proposed methodology is used for a meta-analysis of glioma data that was one of the studies which motivated this work. A simulation study exploring the validity of the proposed methodology is available electronically.
Keywords:individual patient data  meta‐analysis  extended log‐gamma model  proportional hazards  time‐to‐event outcomes
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