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Table 1 SVM performance in predicting pore-lining residues, pore-lining helices and discriminating between monomeric and multimeric pore stoichiometry

From: Detecting pore-lining regions in transmembrane protein sequences

Classifier

Precision

Recall

TPR

FPR

MCC

Accuracy

Pore-lining residue SVM

0.64

0.54

0.69

0.39

0.30

65%

Pore-lining residue (naïve)

0.53

0.23

0.23

0.21

0.03

51%

Pore-lining helix SVM

0.74

0.35

0.57

0.16

0.43

72%

Pore-lining helix (naïve)

0.50

0.17

0.22

0.17

0.15

55%

Monomeric/multimeric pore stoichiometry SVR

0.88

0.49

0.92

0.11

0.80

90%

  1. TPR: True positive rate. FPR: False positive rate. Pore-lining helices were identified by averaging the raw SVM scores for each participating residue, while a threshold of 7 or more polar residues was found to be optimal for the naïve method.