Table 4. The actual FDR, sensitivity and specificity rate from MAQC2 data given a nominal FDR ≤ 0.05.
Expression quantile cutoff | DESeq | TMM-edgeR | Med-pgQ2 | UQ-pgQ2 | ||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
Actual FDR | SR | SPR | Actual FDR | SR | SPR | Actual FDR | SR | SPR | Actual FDR | SR | SPR | |
100%(total) | 0.140 | 0.931 | 0.609 | 0.205 | 0.967 | 0.358 | 0.057 | 0.928 | 0.854 | 0.055 | 0.933 | 0.861 |
75% | 0.069 | 0.861 | 0.806 | 0.147 | 0.931 | 0.516 | 0.084 | 0.877 | 0.758 | 0.077 | 0.898 | 0.774 |
50% | 0.091 | 0.476 | 0.926 | 0.184 | 0.738 | 0.740 | 0.304 | 0.762 | 0.482 | 0.292 | 0.810 | 0.482 |
25% | 0.000 | 0.000 | 1.000 | 0.333 | 0.333 | 0.917 | 0.667 | 0.667 | 0.333 | 0.692 | 0.667 | 0.250 |
The sensitivity rate (SR) and specificity rate (SPR) for DEGs analysis by the top methods at the different-quartile cutoffs.