12 Day 2: Group work
Objective of this session
In this session, We will get hands on practice using the Framingham dataset. You will conduct a causal mediation analysis, considering:
- Conduct causal mediation analyses with exposure induced mediator-outcome confounder or multiple mediators
- Conduct sensitivity analyses
- Report the results following the guidelines
We will continue working with the obesity and cardiovascular disease example.
First, reflect on the group work from yesterday and discuss the following questions with your group members:
- Review the assumptions of causal mediation, and discuss the robustness of your estimates
- Are there other mediators than systolic blood pressure?
- Are there interactions between obesity and the mediators?
Re-conduct the mediation analysis and address the discussion points. You can either use the mediation package or CMAverse package.
Re-do the DAG, and investigate the potential pathways
Perform a causal mediation analysis
Conduct a sensitivity analyses for uncontrolled confounding and discuss the results
Write a short report of your mediation models. Focus on item 6,9,10,11,14,15,18,19,20,21,22 in the long Agrema checklist.