Table 1.
The statistical results for the developed binary active/inactive classifiers for different CDK groups. The models were evaluated in terms of sensitivity, specificity, precision, accuracy, and Mathew-correlation coefficient (MCC).
| Model | Class | Precision | Sensitivity | Specificity | Non-error rate | Accuracy | MCC* | AUC |
|---|---|---|---|---|---|---|---|---|
| Training/cross validation/test | Training/cross validation/test | Training/cross validation/test | Training/cross validation/test | Training/cross validation/test | Training/cross validation/test | |||
| CDK1 | ||||||||
| SKN | Active | 0.888/0.789/0.756 | 0.896/0.780/0.763 | 0.869/0.753/0.743 | 0.882/0.776/0.753 | 0.884/0.778/0.753 | 0.766/0.506/0.612 | 0.88 |
| Inactive | 0.878/0.764/0.750 | 0.869/0.753/0.743 | 0.896/0.799/0.763 | |||||
| CPANN | Active | 0.858/0.780/0.787 | 0.918/0.854/0.875 | 0.824/0.721/0.752 | 0.871/0.788/0.814 | 0.875/0.793/0.815 | 0.749/0.583/0.633 | 0.96 |
| Inactive | 0.896/0.810/0.851 | 0.825/0.721/0.752 | 0.918/0.854/0.875 | |||||
| CDK2 | ||||||||
| SKN | Active | 0.943/0.872/0.872 | 0.960/0.898/0.915 | 0.895/0.762/0.775 | 0.928/0.830/0.845 | 0.937/0.849/0.862 | 0.863/0.669/0.703 | 0.93 |
| Inactive | 0.927/0.805/0.845 | 0.895/0.762/0.775 | 0.961/0.898/0.915 | |||||
| CPANN | Active | 0.900/0.850/0.865 | 0.951/0.907/0.905 | 0.808/0.711/0.763 | 0.880/0.810/0.834 | 0.900/0.837/0.852 | 0.780/0.650/0.680 | 0.97 |
| Inactive | 0.901/0810/0.828 | 0.808/0.711/0.763 | 0.951/0.907/0.905 | |||||
| CDK4 | ||||||||
| SKN | Active | 0.966/0.946/0.947 | 0.977/0.959/0.976 | 0.893/0.826/0.844 | 0.935/0.893/0.910 | 0.957/0.927/0.942 | 0.881/0.800/0.847 | 0.94 |
| Inactive | 0.926/0.866/0.927 | 0.893/0.826/0.844 | 0.977/0.959/0.976 | |||||
| CPANN | Active | 0.952/0.936/0.929 | 0.977/0.957/0.965 | 0.846/0.795/0.788 | 0.912/0.876/0.877 | 0.945/0.918/0.919 | 0.849/0.797/0.784 | 0.99 |
| Inactive | 0.922/0.857/0.887 | 0.846/0.795/0.788 | 0.977/0.957/0.965 | |||||
| CDK5 | ||||||||
| SKN | Active | 0.826/0.737/0.683 | 0.914/0.827/0.833 | 0.894/0.837/0.795 | 0.904/0.832/0.814 | 0.901/0.834/0.808 | 0.792/0.650/0.605 | 0.97 |
| Inactive | 0.950/0.898/0.900 | 0.894/0.837/0.795 | 0.914/0.827/0.833 | |||||
| CPANN | Active | 0.825/0.741/0.672 | 0.921/0.807/0.781 | 0.893/0.845/0.798 | 0.907/0.826/0.789 | 0.903/0.831/0.792 | 0.796/0.641/0.562 | 0.97 |
| Inactive | 0.953/0.888/0.873 | 0.893/0.845/0.798 | 0.921/0.807/0.781 | |||||
| CDK9 | ||||||||
| SKN | Active | 0.931/0.904/0.875 | 0.946/0.908/0.886 | 0.849/0.791/0.733 | 0.897/0.849/0.809 | 0.915/0.871/0.837 | 0.803/0.701/0.624 | 0.90 |
| Inactive | 0.879/0.799/0.754 | 0.849/0.791/0.733 | 0.946/0.908/0.886 | |||||
| CPANN | Active | 0.927/0.888/0.876 | 0.969/0.929/0.897 | 0.835/0.747/0.733 | 0.902/0.838/0.815 | 0.927/0.872/0.844 | 0.829/0.697/0.639 | 0.98 |