Table 1:
Mediation effect size and Sample size | Method | Cluster Size = 10 × 10 |
Cluster Size = 20 × 20 |
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FDR | sens | spec | FDR | sens | spec | ||
Effect=0.24 n=80 |
BH | 0 | 0.021(0.135) | 1 | 0 | 0.155(0.359) | 1* |
3-step | 0.118(0.247) | 0.371(0.459) | 1* | 0.014(0.101) | 0.296(0.433) | 1* | |
PathL | 0.222(0.245) | 0.490(0.179) | 0.973(0.042) | 0.098(0.018) | 0.365(0.127) | 0.979(0.042) | |
MMO | 0.106(0.188) | 0.955(0.129) | 0.998(0.004) | 0.057(0.116) | 0.950(0.131) | 0.997(0.001) | |
Effect=0.24 n=200 |
BH | 0.017(0.048) | 0.728(0.434) | 1* | 0.001(0.013) | 0.895(0.299) | 1* |
3-step | 0.149(0.162) | 0.952(0.161) | 0.998(0.003) | 0.022(0.24) | 0.974(0.131) | 1* | |
PathL | 0.129(0.102) | 0.740(0.182) | 0.984(0.017) | 0.106(0.125) | 0.629(0.086) | 0.980(0.023) | |
MMO | 0.040(0.084) | 0.994(0.028) | 1* | 0.004(0.020) | 1 | 1* | |
| |||||||
Effect=0.16 n = 80 |
BH | 0 | 0 | 1 | 0 | 0.017(0.128) | 1 |
3-step | 0.082(0.215) | 0.204(0.368) | 1* | 0.009(0.025) | 0.112(0.294) | 1* | |
PathL | 0.208(0.248) | 0.530(0.142) | 0.971(0.046) | 0.106(0.181) | 0.405(0.128) | 0.976(0.043) | |
MMO | 0.136(0.208) | 0.950(0.154) | 0.997(0.005) | 0.124(0.129) | 0.937(0.152) | 0.993(0*) | |
Effect=0.16 n = 200 |
BH | 0 | 0.607(0.481) | 1 | 0.004(0.019) | 0.758(0.409) | 1* |
3-step | 0.114(0.160) | 0.899(0.207) | 0.998(0.003) | 0.037(0.082) | 0.946(0.189) | 0.998(0.005) | |
PathL | 0.086(0.193) | 0.460(0.135) | 0.993(0.015) | 0.036(0.095) | 0.379(0.141) | 0.996(0.009) | |
MMO | 0.041(0.076) | 1 | 1* | 0.047(0.078) | 1 | 0.998(0.004) | |
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Effect=−0.24 n = 200 |
BH | 0* | 0.763(0.420) | 1 | 0.007(0.027) | 0.863(0.341) | 1* |
3-step | 0.003(0.019) | 0.150(0.359) | 0.999(0.003) | 0.0002(0.002) | 0.111(0.313) | 1* | |
PathL | 0.167(0.214) | 0.630(0.134) | 0.981(0.027) | 0.057(0.121) | 0.445(0.107) | 0.993(0.016) | |
MMO | 0.030(0.099) | 0.999(0.009) | 0.999(0.002) | 0.023(0.070) | 0.993(0.057) | 0.999(0.004) | |
| |||||||
p, q = 300 Effect=0.16 Cluster Size = 30 × 30 |
Sample size = 200 |
Sample size = 80 |
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BH | 0.017(0.060) | 0.504(0.492) | 1* | 0 | 0 | 1 | |
3-step | 0.131(0.155) | 0.712(0.437) | 0.999(.0002) | 0.025(0.033) | 0.096(0.287) | 1* | |
PathL | 0.087(0.084) | 0.667(0.096) | 0.993(0.007) | 0.238(0.149) | 0.393(0.113) | 0.985(0.011) | |
MMO | 0.076(0.129) | 0.966(0.106) | 0.999(0.003) | 0.089(0.126) | 0.867(0.219) | 0.999(0.002) |
represents a rounded number.