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. Author manuscript; available in PMC: 2022 Oct 15.
Published in final edited form as: Stat Med. 2021 Jun 21;40(23):5025–5045. doi: 10.1002/sim.9109

TABLE 2.

Average causal effect estimates, estimated SEs, root mean squared errors, empirical Type I error rates (𝜃 = 0), and empirical coverage (𝜃 = 0.3) for the three simulation scenarios and a variety of MR methods

Causal effect 𝜽 = 0 Causal effect 𝜽 = 0.3


Method Mean SE RMSE Type I Mean SE RMSE Coverage
Balanced pleiotropy
IVW 0.000 0.022 0.022 0.057 0.296 0.022 0.023 0.942
MR-Egger −0.003 0.065 0.065 0.055 0.265 0.066 0.077 0.912
Median 0.000 0.010 0.010 0.061 0.294 0.012 0.014 0.915
Mode 0.000 0.016 0.012 0.011 0.288 0.020 0.019 0.954
Lasso 0.000 0.007 0.007 0.089 0.296 0.008 0.010 0.861
MR-Presso 0.000 0.007 0.008 0.086 0.296 0.010 0.012 0.884
MR-Raps 0.000 0.019 0.019 0.048 0.300 0.020 0.020 0.951
ConMix 0.000 0.008 0.218 0.298 0.011 0.778
JAM-MR 0.000 0.007 0.008 0.074 0.294 0.009 0.013 0.851
Oracle 0.000 0.007 0.007 0.045 0.296 0.008 0.009 0.919
Directional pleiotropy, InSIDE satisfied
IVW 0.208 0.019 0.208 1.000 0.503 0.019 0.204 0.000
MR-Egger 0.000 0.056 0.058 0.067 0.264 0.057 0.068 0.910
Median 0.052 0.011 0.053 0.999 0.358 0.013 0.059 0.008
Mode 0.000 0.014 0.011 0.012 0.290 0.018 0.017 0.961
Lasso 0.028 0.007 0.029 0.948 0.339 0.008 0.041 0.021
MR-Presso 0.077 0.011 0.078 1.000 0.396 0.013 0.098 0.000
MR-Raps 0.170 0.019 0.171 1.000 0.472 0.020 0.173 0.000
ConMix 0.001 0.008 0.183 0.302 0.011 0.771
JAM-MR 0.005 0.007 0.009 0.106 0.301 0.009 0.012 0.897
Oracle 0.000 0.007 0.006 0.044 0.296 0.008 0.009 0.919
Directional pleiot ropy, InSIDE violated
IVW 0.372 0.022 0.372 1.000 0.668 0.023 0.369 0.000
MR-Egger 0.705 0.060 0.707 1.000 0.978 0.062 0.680 0.000
Median 0.167 0.018 0.175 1.000 0.496 0.021 0.204 0.000
Mode 0.000 0.017 0.011 0.016 0.288 0.016 0.018 0.929
Lasso 0.045 0.008 0.047 0.996 0.366 0.009 0.068 0.000
MR-Presso 0.204 0.017 0.206 1.000 0.517 0.018 0.218 0.000
MR-Raps 0.338 0.024 0.339 1.000 0.640 0.024 0.340 0.000
ConMix 0.001 0.009 0.220 0.299 0.010 0.813
JAM-MR 0.002 0.007 0.008 0.074 0.296 0.009 0.011 0.899
Oracle 0.000 0.007 0.007 0.053 0.296 0.008 0.009 0.919