Table 1.
PG1 | 33 % | 50 % | 50 % | 60 % | 60 % | 70 % | 80 % |
PG2 | 33 % | 30 % | 40 % | 20 % | 30 % | 20 % | 10 % |
PG3 | 33 % | 20 % | 10 % | 20 % | 10 % | 10 % | 10 % |
(a) PDEG = 5 % | |||||||
EEE-E (TCC) | 91.57 | 91.50 | 91.50 | 91.43 | 91.42 | 91.45 | 91.46 |
DDD-D (TCC) | 90.70 | 90.62 | 90.64 | 90.54 | 90.55 | 90.59 | 90.62 |
SSS-S (TCC) | 88.34 | 88.33 | 88.30 | 88.24 | 88.23 | 88.21 | 88.30 |
E-E (edgeR) | 91.58 | 91.48 | 91.47 | 91.38 | 91.37 | 91.38 | 91.34 |
edgeR_robust | 90.95 | 90.86 | 90.85 | 90.75 | 90.74 | 90.74 | 90.73 |
D-D (DESeq) | 90.71 | 90.60 | 90.60 | 90.50 | 90.49 | 90.50 | 90.48 |
S-S (DESeq2) | 88.34 | 88.31 | 88.26 | 88.19 | 88.17 | 88.11 | 88.14 |
voom | 87.16 | 87.01 | 86.99 | 86.88 | 86.91 | 86.88 | 86.86 |
SAMseq | 85.04 | 84.97 | 84.93 | 84.83 | 84.88 | 84.88 | 84.91 |
PoissonSeq | 87.31 | 87.25 | 87.25 | 87.19 | 87.17 | 87.22 | 87.23 |
baySeq | 90.24 | 90.21 | 90.21 | 90.22 | 90.17 | 90.13 | 90.07 |
EBSeq | 85.77 | 85.85 | 85.78 | 85.81 | 85.73 | 85.71 | 85.77 |
(b) PDEG = 25 % | |||||||
EEE-E (TCC) | 91.47 | 91.46 | 91.45 | 91.45 | 91.43 | 91.42 | 91.37 |
DDD-D (TCC) | 90.77 | 90.73 | 90.72 | 90.70 | 90.68 | 90.65 | 90.57 |
SSS-S (TCC) | 88.13 | 88.11 | 88.13 | 88.14 | 88.12 | 88.09 | 88.06 |
E-E (edgeR) | 91.47 | 91.30 | 91.18 | 91.06 | 90.98 | 90.62 | 89.97 |
edgeR_robust | 90.89 | 90.69 | 90.57 | 90.43 | 90.34 | 89.97 | 89.27 |
D-D (DESeq) | 90.77 | 90.54 | 90.37 | 90.25 | 90.15 | 89.73 | 89.04 |
S-S (DESeq2) | 88.12 | 87.83 | 87.62 | 87.49 | 87.36 | 86.79 | 85.92 |
voom | 87.08 | 86.71 | 86.52 | 86.29 | 86.18 | 85.60 | 84.56 |
SAMseq | 84.95 | 84.82 | 84.82 | 84.77 | 84.75 | 84.72 | 84.63 |
PoissonSeq | 87.22 | 87.18 | 87.14 | 87.13 | 87.11 | 87.06 | 86.97 |
baySeq | 90.34 | 90.13 | 90.07 | 89.92 | 89.83 | 89.52 | 88.86 |
EBSeq | 85.82 | 85.61 | 85.49 | 85.34 | 85.30 | 84.74 | 84.02 |
Average AUC values (%) of 100 trials for each simulation condition are shown: (a) PDEG = 5 % and (b) PDEG = 25 %. Simulation data contain a total of 10,000 genes: PDEG % of genes is for DEGs, PG1 % of PDEG in G1 is higher than in the other groups, and each group has three BRs (Nrep = 3). Seven conditions are shown in total. The highest AUC value for each condition is in bold