Table 2. Estimated family-wise error rate for all methods under different null models, using a significance threshold of 0.05.
Model 1 | Adaptive | Static | Logistic | Marginal+logistic | CSS+logistic | R2+logistic | LD-contrast | Sixpac | MB-MDR |
---|---|---|---|---|---|---|---|---|---|
No association | 0.005 | 0.005 | 0.005 | 0.015 | 0.02 | 0.015 | 0.045 | 0.005 | 0.015 |
Single 2 | 0 | 0 | 0.02 | 0.015 | 0.025 | 0.05 | 0.045 | 0.005 | 0.02 |
Double 3 :identity | 0.02 | 0.025 | 0.275 | 0.355 | 0.145 | 0.075 | 0.08 | 0.22 | 0.31 |
Double:log | 0.01 | 0.01 | 0.025 | 0.035 | 0.035 | 0.035 | 0.03 | 0.01 | 0.035 |
Double:odds | 0.035 | 0.02 | 0.955 | 0.975 | 0.54 | 0.16 | 0.66 | 0.985 | 0.99 |
Double:logit | 0.015 | 0.015 | 0.04 | 0.03 | 0.035 | 0.07 | 0.035 | 0.005 | 0.035 |
Double:log-compl | 0.03 | 0.025 | 0.03 | 0.045 | 0.035 | 0.035 | 0.03 | 0.01 | 0.04 |
Multi 4 :10 | 0.15 | 0.015 | 0.035 | 0.03 | 0.025 | 0.05 | 0.055 | 0.015 | 0.06 |
Multi:20 | 0.145 | 0.015 | 0.025 | 0.05 | 0.025 | 0.07 | 0.055 | 0.005 | 0.055 |
Multi:30 | 0.135 | 0.035 | 0.01 | 0.03 | 0.03 | 0.025 | 0.045 | 0 | 0.015 |
1 Model from which data was generated
2 Single main association
3 Double main association
4 Multivariate additive GLM