From: Effects of normalization on quantitative traits in association test
 | True Positive Rate | False Positive Rate | Displacement | |||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
 | 1000 | 2000 | 4000 | 8000 | 1000 | 2000 | 4000 | 8000 | 1000 | 2000 | 4000 | 8000 |
Normal | 4.27 | 18.26 | 43.59 | 50.86 | 0.03 | 0.11 | 0.10 | 0.21 | 24.03 | 17.11 | 15.06 | 10.04 |
Left-skew | 5.98 | 18.26 | 47.86 | 53.45 | 0.09 | 0.07 | 0.16 | 0.17 | 23.45 | 15.25 | 14.24 | 9.01 |
Right-skew | 3.42 | 20.00 | 41.88 | 51.72 | 0.04 | 0.11 | 0.10 | 0.22 | 24.16 | 17.57 | 15.15 | 10.28 |
Bimodal | 2.56 | 10.43 | 35.04 | 44.83 | 0.03 | 0.09 | 0.09 | 0.17 | 26.32 | 19.16 | 16.14 | 11.31 |
Normal - Log | 5.98 | 18.26 | 47.86 | 53.45 | 0.09 | 0.07 | 0.16 | 0.17 | 23.45 | 15.25 | 14.24 | 9.01 |
Normal - ilog | 7.69 | 27.83 | 50.43 | 57.76 | 0.17 | 0.21 | 0.18 | 0.37 | 21.91 | 15.87 | 13.51 | 9.55 |
Normal - boxcox | 5.13 | 18.26 | 44.44 | 50.86 | 0.04 | 0.10 | 0.12 | 0.20 | 23.73 | 16.87 | 14.81 | 10.02 |
Normal - rank | 14.53 | 36.52 | 57.27 | 65.52 | 0.08 | 0.17 | 0.24 | 0.44 | 18.97 | 12.50 | 11.65 | 6.65 |
Left-skew - log | 7.69 | 22.61 | 50.43 | 56.03 | 0.10 | 0.07 | 0.22 | 0.20 | 23.08 | 14.50 | 13.44 | 8.16 |
Left-skew - ilog | 5.13 | 19.13 | 45.3 | 54.31 | 0.05 | 0.09 | 0.15 | 0.19 | 23.46 | 16.08 | 14.43 | 9.58 |
Left-skew - boxcox | 5.13 | 18.26 | 43.59 | 50.00 | 0.05 | 0.08 | 0.11 | 0.17 | 23.97 | 16.87 | 14.71 | 10.06 |
Left-skew - rank | 14.53 | 36.52 | 57.27 | 65.52 | 0.08 | 0.17 | 0.24 | 0.44 | 18.97 | 12.50 | 11.65 | 6.65 |
Right-skew - log | 5.13 | 16.52 | 41.88 | 49.14 | 0.04 | 0.08 | 0.12 | 0.17 | 23.99 | 17.09 | 14.83 | 10.21 |
Right-skew - ilog | 3.42 | 22.61 | 43.59 | 51.72 | 0.05 | 0.11 | 0.10 | 0.23 | 23.98 | 17.63 | 15.17 | 10.41 |
Right-skew - boxcox | 4.27 | 16.52 | 41.88 | 50.86 | 0.03 | 0.09 | 0.10 | 0.21 | 24.2 | 17.23 | 15.11 | 10.13 |
Right-skew - rank | 14.53 | 36.52 | 57.27 | 65.52 | 0.08 | 0.17 | 0.24 | 0.44 | 18.97 | 12.50 | 11.65 | 6.65 |
Bimodal - log | 4.27 | 13.91 | 41.88 | 47.41 | 0.08 | 0.05 | 0.13 | 0.15 | 25.32 | 16.84 | 14.91 | 10.35 |
Bimodal - ilog | 2.56 | 11.30 | 35.90 | 45.69 | 0.04 | 0.10 | 0.08 | 0.19 | 26.25 | 19.35 | 16.26 | 11.35 |
Bimodal - boxcox | 2.56 | 12.17 | 36.75 | 44.83 | 0.04 | 0.08 | 0.08 | 0.17 | 25.71 | 18.07 | 15.48 | 10.8 |
Bimodal - rank | 14.53 | 36.52 | 57.27 | 65.52 | 0.08 | 0.17 | 0.24 | 0.44 | 18.97 | 12.50 | 11.65 | 6.65 |