1) Prediction of ion-channels

 

A) Based on amino acid composition by SVM method

 

RBF kernel  g=60; C=100; J=1

 

Thresold          Sensitivity        Specificity          accuracy        ppv           mcc

0.3                     85.33                 80.44                  82.89            .81          .66

 

B) Based on dipeptide composition by SVM method

RBF kernel  g=40; C=10; J=1

 

Thresold          Sensitivity        Specificity          accuracy        ppv           mcc

0.4                     83.56                 87.56                  85.56           .88            .71

 

 

II) Classification of ion Channels

A) Based on amino acid composition by SVM method

 

RBF kernel g=500; C=10; J=1

 

Class                     Sensitivity               mcc

Sodium                  80.00                        .86

Potassium              98.75                        .84

Calcium                 80.00                        .84

Chloride                73.33                        .84

 

B) Based on amino acid composition by SVM method

 

RBF kernel g=50; C=10; J=1

 

Class                     Sensitivity               mcc

Sodium                  88.00                        .91

Potassium             100.00                       .95

Calcium                 92.00                        .93

Chloride                86.67                        .91

 

 

III) Accuracy at different RI values

 

Average prediction accuracy obtained at different RI values

RI values

% of sequences

Prediction Accuracy (%)

³1

100

96.89

³2

93.78

99.08

³3

77.78

100.00

³4

46.67

100.00

³5

10.67

100.00