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v1.0.0.0 Jumentier et al. 2023

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@FloPittion FloPittion released this 13 Mar 17:32
· 144 commits to main since this release

This version corresponds to the one proposed in Jumentier et al. 2023. "High-Dimensional Mediation Analysis: A New Method Applied to Maternal Smoking, Placental DNA Methylation, and Birth Outcomes"

  • Step 1. Evaluating associations between exposure, mediators and outcome, using a latent factor mixed models, using "mEWAS" function

  • Step 2. Identifying potential CpG mediators and aggregated mediator regions, combining the significance values Px and Py of each previous association to compute a P-value for each CpG, with "max2" function.

  • Step 3. Quantifying indirect effects with single and multiple mediators with "wrap_mediation" and "est_oie" functions

  • Extra functions allow to use AMR (aggregated mediator regions) instead of single CpG with "combp2", "AMR_search" and "AMR_build" functions