Table 1.
TPR and FDP for the four true mediators (M1–M4)
| Settings | MT methodsa |
CONF methodsb* |
TPR | Overall TPR | FDP | |||
|---|---|---|---|---|---|---|---|---|
| M1= 0.16 |
M2= 0.20 |
M3= 0.25 |
M4= 0.30 |
|||||
|
n = 300, p = 1000 |
HIMA | RA | 0.2340 | 0.2740 | 0.4820 | 0.4880 | 0.3695 | 0.0027 |
| PSR | 0.1980 | 0.2260 | 0.4380 | 0.4340 | 0.3240 | 0.0031 | ||
| IPW | 0.2000 | 0.2060 | 0.3760 | 0.4120 | 0.2985 | 0.0050 | ||
| OW | 0.1860 | 0.2000 | 0.4140 | 0.4080 | 0.3020 | 0.0033 | ||
| mHIMA2 | RA | 0.3298 | 0.3510 | 0.6004 | 0.5962 | 0.4693 | 0.0144 | |
| PSR | 0.4754 | 0.5246 | 0.7295 | 0.7520 | 0.6204 | 0.0670 | ||
| IPW | 0.5071 | 0.5253 | 0.7333 | 0.7394 | 0.6263 | 0.0909 | ||
| OW | 0.5396 | 0.5375 | 0.7546 | 0.7789 | 0.6526 | 0.0905 | ||
|
n = 300, p = 10,000 |
HIMA | RA | 0.2660 | 0.2680 | 0.4540 | 0.4940 | 0.3705 | 0.0185 |
| PSR | 0.2160 | 0.2280 | 0.4040 | 0.4460 | 0.3235 | 0.0046 | ||
| IPW | 0.2020 | 0.1820 | 0.3640 | 0.4080 | 0.2890 | 0.0120 | ||
| OW | 0.1960 | 0.2100 | 0.3840 | 0.4180 | 0.3020 | 0.0082 | ||
| mHIMA2 | RA | 0.3550 | 0.3203 | 0.5649 | 0.5758 | 0.4540 | 0.0141 | |
| PSR | 0.4714 | 0.4857 | 0.6776 | 0.6918 | 0.5816 | 0.0539 | ||
| IPW | 0.5051 | 0.5030 | 0.6707 | 0.7131 | 0.5980 | 0.0800 | ||
| OW | 0.5466 | 0.5344 | 0.7328 | 0.7672 | 0.6452 | 0.0834 | ||
|
n = 500, p = 1000 |
HIMA | RA | 0.5440 | 0.5860 | 0.8380 | 0.8740 | 0.7105 | 0.0007 |
| PSR | 0.5140 | 0.5420 | 0.8160 | 0.8480 | 0.6800 | 0.0022 | ||
| IPW | 0.4540 | 0.4480 | 0.7280 | 0.7420 | 0.5930 | 0.0025 | ||
| OW | 0.4800 | 0.4880 | 0.7680 | 0.7880 | 0.6310 | 0.0024 | ||
| mHIMA2 | RA | 0.6579 | 0.6984 | 0.8927 | 0.9170 | 0.7915 | 0.0076 | |
| PSR | 0.8060 | 0.8180 | 0.9400 | 0.9540 | 0.8795 | 0.0487 | ||
| IPW | 0.8377 | 0.8297 | 0.9198 | 0.9599 | 0.8868 | 0.0679 | ||
| OW | 0.8620 | 0.8520 | 0.9480 | 0.9760 | 0.9095 | 0.0629 | ||
|
n = 500, p = 10,000 |
HIMA | RA | 0.5440 | 0.5640 | 0.8460 | 0.8360 | 0.6975 | 0.0050 |
| PSR | 0.5160 | 0.5360 | 0.8220 | 0.8020 | 0.6690 | 0.0000 | ||
| IPW | 0.4140 | 0.4480 | 0.7280 | 0.7220 | 0.5780 | 0.0026 | ||
| OW | 0.4520 | 0.4900 | 0.7920 | 0.7720 | 0.6265 | 0.0016 | ||
| mHIMA2 | RA | 0.6451 | 0.6326 | 0.8852 | 0.8664 | 0.7573 | 0.0109 | |
| PSR | 0.8116 | 0.8196 | 0.9519 | 0.9479 | 0.8828 | 0.0657 | ||
| IPW | 0.8096 | 0.8236 | 0.9419 | 0.9339 | 0.8773 | 0.0774 | ||
| OW | 0.8417 | 0.8717 | 0.9760 | 0.9559 | 0.9113 | 0.0667 | ||
a MT methods denote two different mediation test approaches, including HIMA Zhang et al. and modified HIMA2 Perera et al. (termed mHIMA2)
b CONF methods denote different confounding adjustment methods
* RA denotes regression adjustment. PSR denotes propensity score regression adjustment. IPW denotes inverse probability weighting. OW denotes overlapping weighting