Table 7: Simulation results of GLRT.
Marginal Count |
n.j |
rr |
Power |
Sensitivity |
FDR |
Scenario 1: Select one signal in one drug with marginal total as 28,216 or 4,362 |
|||||
28216 |
500 |
3 |
0.073 |
0.13 |
0.0565 |
28216 |
1500 |
3 |
0.315 |
0.278 |
0.0442 |
28216 |
3000 |
3 |
0.83 |
0.753 |
0.044 |
28216 |
5000 |
3 |
0.992 |
0.983 |
0.0368 |
28216 |
8000 |
3 |
1 |
1 |
0.0257 |
28216 |
12000 |
1 |
0.061 |
NA |
0.053 |
28216 |
12000 |
2 |
0.758 |
0.751 |
0.043 |
28216 |
12000 |
3 |
1 |
1 |
0.0351 |
28216 |
12000 |
5 |
1 |
1 |
0.0326 |
28216 |
12000 |
7 |
1 |
1 |
0.0316 |
4362 |
12000 |
1 |
0.077 |
NA |
0.077 |
4362 |
12000 |
2 |
0.084 |
0.005 |
0.090 |
4362 |
12000 |
3 |
0.152 |
0.079 |
0.073 |
4362 |
12000 |
4 |
0.50 |
0.364 |
0.0569 |
4362 |
12000 |
5 |
1 |
1 |
0.0393 |
4362 |
12000 |
7 |
1 |
1 |
0.0397 |
Scenario 2: Randomly select 30 common signals with homogenerous rr |
|||||
NA |
AS |
1 |
0.062 |
NA |
0.064 |
NA |
AS |
2 |
0.744 |
0.02107 |
0.0381 |
NA |
AS |
3 |
1 |
0.1347 |
0.0057 |
NA |
AS |
5 |
1 |
0.4794 |
0.0014 |
NA |
AS |
7 |
1 |
0.7315 |
0.0011 |
NA |
AS |
9 |
1 |
0.8520 |
0.0009 |
Scenario 3: Randomly select 30 signals (not necessarily common) with homogenerous rr |
|||||
NA |
AS |
1 |
0.085 |
NA |
0.081 |
NA |
AS |
2 |
0.80 |
0.0163 |
0.0293 |
NA |
AS |
3 |
1 |
0.1426 |
0.0050 |
NA |
AS |
5 |
1 |
0.4450 |
0.0018 |
NA |
AS |
7 |
1 |
0.6829 |
0.0013 |
NA |
AS |
9 |
1 |
0.8018 |
0.0010 |
Scenario 4: Randomly select 30 signals with inhomogenerous rr |
|||||
NA |
AS |
1 |
0.056 |
NA |
0 |
NA |
AS |
3 |
1 |
0.93912 |
0.0009 |
NA |
AS |
5 |
1 |
0.98467 |
0.006 |
NA |
AS |
7 |
1 |
0.99887 |
0.018 |
AS: Actual sample size; NA: Not applicable.