From: Comprehensive ensemble in QSAR prediction for drug discovery
BioAssay | limited ensemble | comprehensive ensemble | ||||||||
---|---|---|---|---|---|---|---|---|---|---|
method ensemble | representation ensemble | |||||||||
PubChem | ECFP | MACCS | RF | SVM | GBM | NN | NN (+SMILES) ∗ | average | meta-learning | |
1851_1a2 | 0.921 | 0.922 | 0.910 | 0.931 | 0.920 | 0.907 | 0.937 | 0.941 | 0.934 | 0.943 |
1851_2c19 | 0.875 | 0.889 | 0.879 | 0.893 | 0.887 | 0.869 | 0.902 | 0.905 | 0.900 | 0.908 |
1851_2c9 | 0.878 | 0.885 | 0.866 | 0.888 | 0.882 | 0.865 | 0.899 | 0.905 | 0.898 | 0.908 |
1851_2d6 | 0.870 | 0.869 | 0.853 | 0.880 | 0.869 | 0.852 | 0.884 | 0.886 | 0.884 | 0.892 |
1851_3a4 | 0.890 | 0.902 | 0.874 | 0.898 | 0.901 | 0.881 | 0.913 | 0.919 | 0.914 | 0.920 |
1915 | 0.729 | 0.721 | 0.750 | 0.766 | 0.728 | 0.739 | 0.747 | 0.750 | 0.755 | 0.764 |
2358 | 0.758 | 0.781 | 0.780 | 0.805 | 0.780 | 0.772 | 0.805 | 0.803 | 0.803 | 0.807 |
463213 | 0.669 | 0.672 | 0.669 | 0.689 | 0.671 | 0.666 | 0.682 | 0.684 | 0.689 | 0.694 |
463215 | 0.604 | 0.603 | 0.639 | 0.636 | 0.604 | 0.623 | 0.623 | 0.624 | 0.627 | 0.634 |
488912 | 0.674 | 0.682 | 0.676 | 0.698 | 0.668 | 0.667 | 0.695 | 0.698 | 0.698 | 0.700 |
488915 | 0.720 | 0.719 | 0.699 | 0.731 | 0.711 | 0.700 | 0.732 | 0.737 | 0.735 | 0.739 |
488917 | 0.811 | 0.815 | 0.785 | 0.824 | 0.808 | 0.782 | 0.832 | 0.838 | 0.834 | 0.841 |
488918 | 0.777 | 0.783 | 0.743 | 0.780 | 0.782 | 0.752 | 0.793 | 0.799 | 0.799 | 0.801 |
492992 | 0.820 | 0.829 | 0.795 | 0.854 | 0.818 | 0.812 | 0.836 | 0.845 | 0.845 | 0.862 |
504607 | 0.710 | 0.687 | 0.682 | 0.708 | 0.701 | 0.703 | 0.698 | 0.706 | 0.721 | 0.726 |
624504 | 0.879 | 0.875 | 0.867 | 0.896 | 0.880 | 0.878 | 0.892 | 0.900 | 0.897 | 0.904 |
651739 | 0.795 | 0.806 | 0.774 | 0.800 | 0.776 | 0.783 | 0.803 | 0.807 | 0.804 | 0.809 |
651744 | 0.892 | 0.902 | 0.868 | 0.890 | 0.882 | 0.879 | 0.899 | 0.905 | 0.901 | 0.909 |
652065 | 0.795 | 0.791 | 0.784 | 0.807 | 0.804 | 0.803 | 0.813 | 0.822 | 0.826 | 0.832 |
average | 0.793 | 0.796 | 0.784 | 0.809 | 0.793 | 0.786 | 0.810 | 0.814 | 0.814 | 0.821 |