Table 11 Comparison results of different PPIs prediction methods on Human
From: SDNN-PPI: self-attention with deep neural network effect on protein-protein interaction prediction
Methods | ACC(%) | Spec(%) | Sens(%) | Prec(%) | MCC(%) | AUC(%) |
|---|---|---|---|---|---|---|
RPEC[26] | 96.59 | N/A | 96.72 | 96.18 | 93.18 | N/A |
Bio2Vec[59] | 97.31 | N/A | 96.28 | 98.48 | 94.76 | 99.61 |
GWOSVM[61] | 94.56 | N/A | 95.55 | 93.08 | 89.51 | N/A |
DeepFE-PPI[34] | 98.71 ± 0.30 | N/A | 98.54 ± 0.55 | 98.77 ± 0.53 | 97.43 ± 0.61 | N/A |
AE-LGBM[60] | 98.70 ± 0.10 | 99.20 ± 0.20 | 98.10 ± 0.20 | N/A | 97.30 ± 0.30 | N/A |
AE-AC[60] | 97.19 | 98.06 | 96.34 | N/A | N/A | N/A |
SDNN-PPI | 98.94 ± 0.19 | 99.10 ± 0.24 | 98.77 ± 0.49 | 99.02 ± 0.13 | 97.57 ± 0.60 | 99.60 |