Table 4.
network-based method | gene-based method | previous study | |||||||
---|---|---|---|---|---|---|---|---|---|
net SVM |
F∞-norm SVM |
Larsnet | Chuang's method* |
SVM | Lasso | t-test + LDA | 70 genes [23]* |
76 genes [24]* |
|
AUC | 0.68 ± | 0.60 ± | 0.69 ± | - | 0.63 ± | 0.61 ± | 0.64 ± | - | - |
0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | ||||
ACC | 0.65 ± | 0.62 ± | 0.67 ± | 0.70 | 0.63 ± | 0.53 ± | 0.64 ± | 0.62 | - |
0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | ||||
SEN | 0.51 ± | 0.50 ± | 0.71 ± | 0.90 | 0.49 ± | 0.73 ± | 0.44 ± | 0.93 | - |
0.04 | 0.02 | 0.03 | 0.04 | 0.02 | 0.02 | ||||
SPE | 0.74 ± | 0.67 ± | 0.67 ± | 0.63 | 0.71 ± | 0.47 ± | 0.71 ± | 0.53 | - |
0.03 | 0.02 | 0.02 | 0.03 | 0.02 | 0.02 | ||||
AUC | 0.73 ± | 0.64 ± | 0.70 ± | - | 0.72 ± | 0.68 ± | 0.60 ± | - | - |
0.02 | 0.01 | 0.02 | 0.02 | 0.02 | 0.02 | ||||
ACC | 0.71 ± | 0.63 ± | 0.68 ± | 0.72 | 0.70 ± | 0.68 ± | 0.59 ± | - | 0.62 |
0.02 | 0.01 | 0.02 | 0.02 | 0.02 | 0.02 | ||||
SEN | 0.42 ± | 0.61 ± | 0.65 ± | 0.90 | 0.42 ± | 0.63 ± | 0.49 ± | - | 0.93 |
0.04 | 0.02 | 0.03 | 0.04 | 0.03 | 0.02 | ||||
SPE | 0.81 ± | 0.64 ± | 0.71 ± | 0.62 | 0.80 ± | 0.72 ± | 0.65 ± | - | 0.53 |
0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 |
*: results are extracted from the study [14].