Table 2.
Performances of the Proposed Meta-4mCpred and Two State-of-Art Predictors, 4mCPred and 4mcPred-SVM, on Six Independent Datasets from Different Species
| Species | Predictors | MCC | ACC | Sn | Sp | TP | FN | FP | TN | p Value |
|---|---|---|---|---|---|---|---|---|---|---|
| C. elegans | 4mCPred | 0.731 | 0.865 | 0.883 | 0.849 | 666 | 84 | 118 | 632 | 0.670 |
| 4mcPred-SVM | 0.684 | 0.842 | 0.828 | 0.856 | 621 | 129 | 108 | 642 | 0.001* | |
| Meta-4mCpred | 0.741 | 0.870 | 0.843 | 0.897 | 632 | 118 | 77 | 673 | – | |
| D. melanogaster | 4mCPred | 0.803 | 0.900 | 0.933 | 0.868 | 933 | 67 | 132 | 868 | 0.465 |
| 4mcPred-SVM | 0.771 | 0.886 | 0.886 | 0.885 | 886 | 114 | 115 | 885 | 0.030* | |
| Meta-4mCpred | 0.812 | 0.906 | 0.913 | 0.899 | 913 | 87 | 101 | 899 | – | |
| A. thaliana | 4mCPred | 0.632 | 0.816 | 0.842 | 0.789 | 1,053 | 197 | 264 | 986 | <0.00001* |
| 4mcPred-SVM | 0.649 | 0.824 | 0.842 | 0.806 | 1,053 | 197 | 242 | 1,008 | <0.00001* | |
| Meta-4mCpred | 0.711 | 0.855 | 0.876 | 0.834 | 1,095 | 155 | 207 | 1,043 | – | |
| E. coli | 4mCPred | 0.634 | 0.817 | 0.851 | 0.784 | 114 | 20 | 29 | 105 | 0.887 |
| 4mcPred-SVM | 0.569 | 0.784 | 0.746 | 0.821 | 100 | 34 | 24 | 110 | 0.132 | |
| Meta-4mCpred | 0.650 | 0.825 | 0.806 | 0.843 | 108 | 26 | 21 | 113 | – | |
| G. subterruneus | 4mCPred | 0.578 | 0.789 | 0.757 | 0.820 | 265 | 85 | 63 | 287 | <0.00001* |
| 4mcPred-SVM | 0.624 | 0.811 | 0.783 | 0.840 | 274 | 76 | 56 | 294 | <0.00001* | |
| Meta-4mCpred | 0.701 | 0.850 | 0.817 | 0.883 | 286 | 64 | 41 | 309 | – | |
| G. pickeringii | 4mCPred | 0.503 | 0.742 | 0.610 | 0.875 | 122 | 78 | 25 | 175 | <0.00001* |
| 4mcPred-SVM | 0.515 | 0.758 | 0.750 | 0.765 | 150 | 50 | 47 | 153 | <0.00001* | |
| Meta-4mCpred | 0.700 | 0.850 | 0.835 | 0.865 | 167 | 33 | 27 | 173 | – |
MCC, Matthews correlation coefficient; ACC, accuracy; Sn, sensitivity; Sp, specificity; TP, true positive; FN, false negative; FP, false positive; TN, true negative. The last column represents McNemar’s Chi-squared test, which was used to evaluate the performance between Meta-4mCpred and other methods. *A p value < 0.05 was considered to indicate a statistically significant difference between Meta-4mCpred and the selected method.