Investigation of one-stage meta-analysis methods for joint longitudinal and time-to-event data through simulation and real data application.

One-stage joint meta-analytic models that accounted for between study heterogeneity using a mix of fixed effects or a stratified baseline hazard were reliable; however, models examined that included study level random effects in the association structure were less reliable.