Table 2.
The mean of , mean of estimated standard error of , and standard deviation of across simulation repetitions for the set-valued (SV) and logistic regression (LG and oLG) methods based on 1000 simulations*.
LG | oLG | SV | ||||||||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
θ | SM | DM |
|
|
|
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Rand, pA=0.0075 | ||||||||||||||||||||
0 | LGsimu | H0 | 0.02 | 0.391 | 0.409 | 0.051 | 0.049 | 0.005 | 0.367 | 0.387 | 0.013 | 0.012 | 0.0017 | 0.219 | 0.231 | 0.008 | 0.007 | |||
0.5 | LGsimu | ADD | 0.535 | 0.398 | 0.402 | 1.344 | 1.329 | 0.514 | 0.353 | 0.354 | 1.456 | 1.452 | 0.3039 | 0.212 | 0.213 | 1.43 | 1.426 | |||
2 | LGsimu | ADD | 2.229 | 2.711 | 1.336 | 0.822 | 1.669 | 2.009 | 0.366 | 0.374 | 5.49 | 5.374 | 1.1942 | 0.218 | 0.222 | 5.478 | 5.373 | |||
0 | SVsimu | H0 | −0.02 | 0.409 | 0.408 | −0.05 | −0.05 | −0.026 | 0.372 | 0.386 | −0.07 | −0.07 | −0.016 | 0.221 | 0.229 | −0.073 | −0.071 | |||
0.5 | SVsimu | ADD | 0.84 | 0.44 | 0.47 | 1.91 | 1.789 | 0.807 | 0.361 | 0.377 | 2.236 | 2.139 | 0.4834 | 0.217 | 0.226 | 2.231 | 2.139 | |||
2 | SVsimu | ADD | 6.953 | 83.61 | 5.785 | 0.083 | 1.202 | 3.442 | 0.711 | 0.648 | 4.841 | 5.31 | 2.0333 | 0.284 | 0.303 | 7.15 | 6.709 | |||
Rand, pA=0.2 | ||||||||||||||||||||
0 | LGsimu | H0 | −0.003 | 0.082 | 0.082 | −0.04 | −0.04 | −0.004 | 0.078 | 0.078 | −0.06 | −0.06 | −0.003 | 0.047 | 0.047 | −0.064 | −0.064 | |||
0.5 | LGsimu | ADD | 0.502 | 0.085 | 0.087 | 5.941 | 5.798 | 0.5 | 0.076 | 0.077 | 6.566 | 6.477 | 0.2976 | 0.045 | 0.046 | 6.555 | 6.475 | |||
2 | LGsimu | ADD | 2.003 | 0.124 | 0.128 | 16.2 | 15.66 | 1.995 | 0.093 | 0.093 | 21.43 | 21.35 | 1.179 | 0.051 | 0.053 | 23.3 | 22.13 | |||
0 | SVsimu | H0 | 1E-03 | 0.086 | 0.086 | 0.011 | 0.011 | 1E-06 | 0.079 | 0.078 | 1E-4 | 1E-4 | −2E-4 | 0.047 | 0.046 | −0.004 | −0.004 | |||
0.5 | SVsimu | ADD | 0.833 | 0.095 | 0.095 | 8.781 | 8.779 | 0.837 | 0.079 | 0.08 | 10.57 | 10.52 | 0.5012 | 0.047 | 0.047 | 10.76 | 10.57 | |||
2 | SVsimu | ADD | 3.581 | 0.221 | 0.214 | 16.19 | 16.73 | 3.418 | 0.132 | 0.129 | 25.84 | 26.59 | 2.0031 | 0.068 | 0.072 | 29.58 | 27.97 | |||
Same, pA=0.0075 | ||||||||||||||||||||
0 | LGsimu | H0 | 0.05 | 0.42 | 0.433 | 0.12 | 0.116 | 0.017 | 0.348 | 0.355 | 0.05 | 0.049 | 0.0103 | 0.211 | 0.216 | 0.049 | 0.048 | |||
0.5 | LGsimu | ADD | 0.632 | 0.717 | 0.631 | 0.882 | 1.002 | 0.506 | 0.329 | 0.332 | 1.538 | 1.523 | 0.3091 | 0.2 | 0.202 | 1.543 | 1.532 | |||
2 | LGsimu | ADD | 3.042 | 17.62 | 3.062 | 0.173 | 0.993 | 1.939 | 0.338 | 0.333 | 5.74 | 5.816 | 1.174 | 0.195 | 0.193 | 6.035 | 6.091 | |||
0 | SVsimu | H0 | 0.004 | 0.442 | 0.46 | 0.009 | 0.008 | −0.002 | 0.362 | 0.369 | −5E-3 | −4E-3 | −8E-4 | 0.217 | 0.221 | −0.004 | −0.004 | |||
0.5 | SVsimu | ADD | 0.946 | 1.116 | 0.806 | 0.848 | 1.174 | 0.819 | 0.345 | 0.353 | 2.371 | 2.317 | 0.4936 | 0.206 | 0.21 | 2.392 | 2.348 | |||
2 | SVsimu | ADD | 8.881 | 140.8 | 6.375 | 0.063 | 1.393 | 3.368 | 0.493 | 0.86 | 6.836 | 3.917 | 1.9605 | 0.263 | 0.29 | 7.454 | 6.759 | |||
Same, pA=0.2 | ||||||||||||||||||||
0 | LGsimu | H0 | −0.003 | 0.087 | 0.089 | −0.04 | −0.04 | −0.005 | 0.074 | 0.074 | −0.07 | −0.07 | −0.003 | 0.045 | 0.045 | −0.071 | −0.071 | |||
0.5 | LGsimu | ADD | 0.548 | 0.091 | 0.089 | 6.011 | 6.169 | 0.5 | 0.073 | 0.072 | 6.853 | 6.92 | 0.3035 | 0.044 | 0.044 | 6.895 | 6.963 | |||
2 | LGsimu | ADD | 2.042 | 0.131 | 0.128 | 15.65 | 15.93 | 1.979 | 0.092 | 0.092 | 21.46 | 21.56 | 1.1699 | 0.05 | 0.052 | 23.37 | 22.39 | |||
0 | SVsimu | H0 | −0.002 | 0.092 | 0.093 | −0.03 | −0.03 | −1E-03 | 0.076 | 0.077 | −0.01 | −0.01 | −6E-04 | 0.046 | 0.046 | −0.014 | −0.014 | |||
0.5 | SVsimu | ADD | 0.871 | 0.101 | 0.098 | 8.615 | 8.866 | 0.833 | 0.078 | 0.075 | 10.68 | 11.04 | 0.4999 | 0.046 | 0.045 | 10.91 | 11.2 | |||
2 | SVsimu | ADD | 3.337 | 0.22 | 0.205 | 15.14 | 16.31 | 3.273 | 0.127 | 0.119 | 25.73 | 27.4 | 1.9147 | 0.064 | 0.066 | 29.7 | 28.93 |
n=2000 and 1998 for Rand and Same sampling schema.
: The mean of for 1000 replicates; : The mean of estimated standard error of for 1000 replicates; : The empirical standard deviation of for 1000 replicates; pA is minor allele frequency of SNP; θ is the association coefficient of SNP with outcome; SM is simulation model; DM is disease model representing the underlying genetic disease model. LG stands for logistic regression model on the regrouped binary outcome (recoding as 0 or greater than 0); SV stands for the set-valued method; oLG stands for ordered logistic regression method; oPRB is the usual probit model with IRWLS estimation algorithm.