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Table 2 Powers across six DNA methylation differential analysis methods using β values for independent case

From: An evaluation of statistical methods for DNA methylation microarray data analysis

n

π 1

Power

 
  

Rank test

t-test

KS test

Permutation

Empirical Bayes

Bump hunting BH

Bump hunting q-value

3

0.01

0

0.0071

0

0

0.0714

0.0492

0.0612

 

0.05

0

0.0126

0

0

0.2278

0.0715

0.0993

 

0.10

0

0.0197

0

0

0.3577

0.1212

0.1722

 

0.25

0

0.0516

0

0

0.5252

0.2612

0.3861

 

0.50

0

0.1358

0

0

0.6417

0.4144

0.6450

 

0.75

0

0.2371

0

0

0.7027

0.5096

0.8414

 

0.90

0

0.2945

0

0

0.7274

0.5487

0.9378

6

0.01

0.0000

0.2713

0.0000

0.0000

0.5483

0.4025

0.4180

 

0.05

0.0000

0.4708

0.0000

0.0000

0.6856

0.5847

0.6045

 

0.10

0.5894

0.5773

0.5894

0.5894

0.7441

0.6660

0.6953

 

0.25

0.6640

0.7069

0.5926

0.7053

0.8147

0.7671

0.8164

 

0.50

0.7263

0.7890

0.5919

0.8078

0.8603

0.8274

0.9175

 

0.75

0.7865

0.8297

0.8654

0.8422

0.8834

0.8544

0.9874

 

0.90

0.7875

0.8475

0.8666

0.8589

0.8943

0.8648

0.9997

12

0.01

0.7541

0.7523

0.8053

0.0000

0.8085

0.7838

0.7883

 

0.05

0.8722

0.8581

0.9179

0.8607

0.8926

0.8898

0.8975

 

0.10

0.9082

0.8884

0.9164

0.8932

0.9149

0.9191

0.9304

 

0.25

0.9423

0.9258

0.9672

0.9311

0.9433

0.9546

0.9773

 

0.50

0.9643

0.9488

0.9674

0.9520

0.9607

0.9703

0.9990

 

0.75

0.9714

0.9599

0.9893

0.9619

0.9689

0.9719

1.0000

 

0.90

0.9753

0.9646

0.9895

0.9663

0.9725

0.9700

1.0000

24

0.01

0.9612

0.9252

0.9875

0.0000

0.9364

0.9403

0.9417

 

0.05

0.9883

0.9714

0.9973

0.9673

0.9779

0.9902

0.9917

 

0.10

0.9929

0.9809

0.9991

0.9810

0.9855

0.9970

0.9980

 

0.25

0.9967

0.9899

0.9997

0.9900

0.9923

0.9999

1.0000

 

0.50

0.9982

0.9940

0.9997

0.9941

0.9955

1.0000

1.0000

 

0.75

0.9989

0.9957

0.9999

0.9958

0.9967

0.9999

1.0000

 

0.90

0.9990

0.9965

0.9999

0.9965

0.9973

0.9994

1.0000