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. 2021 Mar 25;17(3):e1008814. doi: 10.1371/journal.pcbi.1008814

Table 2. Mean AUROC scores for the VDJdb data using leave-one-subject-out cross-validation.

TCRGP models and TCRdist models were trained using TCRβ with either only CDR3β or all CDRβs. RF models and DeepTCR models were trained using only CDR3β or CDR3β with Vβ-gene, from which the other CDRβs can be derived from.

Method TCRGP TCRdist RF DeepTCR
CDRs 3 all 3 all 3 3, V-gene 3 3, V-gene
mean 0.806 0.863 0.743 0.783 NaN 0.796 0.776 0.777
CMV pp65123-131 0.852 0.792 0.804 0.761 0.820 0.790 0.834 0.775
CMV pp65417-426 0.912 0.968 0.829 0.874 0.930 0.930 0.890 0.860
CMV pp65495-503 0.892 0.904 0.793 0.786 0.900 0.890 0.860 0.874
EBV BMLF1280-288 0.926 0.947 0.863 0.872 0.930 0.910 0.897 0.907
EBV BZLF1190-197 0.887 0.899 0.764 0.857 0.840 0.870 0.807 0.782
EBV BRLF1109-117 0.682 0.756 0.729 0.762 0.770 0.780 0.670 0.564
IAV M158-66 0.881 0.933 0.832 0.852 0.910 0.890 0.868 0.893
IAV HA306-318 0.706 0.748 0.753 0.790 NaN 0.550 0.685 0.602
HCV NS31073-1081 0.695 0.783 0.492 0.600 0.660 0.730 0.625 0.626
HCV NS31406-1415 0.678 0.766 0.698 0.676 0.560 0.560 0.631 0.704
HCV NS31436-1445 0.819 0.945 0.746 0.799 0.850 0.850 0.824 0.849
HSV-2 VP2249-57 0.801 0.814 0.721 0.713 0.850 0.860 0.858 0.823
YFV NS4B214-222 0.825 0.823 0.692 0.695 0.890 0.870 0.649 0.664
DENV1 NS3133-142 0.864 0.914 0.878 0.920 0.900 0.920 0.906 0.876
DENV3-4 NS3133-142 0.734 0.859 0.842 0.893 0.530 0.710 0.850 0.843
HIV-1 p2430-40 0.894 0.886 0.836 0.808 0.880 0.880 0.818 0.858
HIV-1 p2448-56 0.817 0.946 0.716 0.800 0.720 0.810 0.624 0.794
HIV-1 p24128-135 0.770 0.740 0.541 0.594 0.720 0.720 0.719 0.771
HIV-1 p24131-140 0.838 0.859 0.701 0.724 0.760 0.790 0.740 0.656
HIV-1 p24161-180 0.750 0.992 0.769 0.975 0.780 0.890 0.846 0.844
HIV-1 p24223-231 0.702 0.894 0.686 0.819 NaN 0.520 0.651 0.703
HIV-1 Nef90-97 0.798 0.818 0.667 0.657 0.780 0.800 0.809 0.830