Table 1. Performance of PCgen and residuals-based approaches, averaged over 500 simulated datasets per scenario.
TPR | FPR | TDR | SHD | TPR | FPR | TDR | |
---|---|---|---|---|---|---|---|
Scenario 1 | |||||||
PCgen | 0.647 | 0.006 | 0.981 | 0.442 | 0.982 | 0.026 | 0.995 |
PCres (replicates) | 0.650 | 0.039 | 0.908 | 1.410 | |||
PCres (means) | 0.521 | 0.390 | 0.438 | 3.174 | |||
Scenario 2 | |||||||
PCgen | 0.804 | 0.033 | 0.986 | 1.246 | 0.976 | 0.031 | 0.995 |
PCres (replicates) | 0.819 | 0.073 | 0.939 | 2.320 | |||
PCres (means) | 0.672 | 0.364 | 0.659 | 3.628 | |||
Scenario 3 | |||||||
PCgen | 0.895 | 0.002 | 0.985 | 6.806 | 0.969 | 0.018 | 0.991 |
PCres (replicates) | 0.911 | 0.004 | 0.961 | 9.874 | |||
Scenario 4 | |||||||
PCgen | 0.959 | 0.001 | 0.942 | 27.288 | 0.976 | 0.022 | 0.943 |
PCres (replicates) | 0.962 | 0.001 | 0.940 | 38.410 |
SE for the TPR, FPR, and TDR were between 0.001 and 0.015. SE for the SHD were ∼0.06 (scenarios 1 and 2), 0.18 (scenario 3), and 0.28 (scenario 4). For the performance of other variants of PCgen and PCres in scenarios 1 and 2, see Table S2. In scenario 4, we used PCgen with the RG-test (PCgen-RG-uni); in the other scenarios we used the RC-test, with prior screening (PCgen-RC-screening). All acronyms are explained in Table 1 in File S2. PCres (replicates) and PCres (means) refer to PCres-uni-R and PC-multi-A.