Table 6. The median type I error probabilities and median observed powers of the FNR-based approach in stage one analysis for the five simulation models, given pre-specified multi-testing powers (50%, 60%, 70%, 80%and 90%) and different parameter λ values (10-5, 5×10-5, 10-4, and 10-3), based on 100 replicates.
Pre-specified multi-testing powers | |||||||||||
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50% | 60% | 70% | 80% | 90% | |||||||
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Model (# of causal SNPs) |
Parameter values |
Type I errors |
Observed powers |
Type I errors |
Observed powers |
Type I errors |
Observed powers |
Type I errors |
Observed Powers |
Type I errors |
Observed powers |
Model 1 (5) | λ = 10−5 | 0 | 0.60 | 2.00E-06 | 0.60 | 4.00E-06 | 0.60 | 6.00E-06 | 0.60 | 1.00E-05 | 0.60 |
λ = 5 × 10−5 | 6.00E-06 | 0.60 | 8.00E-06 | 0.60 | 1.20E-05 | 0.60 | 1.60E-05 | 0.60 | 2.20E-05 | 0.60 | |
λ = 10−4 | 1.50E-05 | 0.60 | 2.40E-05 | 0.60 | 3.50E-05 | 0.60 | 4.90E-05 | 0.60 | 6.20E-05 | 0.60 | |
λ = 10−3 | 2.51E-04 | 0.80 | 3.51E-04 | 0.80 | 4.37E-04 | 0.80 | 5.61E-04 | 0.80 | 6.60E-04 | 0.80 | |
Model 2 (10) | λ = 10−5 | 4.00E-06 | 0.50 | 6.00E-06 | 0.50 | 8.00E-06 | 0.50 | 1.20E-05 | 0.60 | 1.60E-05 | 0.60 |
λ = 5 × 10−5 | 1.20E-05 | 0.50 | 1.90E-05 | 0.60 | 3.20E-05 | 0.60 | 4.20E-05 | 0.60 | 5.60E-05 | 0.60 | |
λ = 10−4 | 2.50E-05 | 0.60 | 3.60E-05 | 0.60 | 5.50E-05 | 0.70 | 7.80E-05 | 0.70 | 9.80E-05 | 0.70 | |
λ = 10−3 | 3.31E-04 | 0.70 | 4.76E-04 | 0.80 | 6.11E-04 | 0.80 | 7.75E-04 | 0.80 | 9.38E-04 | 0.80 | |
Model 3 (15) | λ = 10−5 | 8.00E-06 | 0.53 | 1.20E-05 | 0.60 | 1.80E-05 | 0.60 | 2.40E-05 | 0.60 | 3.10E-05 | 0.60 |
λ = 5 × 10−5 | 2.80E-05 | 0.60 | 4.20E-05 | 0.67 | 5.70E-05 | 0.67 | 7.10E-05 | 0.67 | 9.10E-05 | 0.67 | |
λ = 10−4 | 5.10E-05 | 0.67 | 7.10E-05 | 0.67 | 9.50E-05 | 0.67 | 1.20E-04 | 0.67 | 1.49E-04 | 0.67 | |
λ = 10−3 | 3.65E-04 | 0.73 | 5.21E-04 | 0.73 | 6.77E-04 | 0.73 | 8.40E-04 | 0.73 | 1.05E-03 | 0.73 | |
Model 4 (20) | λ = 10−5 | 1.70E-05 | 0.55 | 2.40E-05 | 0.55 | 3.30E-05 | 0.55 | 4.20E-05 | 0.60 | 5.20E-05 | 0.60 |
λ = 5 × 10−5 | 4.50E-05 | 0.60 | 6.20E-05 | 0.60 | 7.90E-05 | 0.65 | 1.00E-04 | 0.65 | 1.21E-04 | 0.65 | |
λ = 10−4 | 7.20E-05 | 0.60 | 9.70E-05 | 0.65 | 1.25E-04 | 0.65 | 1.56E-04 | 0.65 | 1.95E-04 | 0.70 | |
λ = 10−3 | 3.55E-04 | 0.70 | 5.12E-04 | 0.75 | 6.82E-04 | 0.75 | 8.82E-04 | 0.75 | 1.11E-03 | 0.75 | |
Model 5 (25) | λ = 10−5 | 8.00E-06 | 0.40 | 1.30E-05 | 0.44 | 1.80E-05 | 0.48 | 2.40E-05 | 0.48 | 3.20E-05 | 0.52 |
λ = 5 × 10−5 | 3.10E-05 | 0.52 | 4.40E-05 | 0.56 | 5.80E-05 | 0.56 | 7.50E-05 | 0.60 | 9.30E-05 | 0.60 | |
λ = 10−4 | 5.40E-05 | 0.56 | 7.40E-05 | 0.56 | 9.90E-05 | 0.60 | 1.30E-04 | 0.60 | 1.59E-04 | 0.64 | |
λ = 10−3 | 3.91E-04 | 0.68 | 5.42E-04 | 0.68 | 7.22E-04 | 0.72 | 8.86E-04 | 0.72 | 1.10E-03 | 0.72 |
λ: parameter used for estimating number of null hypotheses.