Table 2.
Method | AUC | ACC | SENS | SPEC | PPV | NPV | MCC | F1 score | |||
---|---|---|---|---|---|---|---|---|---|---|---|
Testing set of the main cohort | |||||||||||
SM | 0.83 | 0.77 | 0.72 | 0.82 | 0.76 | 0.78 | 0.54 | 0.74 | |||
RM | 0.64 | 0.62 | 0.71 | 0.57 | 0.50 | 0.76 | 0.27 | 0.58 | |||
NTLR | 0.82 | 0.79 | 0.75 | 0.81 | 0.73 | 0.83 | 0.56 | 0.74 | |||
TLR | 0.93 | 0.84 | 0.94 | 0.77 | 0.73 | 0.95 | 0.69 | 0.82 | |||
Independent testing set 1 | |||||||||||
SM | 0.67 | 0.61 | 0.43 | 0.87 | 0.83 | 0.52 | 0.32 | 0.57 | |||
RM | 0.55 | 0.51 | 0.36 | 0.72 | 0.65 | 0.44 | 0.08 | 0.47 | |||
NTLR | 0.81 | 0.75 | 0.71 | 0.81 | 0.84 | 0.66 | 0.51 | 0.77 | |||
TLR | 0.93 | 0.86 | 0.83 | 0.89 | 0.92 | 0.78 | 0.71 | 0.87 | |||
Independent testing set 2 | |||||||||||
SM | 0.67 | 0.67 | 0.68 | 0.67 | 0.66 | 0.69 | 0.35 | 0.67 | |||
RM | 0.57 | 0.60 | 0.47 | 0.69 | 0.53 | 0.64 | 0.16 | 0.50 | |||
NTLR | 0.79 | 0.73 | 0.67 | 0.78 | 0.70 | 0.76 | 0.46 | 0.68 | |||
TLR | 0.93 | 0.84 | 0.95 | 0.75 | 0.74 | 0.96 | 0.70 | 0.83 | |||
Significance level of Delong test for methods compared with TLR | |||||||||||
Testing dataset | SM | RM | NTLR | ||||||||
Main cohort | 0.0025 | <0.0001 | 0.0012 | ||||||||
Independent set 1 | <0.0001 | <0.0001 | <0.0001 | ||||||||
Independent set 2 | <0.0001 | <0.0001 | <0.0001 |
The bold values represent the best value of an index in the comparative experiments.