Mediation
This page is a placeholder for the detailed mediation guide. The section is included in the association guide now because mediation is a distinct scientific question, not a variant of ordinary regression.
Question
Use mediation when the question is:
Is the association between exposure
Xand outcomeYtransmitted through mediatorM?
For example:
Is the association between an AD PRS and dementia mediated through Braak stage?
Intended Pattern
med <- associate$mediation(
data,
exposure = PRS_AD,
mediator = braaksc,
outcome = demented,
covariates = c(age, sex, PCA)
)The exposure is the variable whose effect is being decomposed. The mediator is the intermediate variable. The outcome is the final phenotype or endpoint.
What Mediation Is Not
Mediation is different from interaction:
| Question | Workflow |
|---|---|
| Does the PRS effect differ by sex? | heterogeneity / interaction |
| Is the PRS effect partly transmitted through pathology? | mediation |
| Is PRS associated with pathology? | direct regression association |
| Does pathology improve prediction? | evaluation or nested comparison |
Returned Object
Mediation results should return a PolyGeniusAssociations object with a mediation-specific summary schema.
Schema
| Column | Meaning |
|---|---|
method |
Mediation method used. |
outcome, exposure, mediator |
Variables defining the mediation pathway. |
effect, effect.type |
Reported effect and high-level type, such as total, direct, indirect, or proportion.mediated. |
estimate, se, lower, upper |
Estimated effect and uncertainty on the method-specific scale. |
statistic, p.value, adj.p.value |
Inference for the effect row. |
n, fit.id |
Analysis sample size and artifact/diagnostic key. |
Added Artifacts
Mediation artifacts are reserved for richer decomposition output, fitted component models, and diagnostics that do not fit into the summary table.
Plotting
Mediation outputs are naturally shown as:
- effect-decomposition tables;
- forest plots of total, direct, and indirect effects;
- pathway diagrams when the object contains enough information.
The detailed plotting guidance will be added with the full mediation workflow.
Status
The mediation guide is under construction. The page is present so users can see where mediation fits in the broader association question map.