i would definitely consider an alternative estimate. maybe consider steve nissen’s famous meta-analysis of cv events for avandia?: https://www.nejm.org/doi/full/10.1056/nejmoa072761
edit: regarding adjustment for time on treatment, maybe this other post is relevant: Is it reasonable to adjust for a post-baseline covariate?