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Table 1 Simulation results of numbers of TPs, and FPs from different methods (nde = 1000, rep = 3, b = 1.5, diff = c(3,6))

From: A gene selection method for GeneChip array data with small sample sizes

q-value

MBIS

 

SAM-T

    

S0 = 0

20

40

60

80

100

0.05

TP

957

244

0

0

0

0

0

0

 

FP

94

19

0

0

0

0

0

0

 

Est. FP

95

16

      
 

Obs. FDR

0.09

0.07

0

0

0

0

0

0

0.10

TP

976

669

0

0

0

0

0

0

 

FP

203

99

0

0

0

0

0

0

 

Est. FP

211

106

      
 

Obs. FDR

0.17

0.13

0

0

0

0

0

0

0.15

TP

983

821

0

771

835

821

877

891

 

FP

324

228

0

16

26

16

27

26

 

Est. FP

289

232

      
 

Obs. FDR

0.25

0.22

0

0

0.02

0.03

0.02

0.03

0.20

TP

992

896

474

893

910

909

917

932

 

FP

488

379

44

80

92

81

85

75

 

Est. FP

474

388

      
 

Obs. FDR

0.33

0.30

0.08

0.08

0.09

0.08

0.08

0.07

0.25

TP

994

924

704

916

926

929

935

949

 

FP

632

529

116

145

142

134

141

129

 

Est. FP

620

552

      
 

Obs. FDR

0.39

0.36

0.14

0.14

0.13

0.13

0.13

0.12