Table 3.
Sensitivity analysis
| Method | (n1, n2) | γ0 | Mean FNR | SD | Mean FPR | SD |
|---|---|---|---|---|---|---|
| Proposed criterion | (25, 25) | 0.70 | 0.0000 | 0.0000 | 0.0963 | 0.1224 |
| under model (2.5) | 0.80 | 0.0000 | 0.0000 | 0.0202 | 0.0351 | |
| 0.90 | 0.0001 | 0.0023 | 0.0012 | 0.0021 | ||
| SAM (FDR ≤ 0.05) | 0.4290 | 0.1043 | 0.0014 | 0.0015 | ||
| SAM (FDR ≤ 0.10) | 0.2800 | 0.0834 | 0.0040 | 0.0024 | ||
| PERMAX (α = 0.05) | 0.8046 | 0.0556 | 0.0000 | 0.0002 | ||
| PERMAX (α = 0.10) | 0.7428 | 0.0621 | 0.0001 | 0.0003 | ||
| EBarrays (PP > 0.5) | 0.0000 | 0.0000 | 0.9999 | 0.0004 | ||
| EBarrays (PP > 0.7) | 0.0063 | 0.0128 | 0.8935 | 0.1248 | ||
| Proposed criterion | (20, 20) | 0.70 | 0.0000 | 0.0009 | 0.1217 | 0.1408 |
| under model (2.5) | 0.80 | 0.0001 | 0.0013 | 0.0286 | 0.0476 | |
| 0.90 | 0.0002 | 0.0018 | 0.0020 | 0.0040 | ||
| SAM (FDR ≤ 0.05) | 0.5992 | 0.0886 | 0.0011 | 0.0011 | ||
| SAM (FDR ≤ 0.10) | 0.4646 | 0.1042 | 0.0029 | 0.0021 | ||
| PERMAX (α = 0.05) | 0.8980 | 0.0430 | 0.0001 | 0.0003 | ||
| PERMAX (α = 0.10) | 0.8588 | 0.0501 | 0.0001 | 0.0003 | ||
| EBarrays (PP > 0.5) | 0.0001 | 0.0015 | 0.9997 | 0.0006 | ||
| EBarrays (PP > 0.7) | 0.0304 | 0.0381 | 0.6714 | 0.2652 | ||
| Proposed criterion | (10, 10) | 0.70 | 0.0024 | 0.0072 | 0.2145 | 0.2037 |
| under model (2.5) | 0.80 | 0.0058 | 0.0109 | 0.0718 | 0.1004 | |
| 0.90 | 0.0147 | 0.0180 | 0.0100 | 0.0170 | ||
| SAM (FDR ≤ 0.05) | 0.9176 | 0.0469 | 0.0007 | 0.0009 | ||
| SAM (FDR ≤ 0.10) | 0.8909 | 0.0685 | 0.0011 | 0.0012 | ||
| PERMAX (α = 0.05) | 0.9890 | 0.0141 | 0.0000 | 0.0002 | ||
| PERMAX (α = 0.10) | 0.9798 | 0.0194 | 0.0001 | 0.0003 | ||
| EBarrays (PP > 0.5) | 0.0027 | 0.0074 | 0.9970 | 0.0039 | ||
| EBarrays (PP > 0.7) | 0.4563 | 0.1507 | 0.0688 | 0.06111 | ||
| Proposed criterion | (5, 5) | 0.70 | 0.0265 | 0.0269 | 0.2989 | 0.2343 |
| under model (2.5) | 0.80 | 0.0510 | 0.0372 | 0.1301 | 0.1388 | |
| 0.90 | 0.0991 | 0.0478 | 0.0308 | 0.0334 | ||
| SAM (FDR ≤ 0.05) | 0.9724 | 0.0226 | 0.0011 | 0.0011 | ||
| SAM (FDR ≤ 0.10) | 0.9717 | 0.0252 | 0.0011 | 0.0012 | ||
| PERMAX (α = 0.05) | 0.9996 | 0. 0028 | 0.0000 | 0.0002 | ||
| PERMAX (α = 0.10) | 0.9990 | 0.0045 | 0.0001 | 0.0003 | ||
| EBarrays (PP > 0.5) | 0.0209 | 0.0316 | 0.9764 | 0.0335 | ||
| EBarrays (PP > 0.7) | 0.9020 | 0.1032 | 0.0067 | 0.0102 | ||