Table 3.
Power of multivariate tests for four continuous traits with pairwise correlation ρ: Q is the proposed MSKAT statistic incorporating the trait correlation, Q′ is the sum of individual trait SKAT statistics, Pmin is the Bonferroni corrected minimum p-value based on the individual trait SKAT significance p-values, and MKMR is the multivariate kernel machine regression approach. Only the first L = 2 traits are associated with the rare variant set. The causal rare variant proportion is θ and their regression coefficient is set as −d log10(MAF). The highest powered tests in each column are bold-faced.
(d, θ) | (0.25,0.25) | (0.2,0.5) | (0.15,0.75) | ||||||
---|---|---|---|---|---|---|---|---|---|
ρ | 0.2 | 0.5 | 0.8 | 0.2 | 0.5 | 0.8 | 0.2 | 0.5 | 0.8 |
Q | 0.147 | 0.294 | 0.749 | 0.223 | 0.427 | 0.896 | 0.156 | 0.326 | 0.854 |
Q ′ | 0.085 | 0.029 | 0.012 | 0.136 | 0.048 | 0.019 | 0.088 | 0.030 | 0.012 |
Pmin | 0.123 | 0.123 | 0.123 | 0.175 | 0.175 | 0.174 | 0.119 | 0.118 | 0.118 |
MKMR | 0.117 | 0.262 | 0.721 | 0.177 | 0.381 | 0.879 | 0.120 | 0.285 | 0.837 |