Table 1.
Performance of inverse-variance weighted and MR-Egger regression estimates in simulation study for two-sample Mendelian randomization with a null (β = 0) and a positive (β = 0.05) causal effect. All tests are performed at 5% significance level
Inverse-variance weighted |
MR-Egger regression |
|||||
---|---|---|---|---|---|---|
Mean F | Mean estimate | Power to detect | Mean estimate | Power of | Power to detect | |
N | statistic | (mean SE) | causal effect | (mean SE) | MR-Egger test | causal effect |
No causal effect: β = 0 | ||||||
Scenario (a) no pleiotropy, InSIDE satisfied | ||||||
250 | 10.4 | 0.000 (0.022) | 0.055 | 0.000 (0.047) | 0.052 | 0.052 |
500 | 19.8 | 0.000 (0.015) | 0.050 | 0.000 (0.035) | 0.049 | 0.048 |
750 | 29.2 | 0.000 (0.013) | 0.048 | 0.000 (0.030) | 0.051 | 0.050 |
1000 | 38.6 | 0.000 (0.011) | 0.049 | 0.000 (0.026) | 0.048 | 0.050 |
Scenario (b) balanced pleiotropy, InSIDE satisfied | ||||||
250 | 10.4 | 0.000 (0.024) | 0.052 | 0.001 (0.051) | 0.047 | 0.050 |
500 | 19.8 | 0.000 (0.018) | 0.052 | 0.000 (0.042) | 0.051 | 0.050 |
750 | 29.2 | 0.000 (0.016) | 0.048 | 0.000 (0.037) | 0.053 | 0.049 |
1000 | 38.6 | 0.000 (0.015) | 0.052 | 0.000 (0.034) | 0.047 | 0.047 |
Scenario (c) directional pleiotropy, InSIDE satisfied | ||||||
250 | 10.4 | 0.034 (0.023) | 0.293 | 0.010 (0.049) | 0.089 | 0.055 |
500 | 19.9 | 0.036 (0.017) | 0.530 | 0.005 (0.037) | 0.142 | 0.055 |
750 | 29.2 | 0.036 (0.014) | 0.689 | 0.004 (0.032) | 0.195 | 0.054 |
1000 | 38.7 | 0.037 (0.013) | 0.792 | 0.002 (0.029) | 0.249 | 0.054 |
Scenario (d) directional pleiotropy, InSIDE violated | ||||||
250 | 10.6 | 0.115 (0.026) | 0.989 | 0.037 (0.057) | 0.330 | 0.110 |
500 | 20.2 | 0.119 (0.021) | 1.000 | 0.026 (0.047) | 0.545 | 0.099 |
750 | 29.7 | 0.120 (0.019) | 1.000 | 0.022 (0.043) | 0.651 | 0.088 |
1000 | 39.2 | 0.122 (0.018) | 1.000 | 0.021 (0.041) | 0.727 | 0.086 |
Positive causal effect: β = 0.05 | ||||||
Scenario (a) no pleiotropy, InSIDE satisfied | ||||||
250 | 10.4 | 0.046 (0.022) | 0.498 | 0.039 (0.049) | 0.056 | 0.121 |
500 | 19.8 | 0.048 (0.016) | 0.808 | 0.042 (0.037) | 0.054 | 0.190 |
750 | 29.2 | 0.049 (0.013) | 0.929 | 0.044 (0.031) | 0.055 | 0.274 |
1000 | 38.6 | 0.049 (0.012) | 0.977 | 0.045 (0.027) | 0.053 | 0.347 |
Scenario (b) balanced pleiotropy, InSIDE satisfied | ||||||
250 | 10.4 | 0.046 (0.024) | 0.439 | 0.039 (0.053) | 0.051 | 0.109 |
500 | 19.8 | 0.048 (0.019) | 0.675 | 0.042 (0.043) | 0.054 | 0.155 |
750 | 29.2 | 0.049 (0.016) | 0.810 | 0.044 (0.038) | 0.055 | 0.199 |
1000 | 38.6 | 0.049 (0.015) | 0.881 | 0.045 (0.035) | 0.050 | 0.234 |
Scenario (c) directional pleiotropy, InSIDE satisfied | ||||||
250 | 10.4 | 0.080 (0.024) | 0.890 | 0.048 (0.051) | 0.110 | 0.148 |
500 | 19.9 | 0.084 (0.018) | 0.995 | 0.047 (0.039) | 0.174 | 0.215 |
750 | 29.2 | 0.085 (0.015) | 1.000 | 0.048 (0.034) | 0.227 | 0.276 |
1000 | 38.7 | 0.085 (0.013) | 1.000 | 0.047 (0.030) | 0.278 | 0.321 |
Scenario (d) directional pleiotropy, InSIDE violated | ||||||
250 | 10.6 | 0.161 (0.029) | 1.000 | 0.074 (0.061) | 0.359 | 0.226 |
500 | 20.2 | 0.167 (0.023) | 1.000 | 0.066 (0.050) | 0.562 | 0.261 |
750 | 29.7 | 0.169 (0.020) | 1.000 | 0.065 (0.045) | 0.661 | 0.290 |
1000 | 39.2 | 0.171 (0.019) | 1.000 | 0.065 (0.042) | 0.731 | 0.316 |
SE, standard error.