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. 2015 Nov 4;16:361. doi: 10.1186/s12859-015-0794-7

Table 1.

Average AUC values for simulation data with replicates

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