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. 2020 Nov 4;21:500. doi: 10.1186/s12859-020-03827-5

Table 2.

Comparison between the results of SAlign (SA) and existing techniques on network pairs which have high percentage of proteins with experimentally resolved 3D structures on the basis of AFS and percentage of aligned nodes w.r.t MF and BP

Pairs Evaluation criteria SA SAmc HA MA IBN NET M++ PRO
Results on HINT datasets (a)
Mouse human AFSMF 0.58 0.55 0.48 0.42 0.35 0.33 0.36 0.58
AFSBP 0.43 0.41 0.34 0.30 0.26 0.24 0.26 0.45
NodesMF 82 82 78 74 72 73 76 82
NodesBP 85 86 84 81 83 82 82 84
Mouse yeast AFSMF 0.40* 0.39 0.36 0.31 0.29 0.31 0.29 0.36
AFSBP 0.27* 0.26 0.25 0.23 0.21 0.22 0.21 0.25
NodesMF 72 73 71 71 63 64 67 53
NodesBP 92 91 90 88 76 83 83 69
Human yeast AFSMF 0.48* 0.46 0.46 0.26 0.30 0.26 0.26 0.42
AFSBP 0.35* 0.33 0.34 0.22 0.24 0.22 0.22 0.32
NodesMF 64 63 63 60 58 60 59 57
NodesBP 76 76 76 72 70 72 70 68
Avg. AFSMF 0.49 0.47 0.43 0.33 0.31 0.30 0.31 0.45
AFSBP 0.35 0.33 0.31 0.25 0.24 0.23 0.24 0.34
NodesMF 73 73 71 68 64 66 67 64
NodesBP 84 84 83 80 76 79 78 74
Results on BioGRID datasets (b)
Mouse human AFSMF 0.64 0.63 0.57 0.46 0.35 0.33 0.36 0.63
AFSBP 0.48 0.47 0.43 0.35 0.27 0.26 0.28 0.48
NodesMF 89 89 88 85 80 83 86 83
NodesBP 96 96 95 93 90 93 96 93
Mouse yeast AFSMF 0.47 0.46 0.44 0.37 0.28 0.27 0.33 0.47
AFSBP 0.32 0.32 0.29 0.27 0.22 0.22 0.22 0.32
NodesMF 82 82 80 80 76 77 80 58
NodesBP 96 96 94 97 88 92 97 67
Human yeast AFSMF 0.53* 0.52 0.48 0.42 0.34 0.28 0.29 0.49
AFSBP 0.39* 0.38 0.35 0.33 0.27 0.23 0.24 0.38
NodesMF 74 74 73 74 63 72 70 67
NodesBP 91 91 91 91 77 91 90 82
Avg. AFSMF 0.55 0.54 0.50 0.42 0.32 0.29 0.33 0.53
AFSBP 0.40 0.39 0.36 0.32 0.25 0.24 0.25 0.39
NodesMF 82 82 80 80 73 77 79 69
NodesBP 94 94 93 94 85 92 94 79

The particular results of the best aligners are differentiated from other aligners by italic text

For HINT datasets, the average AFS of SAlign w.r.t. MF and BP is 0.49 and 0.35 respectively

SAlign on average aligns 73% and 84% node in MF and BP respectively. SAlign outperforms all other aligners on the given evaluation criteria. For BioGRID datasets, the average AFS w.r.t. MF and BP is 0.53 and 0.38 respectively. SAlign on average aligns 81% and 94% node in MF and BP respectively. ‘*’ shows that the results are statistically significant