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Use of weighted multivariate estimates in trials of multi-serotype vaccines to simplify interpretation of treatment differences.

Merryn VoyseyAndrew J PollardRafael PereraShrijana ShresthaStephen ThorsonThomas R Fanshawe
Published in: PloS one (2018)
PCV clinical trial data have a multivariate structure with correlated outcomes for different serotypes. When analysing each serotype separately, the multiple estimates of the treatment effect can complicate the interpretation of trial results. Reporting a single overall estimate which accounts for the correlation between outcomes can simplify such interpretation. Treatment effects can be weighted equally or alternative weights derived from independent data can be used. Many modern vaccines have multiple components, such as quadrivalent meningococcal group ACWY vaccine or four-component group B meningococcal vaccine, thus these methods are widely applicable.
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