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Table 2 Empirical false positive rate and true positive rate results for simulation I (Discrete Populations without Outliers)

From: Robust methods for population stratification in genome wide association studies

Case control

Testing SNP

Trend

GC

PCA

MDS

RPCA-

RPCA-

Difference

Types

    

RHM

PP

S1

Random SNPs

2.67

0.91

0.97

0.97

0.99

0.97

(2 populations, moderate)

Differentiated SNPs

99.85

98.86

1.30

0.90

0.88

0.89

Causal SNPs

48.99

34.13

47.37

47.29

46.92

47.33

S2

Random SNPs

16.56

0.89

1.11

0.92

0.93

0.92

(2 populations, more extreme)

Differentiated SNPs

100.00

100.00

13.60

1.00

1.01

0.99

Causal SNPs

49.91

10.91

33.89

31.76

31.63

31.77

S3

Random SNPs

3.14

0.97

0.94

0.93

0.95

0.92

(3 populations, moderate)

Differentiated SNPs

99.99

99.98

2.24

1.00

1.01

1.00

Causal SNPs

48.18

31.76

45.16

45.08

44.60

45.09

S4

Random SNPs

21.76

0.94

1.45

1.05

1.05

1.06

(3 populations, more extreme)

Differentiated SNPs

100.00

100.00

41.78

0.96

0.95

0.96

Causal SNPs

50.79

8.42

23.51

19.34

19.13

19.34

  1. aFor random SNPs and differentiated SNPs, the values in the table represent the empirical false positive rates; for causal SNPs, the values in the table represent the empirical true positive rates. The nominal false positive rate is 0.01. Note that the numbers in the table refer to percentages.