ArticleClinical research in cardiology : official journal of the German Cardiac Society2018
Time-to-first-event versus recurrent-event analysis: points to consider for selecting a meaningful analysis strategy in clinical trials with composite endpoints.
Article in Clinical research in cardiology : official journal of the German Cardiac Society, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 11 papers.
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Who cites it
11 citing papers in PubMed.
- Impact of ticagrelor with or without aspirin on total and recurrent bleeding and ischaemic events after percutaneous coronary intervention: a sub-study of the TWILIGHT trial.European heart journal. Cardiovascular pharmacotherapy · 2025Trial
- Effects of initial invasive vs. initial conservative treatment strategies on recurrent and total cardiovascular events in the ISCHEMIA trial.European heart journal · 2022Trial
- Treatment failure and hospital readmissions in severe COPD exacerbations treated with azithromycin versus placebo - a post-hoc analysis of the BACE randomized controlled trial.Respiratory research · 2019Trial
- Long-term effects of device-guided slow breathing in stable heart failure patients with reduced ejection fraction.Clinical research in cardiology : official journal of the German Cardiac Society · 2019Trial
- The refinement of repeated exact time-to-event modeling: methodological refinements and implementation in NONMEMFrontiers in pharmacology · 2026Article
- Regularized win ratio regression for variable selection and risk prediction, with an application to a cardiovascular trial.BMC medical research methodology · 2025Article
- Stereotactic radiosurgery for haemorrhagic cerebral cavernous malformation: a multi-institutional, retrospective study.Stroke and vascular neurology · 2024Article
- An Association Study of Germline Variants in Bladder Cancer-Related Genes with the Prognosis of Non-Muscle Invasive Bladder Cancer.Bladder cancer (Amsterdam, Netherlands) · 2023Article
- Article
- Application of multiple event analysis as an alternative approach to studying pulmonary exacerbations as an outcome measure.Journal of cystic fibrosis : official journal of the European Cystic Fibrosis Society · 2020Observational
- Coronary calcification as a predictor of cardiovascular mortality in advanced chronic kidney disease: a prospective long-term follow-up study.BMC nephrology · 2019Article
Corrections and comments
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Authors and funding
5 authors.
Funding
Abstract
backgroundComposite endpoints combining several event types of clinical interest often define the primary efficacy outcome in cardiologic trials. They are commonly evaluated as time-to-first-event, thereby following the recommendations of regulatory agencies. However, to assess the patient's full disease burden and to identify preventive factors or interventions, subsequent events following the first one should be considered as well. This is especially important in cohort studies and RCTs with a long follow-up leading to a higher number of observed events per patients. So far, there exist no recommendations which approach should be preferred.
designRecently, the Cardiovascular Round Table of the European Society of Cardiology indicated the need to investigate "how to interpret results if recurrent-event analysis results differ […] from time-to-first-event analysis" (Anker et al., Eur J Heart Fail 18:482-489, 2016). This work addresses this topic by means of a systematic simulation study.
methodsThis paper compares two common analysis strategies for composite endpoints differing with respect to the incorporation of recurrent events for typical data scenarios motivated by a clinical trial.
resultsWe show that the treatment effects estimated from a time-to-first-event analysis (Cox model) and a recurrent-event analysis (Andersen-Gill model) can systematically differ, particularly in cardiovascular trials. Moreover, we provide guidance on how to interpret these results and recommend points to consider for the choice of a meaningful analysis strategy.
conclusionsWhen planning trials with a composite endpoint, researchers, and regulatory agencies should be aware that the model choice affects the estimated treatment effect and its interpretation.
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