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Table 5 Comparison of the proposed PredBLP-U with previous methods on Kandaswamy’s training dataset

From: Prediction of bioluminescent proteins by using sequence-derived features and lineage-specific scheme

Method Sensitivity Specificity Accuracy MCC AUC
BLProt [11] 0.745 0.842 0.801 0.590 0.870
BLPre [12] 0.793 0.910 0.852 N/A 0.920
Fan’s method [13] 0.883 0.927 0.905 0.810 0.950
SCMBLP [15] 0.897 0.920 0.908 N/A N/A
BLKnn [19] 0.749 0.955 0.852 0.719 N/A
Nath’s method [16] 0.964 0.942 0.954 N/A 0.991
PredBLP-U 0.912 ± 0.014 0.962 ± 0.017 0.937 ± 0.009 0.875 ± 0.018 0.968 ± 0.009