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Speeding up interval estimation for R(2)-based mediation effect of high-dimensional mediators via cross-fitting

Mediation analysis is a useful tool in biomedical research to investigate how molecular phenotypes, such as gene expression, mediate the effect of an exposure on health outcomes. However, commonly used mean-based total mediation effect measures may suffer from cancellation of component-wise mediatio...

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Detalles Bibliográficos
Autores principales: Xu, Zhichao, Li, Chunlin, Chi, Sunyi, Yang, Tianzhong, Wei, Peng
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Cold Spring Harbor Laboratory 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9934518/
https://www.ncbi.nlm.nih.gov/pubmed/36798366
http://dx.doi.org/10.1101/2023.02.06.527391