Professor Chengjie Xiong |
Division of Biostatistics, |
Title: Meta-analyses when individual patient data are only partly available |
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Abstract: Systematic reviews have become increasingly used as a means of
assessing and interpreting the results from biomedical research. Whereas
statistical methods for meta-analysis using either summary statistics or
individual patient data across all studies have been well developed,
especially in the area of controlled clinical trials, little attention has
been paid to the case when individual patient data are only available for
part of the studies and summary statistics have to be used for the rest of
the studies in the meta-analysis. We propose a likelihood based approach for
meta-analyses when individual patient data are only partly available. The
proposed methodology can also be used when an original study is carried out
in which the individual patient data from the current research can be
integrated through a meta-analysis with at least summary statistics from
already existing published studies to address the same scientific questions. |