Table 1.
Statistical mixture methods addressing research questions
Research questions | LASSO and ENET | SPCA | WQS | BKMR | BART |
---|---|---|---|---|---|
Chemical variable selection | X | X (PCs) | X (Weight) | X (PIP) | X (threshold) |
Interactions | X | X | X | ||
Cumulative impact | X | X | X | X | |
Nonlinear dose response | X | X | X |
Abbreviations: PCs, Principal Components; PIP, Posterior Inclusion Probability