Longitudinal mediation analysis of time-to-event endpoints in the presence of competing risks

DOI10.1007/s10985-022-09555-7OpenAlexW3039550670MaRDI QIDQ2163811

Stijn Vansteelandt, Tat-Thang Vo, Ruth Hackett, Hilary Davies-Kershaw

Publication date: 11 August 2022

Published in: Lifetime Data Analysis (Search for Journal in Brave)

Full work available at URL: https://arxiv.org/abs/2007.03288

zbMATH Keywords

inverse weightinglongitudinal mediation analysisnatural effect modelsurvival outcome

Mathematics Subject Classification ID

Applications of statistics to biology and medical sciences; meta analysis (62P10) Survival analysis and censored data (62Nxx)

Uses Software

• hierNet
• cmprsk
• medflex
• ipcwswitch

Cites Work

• Doubly Robust Estimation in Missing Data and Causal Inference Models
• A lasso for hierarchical interactions
• Subtleties in the interpretation of hazard contrasts
• Imputation Strategies for the Estimation of Natural Direct and Indirect Effects
• Mediation Analysis with Multiple Mediators
• A Proportional Hazards Model for the Subdistribution of a Competing Risk
• Inference on Treatment Effects after Selection among High-Dimensional Controls

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