Table 5.
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. All L = 4 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 | 0.597 | 0.807 | 0.988 | 0.779 | 0.928 | 0.999 | 0.681 | 0.882 | 0.997 |
Q ′ | 0.453 | 0.225 | 0.099 | 0.646 | 0.376 | 0.183 | 0.523 | 0.257 | 0.110 |
Pmin | 0.277 | 0.275 | 0.271 | 0.376 | 0.372 | 0.366 | 0.266 | 0.262 | 0.257 |
MKMR | 0.586 | 0.801 | 0.987 | 0.767 | 0.926 | 0.998 | 0.672 | 0.880 | 0.996 |