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 |