Table 2. Power of META-GSA, pooledGWAS-GSA and SPP across all studies, based on 100 genes with 1 marker each.
patterns of true marker-phenotype associations | |||||||
---|---|---|---|---|---|---|---|
scenario no. | RRs in GS of interest | RRs in complementary GS´ | no. studies | SPP | pooledGWAS-GSA | META-GSA | |
H 0 : F(RR|GS) = F(RR|GS´) | |||||||
1 | no gene is associated at all | 10x1 | 90x1 | 10 | 5.6% | 3.7% | 4.4% |
2 | all genes are associated | 10x1.2 | 90x1.2 | 10 | 5.2% | 5.5% | 7.0% |
3 | all genes are associated | 10x1.5 | 90x1.5 | 10 | 6.0% | 5.6% | 4.8% |
H A : RR>1 only in GS / F(RR|GS)≠F(RR|GS´) | |||||||
4 | ½ the genes in GS are associated | 5x1 5x1.1 | 90x1 | 10 | 5.4% | 6.7% | 9.2% |
5 | 5x1 5x1.2 | 90x1 | 10 | 9.4% | 9.5% | 26.4% | |
6 | 5x1 5x1.3 | 90x1 | 10 | 21.0% | 20.7% | 48.8% | |
7 | 5x1 5x1.4 | 90x1 | 10 | 29.6% | 31.3% | 58.0% | |
8 | 5x1 5x1.5 | 90x1 | 10 | 36.8% | 56.4% | 58.8% | |
H A : RR>1 only in GS / F(RR|S)≠F(RR|NS)–increasing number of studies | |||||||
9 | 5x1 5x1.5 | 90x1 | 2 | 16.0% | 12.7% | 24.4% | |
10 | 5x1 5x1.5 | 90x1 | 3 | 16.8% | 15.9% | 31.2% | |
11 | 5x1 5x1.5 | 90x1 | 4 | 27.2% | 21.3% | 41.8% | |
12 | 5x1 5x1.5 | 90x1 | 5 | 27.8% | 25.0% | 45.0% | |
13 | 5x1 5x1.5 | 90x1 | 6 | 28.4% | 30.2% | 47.4% | |
14 | 5x1 5x1.5 | 90x1 | 7 | 31.8% | 38.2% | 50.4% | |
15 | 5x1 5x1.5 | 90x1 | 8 | 34.4% | 40.9% | 54.4% | |
16 | 5x1 5x1.5 | 90x1 | 9 | 35.6% | 47.2% | 55.2% | |
H A /H 0 : mixed structured GS | |||||||
17 | HA: assoc. genes in GS only | 5x1 4x1.2 1x1.5 | 90x1 | 10 | 17.0% | 16.1% | 35.6% |
18 | HA: GS dominates GS’ | 5x1 4x1.2 1x1.5 | 63x1 18x1.2 9x1.5 | 10 | 11.0% | 11.4% | 5.8% |
19 | HA: GS is dominated § by GS‘ | 5x1 4x1.2 1x1.5 | 41x1 32x1.2 17x1.5 | 10 | 8.4% | 1.7% | 1.6% |
20 | H0: same prop. of genes are associated in GS and GS’ | 5x1 4x1.2 1x1.5 | 45x1 36x1.2 9x1.5 | 10 | 4.4% | 4.7% | 3.0% |
Given a true type I error of 5%, the observed type I error may range from 3% to 7% (95% random dispersion interval for 500 simulations). Given a true power of 50%, the observed power may range from 45% to 54% (95% random dispersion interval for 500 simulations).
§ Truly associated genes are more frequent in GS’ than in GS.