Table 1. Accuracy tests on 25 datasets.
RBscore | SVM | aaRNA | RNABindRPlus | BindN+_RNA | BindN+_DNA | |||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Cutoff = 3.5 Å | wAUC | mAUC | tAUC | wAUC | mAUC | tAUC | wAUC | mAUC | tAUC | wAUC | mAUC | tAUC | wAUC | mAUC | tAUC | wAUC | mAUC | tAUC |
BindN_R107 | 0.850 | 0.847 | 0.866 | 0.878 | 0.898 | 0.943 | 0.827 | 0.828 | 0.877 | 0.907 | 0.884 | 0.936 | 0.897 | 0.893 | 0.925 | 0.761 | 0.765 | 0.815 |
PPRInt_R86 | 0.857 | 0.855 | 0.863 | 0.884 | 0.910 | 0.947 | 0.835 | 0.835 | 0.883 | 0.918 | 0.909 | 0.946 | 0.871 | 0.876 | 0.913 | 0.771 | 0.777 | 0.810 |
RNABindR_R144 | 0.860 | 0.849 | 0.868 | 0.849 | 0.865 | 0.921 | 0.828 | 0.827 | 0.877 | 0.894 | 0.865 | 0.922 | 0.819 | 0.828 | 0.882 | 0.737 | 0.753 | 0.801 |
RNABindR_R147 | 0.860 | 0.848 | 0.868 | 0.849 | 0.865 | 0.922 | 0.828 | 0.826 | 0.877 | 0.894 | 0.865 | 0.922 | 0.819 | 0.828 | 0.883 | 0.737 | 0.752 | 0.802 |
RNABindR_R44 | 0.862 | 0.863 | 0.869 | 0.810 | 0.819 | 0.844 | 0.817 | 0.822 | 0.845 | 0.763 | 0.770 | 0.800 | 0.784 | 0.792 | 0.822 | 0.754 | 0.764 | 0.790 |
RNABindR_R111 | 0.898 | 0.869 | 0.867 | 0.789 | 0.787 | 0.839 | 0.849 | 0.825 | 0.842 | 0.762 | 0.739 | 0.740 | 0.768 | 0.755 | 0.780 | 0.748 | 0.733 | 0.767 |
meta2_R44 | 0.862 | 0.863 | 0.869 | 0.810 | 0.819 | 0.844 | 0.817 | 0.822 | 0.845 | 0.763 | 0.770 | 0.800 | 0.784 | 0.792 | 0.822 | 0.754 | 0.764 | 0.790 |
aaRNA_R67 | 0.857 | 0.857 | 0.874 | 0.753 | 0.777 | 0.815 | 0.814 | 0.812 | 0.846 | 0.757 | 0.755 | 0.776 | 0.764 | 0.777 | 0.810 | 0.738 | 0.744 | 0.783 |
aaRNA_R141 | 0.875 | 0.858 | 0.836 | 0.814 | 0.811 | 0.848 | 0.834 | 0.820 | 0.835 | 0.846 | 0.836 | 0.854 | 0.780 | 0.781 | 0.792 | 0.736 | 0.739 | 0.731 |
aaRNA_R205 | 0.877 | 0.864 | 0.867 | 0.836 | 0.854 | 0.911 | 0.841 | 0.837 | 0.878 | 0.847 | 0.834 | 0.881 | 0.795 | 0.808 | 0.853 | 0.748 | 0.759 | 0.792 |
RBscore_R130 | 0.886 | 0.870 | 0.864 | 0.947 | 0.947 | 0.969 | 0.838 | 0.832 | 0.877 | 0.828 | 0.822 | 0.871 | 0.806 | 0.821 | 0.867 | 0.759 | 0.765 | 0.801 |
RBscore_R117 | 0.867 | 0.855 | 0.843 | 0.719 | 0.723 | 0.774 | 0.829 | 0.820 | 0.852 | 0.798 | 0.789 | 0.826 | 0.743 | 0.747 | 0.783 | 0.723 | 0.728 | 0.754 |
Sungwook_R267 | 0.865 | 0.848 | 0.837 | 0.874 | 0.865 | 0.886 | 0.830 | 0.811 | 0.824 | 0.808 | 0.796 | 0.808 | 0.797 | 0.783 | 0.815 | 0.744 | 0.741 | 0.742 |
Sungwook_R727 | 0.867 | 0.857 | 0.881 | 0.893 | 0.894 | 0.935 | 0.839 | 0.833 | 0.879 | 0.827 | 0.820 | 0.869 | 0.821 | 0.822 | 0.874 | 0.768 | 0.773 | 0.824 |
BindN_D62 | 0.909 | 0.897 | 0.864 | 0.776 | 0.787 | 0.787 | 0.881 | 0.875 | 0.862 | 0.787 | 0.788 | 0.786 | 0.822 | 0.826 | 0.838 | 0.944 | 0.938 | 0.944 |
Shandar_D140 | 0.900 | 0.893 | 0.878 | 0.765 | 0.772 | 0.780 | 0.852 | 0.855 | 0.857 | 0.778 | 0.778 | 0.760 | 0.820 | 0.821 | 0.832 | 0.834 | 0.855 | 0.852 |
Susan_D56 | 0.918 | 0.912 | 0.890 | 0.766 | 0.776 | 0.775 | 0.872 | 0.870 | 0.867 | 0.766 | 0.774 | 0.759 | 0.808 | 0.814 | 0.823 | 0.843 | 0.872 | 0.860 |
DBindR_D374 | 0.895 | 0.887 | 0.874 | 0.748 | 0.757 | 0.780 | 0.856 | 0.856 | 0.862 | 0.772 | 0.777 | 0.768 | 0.795 | 0.807 | 0.823 | 0.813 | 0.840 | 0.843 |
DISPLAR_D428 | 0.894 | 0.885 | 0.869 | 0.757 | 0.764 | 0.774 | 0.854 | 0.853 | 0.860 | 0.775 | 0.780 | 0.771 | 0.803 | 0.812 | 0.825 | 0.824 | 0.846 | 0.847 |
DNABINDPROT_D54 | 0.920 | 0.903 | 0.867 | 0.723 | 0.736 | 0.756 | 0.864 | 0.851 | 0.853 | 0.754 | 0.745 | 0.700 | 0.786 | 0.790 | 0.793 | 0.807 | 0.827 | 0.818 |
PreDNA_D224 | 0.896 | 0.889 | 0.873 | 0.748 | 0.747 | 0.759 | 0.857 | 0.857 | 0.859 | 0.764 | 0.768 | 0.758 | 0.794 | 0.800 | 0.812 | 0.802 | 0.819 | 0.823 |
RBscore_D381 | 0.895 | 0.884 | 0.875 | 0.748 | 0.742 | 0.758 | 0.852 | 0.844 | 0.854 | 0.761 | 0.764 | 0.768 | 0.797 | 0.795 | 0.806 | 0.796 | 0.805 | 0.810 |
metaDBSite_D232 | 0.898 | 0.889 | 0.872 | 0.753 | 0.744 | 0.761 | 0.858 | 0.856 | 0.858 | 0.769 | 0.769 | 0.763 | 0.798 | 0.799 | 0.812 | 0.804 | 0.818 | 0.821 |
metaDBSite_D316 | 0.898 | 0.885 | 0.878 | 0.755 | 0.756 | 0.772 | 0.853 | 0.851 | 0.859 | 0.770 | 0.770 | 0.769 | 0.799 | 0.802 | 0.818 | 0.809 | 0.829 | 0.834 |
SDCPred_D159 | 0.902 | 0.896 | 0.880 | 0.760 | 0.769 | 0.773 | 0.854 | 0.857 | 0.856 | 0.772 | 0.772 | 0.753 | 0.812 | 0.814 | 0.823 | 0.827 | 0.848 | 0.843 |
Datasets after BindN_D62 are DBP datasets. RBscore_R130 is the training set of RBscore and the SVM approach. See Materials and Methods for descriptions of the dataset.