What kind of mediators or confounders are often considered in the literature?
When is the crucial period of environmental mixtures on the onset, duration, and/or prognosis of depression?
Which neighborhood definition would be associated with the significant effect of environmental exposures on depression after controlling other factors?
Tentative goals
With PEGS, this study aims to examine effects of the mixture of environmental exposures encompassing climate, air pollution, and green/bluespace on depression
Bayesian Kernel Machine Regression is leveraged to estimate the dose-response surfaces of mixtures
Quick TODO:
Literature review
[x] Previous studies using PEGS data
[ ] Brain inflammation, genotypes, and depression
[ ] List of environmental exposures and covariates used in the literature
[ ] Understanding BKMR and recent advancements inspired by BKMR
Defining a pathway (deliverable): cf. DAG in Fig. 2 from Lowe et al. 2022