Table 2.
P -values of the F-approximation based on Pillai−Bartlett trace | |||||||
---|---|---|---|---|---|---|---|
Basis of both GVF and βℓ(t) | Basis of beta-smooth only | Multivariate Linear Model (1) |
P-values of SKAT-O |
||||
Traits | B-spline basis | Fourier basis | FPCA | B-spline basis | Fourier basis | ||
A | 1.73 × 10−13 | 7.89 × 10−13 | 1.54 × 10−15 | 1.73 × 10−13 | 7.89 × 10−13 | 2.84 × 10−12 | 2.16 × 10−10 |
B | 3.44 × 10−13 | 1.80 × 10−11 | 1.58 × 10−13 | 3.44 × 10−13 | 1.80 × 10−11 | 1.23 × 10−10 | 2.72 × 10−5 |
C | 1.11 × 10−11 | 9.91 × 10−10 | 8.67 × 10−11 | 1.11 × 10−11 | 9.91 × 10−10 | 3.78 × 10−9 | 1.25 × 10−5 |
(A, B) | 2.14 × 10−20 | 3.14 × 10−18 | 3.00 × 10−21 | 2.14 × 10−20 | 3.14 × 10−18 | 7.67 × 10−17 | X |
(A, C) | 1.08 × 10−17 | 9.53 × 10−16 | 9.29 × 10−18 | 1.08 × 10−17 | 9.53 × 10−16 | 4.46 × 10−15 | X |
(B, C) | 6.54 × 10−15 | 9.51 × 10−12 | 1.19 × 10−14 | 6.54 × 10−15 | 9.51 × 10−12 | 1.05 × 10−10 | X |
(A, B, C) | 2.30 × 10−21 | 5.87 × 10−18 | 3.74 × 10−21 | 2.30 × 10−21 | 5.87 × 10−18 | 1.56 × 10−16 | X |
Notes: The associations that attain a threshold significance of P < 3.1 × 10−6 are highlighted in bold [Liu et al. 2014]. The results of “Basis of both GVF and βℓ(t)” were based on smoothing both GVF and genetic effect functions βℓ(t) of model (7), the results of “FPCA Approach” were based on FPCA approach of model (8), the results of “Basis of beta-Smooth Only” were based on smoothing βℓ(t) only approach of model (3), and the P -values of SKAT-O were based of R Package SKAT. GVF, genetic variant function