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Table 1 Performance evaluation under Study I (Setting 1), (G=5000, 500 DE gene) #

From: Confident difference criterion: a new Bayesian differentially expressed gene selection algorithm with applications

Cut-off

Method

CDE

CCDE

CCEE

FNR

FPR

FDR

FNDR

γ 0

I

796.7(14.5)

466.7(4.7)

4169.9(13.9)

0.067(0.009)

0.073(0.003)

0.414(0.011)

0.008(0.001)

(0.4)

II

864.4(13.8)

499.2(1.1)

4134.8(13.8)

0.002(0.002)

0.081(0.003)

0.422(0.009)

0.000(0.000)

γ 0

I

526.5(9.8)

419.2(6.7)

4392.7(6.9)

0.162(0.013)

0.024(0.002)

0.204(0.011)

0.018(0.001)

(0.6)

II

582.3(7.3)

493.3(3.0)

4411.0(6.9)

0.013(0.006)

0.020(0.002)

0.153(0.010)

0.002(0.001)

FDR

I

296.4(13.7)

283.3(12.9)

4486.9(2.9)

0.433(0.026)

0.003(0.001)

0.044(0.009)

0.046(0.003)

(0.05)

II

469.2(13.1)

450.7(10.2)

4481.5(4.4)

0.099(0.020)

0.004(0.001)

0.039(0.009)

0.011(0.002)

 

SAM

330.5(16.0)

314.0(13.5)

4483.4(4.7)

0.372(0.027)

0.004(0.001)

0.050(0.013)

0.040(0.003)

 

LIMMA

320.2(15.2)

304.9(13.7)

4484.7(4.1)

0.390(0.027)

0.003(0.001)

0.048(0.012)

0.042(0.003)

 

SPH

192.0(10.6)

188.1(10.0)

4496.1(2.1)

0.624(0.020)

0.001(0.000)

0.020(0.011)

0.065(0.002)

 

EBA

166.4(14.1)

158.8(13.3)

4492.3(2.2)

0.682(0.027)

0.002(0.000)

0.046(0.012)

0.071(0.003)

  1. #Empirical estimates of the standard deviation were reported in the parentheses