From: Adaptively capturing the heterogeneity of expression for cancer biomarker identification
 | Sensitivity | Specificity | AUC | ACC |
---|---|---|---|---|
n = 6 | ||||
Rankprod | 33.24 ± 1.35 | 89.49 ± 0.91 | 70.11 ± 2.24 | 67.79 ± 0.94 |
Limma | 39.73 ± 3.07 | 95.01 ± 1.99 | 78.54 ± 3.18 | 72.9 ± 2.59 |
SAM | 32.95 ± 0.07 | 82.36 ± 6.68 | 70.02 ± 5.14 | 65.4 ± 4 |
GRP0.5 | 29.92 ± 2.13 | 96.85 ± 1.07 | 78.48 ± 3.04 | 69.08 ± 1.61 |
GRP0.7 | 40.97 ± 0.05 | 94.06 ± 3.47 | 78.61 ± 2.67 | 71.73 ± 3.07 |
GRP0.9 | 42.99 ± 0.02 | 92.86 ± 1.03 | 77.98 ± 3.35 | 70.11 ± 3.62 |
aGRP | 43.45 ± 4.3 | 93.16 ± 0.85 | 80.08 ± 2.98 | 73.63 ± 2.51 |
n = 10 | ||||
Rankprod | 56.96 ± 1.34 | 85.48 ± 0.31 | 73.22 ± 0.85 | 73.27 ± 0.57 |
Limma | 57.04 ± 3.03 | 95.49 ± 1.28 | 88.32 ± 2.92 | 80.17 ± 1.77 |
SAM | 51.08 ± 3.05 | 77.9 ± 5.75 | 70.73 ± 4.56 | 68.73 ± 3.45 |
GRP0.5 | 47.05 ± 3.59 | 95.34 ± 1.65 | 85.42 ± 2.87 | 76.7 ± 0.99 |
GRP0.7 | 51.35 ± 3.58 | 95.16 ± 1.68 | 85.85 ± 2.98 | 77.89 ± 1.21 |
GRP0.9 | 51.01 ± 4.09 | 96.35 ± 1.18 | 85.87 ± 1.66 | 77.81 ± 1.71 |
aGRP | 56.47 ± 3.4 | 96.16 ± 1.06 | 87.36 ± 2.67 | 79.7 ± 1.64 |
n = 20 | ||||
Rankprod | 56.51 ± 1.29 | 85.4 ± 0.31 | 78.03 ± 0.92 | 73.84 ± 0.54 |
Limma | 86.84 ± 1.01 | 95.30 ± 1.61 | 96.02 ± 0.43 | 91.06 ± 0.37 |
SAM | 85.37 ± 0.1 | 92.45 ± 5.56 | 90.12 ± 3.73 | 86.46 ± 3.31 |
GRP0.5 | 80.5 ± 0.99 | 95.92 ± 0.92 | 94.00 ± 1.03 | 89.65 ± 0.87 |
GRP0.7 | 80.81 ± 1.58 | 96.28 ± 0.73 | 95.74 ± 0.85 | 89.97 ± 0.98 |
GRP0.9 | 80.69 ± 1.88 | 96.21 ± 1.02 | 94.43 ± 1.02 | 90.13 ± 0.85 |
aGRP | 86.4 ± 1.7 | 95.70 ± 0.57 | 95.85 ± 0.5 | 91.75 ± 0.94 |
n = 50 | ||||
Rankprod | 69.93 ± 0.69 | 80.07 ± 1.08 | 83.43 ± 0.92 | 76.08 ± 0.58 |
Limma | 98.94 ± 3.9 | 95.95 ± 0.73 | 99.76 ± 1.01 | 96.57 ± 0.44 |
SAM | 92.97 ± 0 | 89.36 ± 2.85 | 88.35 ± 1.51 | 90.82 ± 1.71 |
GRP0.5 | 97.16 ± 0.90 | 95.82 ± 1.01 | 99.51 ± 0.27 | 96.37 ± 0.25 |
GRP0.7 | 98.39 ± 0.47 | 95.43 ± 0.73 | 99.73 ± 0.16 | 96.56 ± 0.34 |
GRP0.9 | 97.06 ± 1.09 | 95.36 ± 1.04 | 99.54 ± 0.15 | 96.08 ± 0.92 |
aGRP | 98.96 ± 3.4 | 97.3 ± 0.85 | 99.85 ± 0.08 | 98.78 ± 0.51 |