A marginal structural model for recurrent events in the presence of time-dependent confounding: non-specific effects of vaccines on child hospitalisations

Stat Med. 2016 Nov 30;35(27):5051-5069. doi: 10.1002/sim.7060. Epub 2016 Aug 31.

Abstract

Using a Danish register-based study on childhood vaccination and hospitalisation as motivation, a marginal structural model for recurrent events is studied. The model addresses a number of challenges which may be seen more generally in large register-based cohort studies. One is to adjust for a time-dependent confounder when studying the effect of a time-varying exposure on a recurrent event based on an analysis in continuous time. Another is to report results via a measure which is easy to interpret and communicate even though quite elaborate treatment regimes are considered. Lastly, the implementation of continuously updated weights implies a substantial computationally demanding workload. Copyright © 2016 John Wiley & Sons, Ltd.

Keywords: continuously updated weights; marginal structural model; multi-state model; non-specific effects of vaccination; recurrent events.

MeSH terms

  • Child
  • Cohort Studies
  • Denmark
  • Hospitalization*
  • Humans
  • Immunity, Heterologous
  • Models, Statistical
  • Registries
  • Vaccines*

Substances

  • Vaccines