Table 1: Summary of GWAS association statistics.
All tests adjust for global ancestry and can be used on binary traits, and all tests except MIX can be implemented with adjustment for additional covariates and use on quantitative traits. For more information on the comparison of ATT, ADM, SUM, and MIX see32. We note that while additional methods exist35–39 we do not focus on them in this work because they do not directly relate to equation 1.
Association Statistic | Statistical Test (H0) | Assumptions on β | Covariates | Degrees of Freedom |
---|---|---|---|---|
ADM | el = 0 | -- | α | 1 |
ATT | β = 0 | β = β1 = β2 | α | 1 |
SNP1 | β = 0 | β = β1 = β2 | l, α | 1 |
MIX | el ∘ β = 0 | β = β1 = β2 | α | 1 |
SUM | β = 0 and el = 0 | β = β1 = β2 | l, α | 2 |
Tractor | β1 = 0 and β2 = 0 | -- | l, α | 2 |