Hypothesis test of mediation effect in causal mediation model with high‐dimensional continuous mediators

DOI10.1111/biom.12421zbMath1419.62370OpenAlexW1929501557WikidataQ38457129 ScholiaQ38457129MaRDI QIDQ5739264

Wen-Chi Pan, Yen-Tsung Huang

Publication date: 15 July 2016

Published in: Biometrics (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1111/biom.12421

zbMATH Keywords

hypothesis testhigh-dimensional statisticsintegrative genomicsnatural indirect effectmultiple mediationcausal mediation model

Mathematics Subject Classification ID

Applications of statistics to biology and medical sciences; meta analysis (62P10) Generalized linear models (logistic models) (62J12)

Related Items (12)

Joint significance tests for mediation effects of socioeconomic adversity on adiposity via epigenetics ⋮ Heterogeneous indirect effects for multiple mediators using interventional effect models ⋮ High-dimensional causal mediation analysis based on partial linear structural equation models ⋮ Nonlinear mediation analysis with high‐dimensional mediators whose causal structure is unknown ⋮ On optimal two‐stage testing of multiple mediators ⋮ A Simultaneous Likelihood Test for Joint Mediation Effects of Multiple Mediators ⋮ Multimodal neuroimaging data integration and pathway analysis ⋮ Testing Mediation Effects Using Logic of Boolean Matrices ⋮ Mediation analysis method review of high throughput data ⋮ Estimations and Tests for Generalized Mediation Models with High-Dimensional Potential Mediators ⋮ Model-based hypothesis tests for the causal mediation of semi-competing risks ⋮ Sparse principal component based high-dimensional mediation analysis

Cites Work

• Unnamed Item
• Adjusting batch effects in microarray expression data using empirical Bayes methods
• Regularized rank-based estimation of high-dimensional nonparanormal graphical models
• Identification, inference and sensitivity analysis for causal mediation effects
• Joint analysis of SNP and gene expression data in genetic association studies of complex diseases
• Mediation Analysis with Multiple Mediators
• Generalized Causal Mediation Analysis
• Models for Longitudinal Data: A Generalized Estimating Equation Approach
• More powerful genetic association testing via a new statistical framework for integrative genomics
• Causal mediation analysis with multiple mediators
• Variance component testing in generalised linear models with random effects
• A Direct Approach to False Discovery Rates
• The Probability Function of the Product of Two Normally Distributed Variables

This page was built for publication: Hypothesis test of mediation effect in causal mediation model with high‐dimensional continuous mediators