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. 2021 Feb 4;11:3198. doi: 10.1038/s41598-021-82410-1

Table 7.

Screening success of the general scoring functions trained with MLR, SMOreg and RF evaluated on the AKT2, KIT, and MK01 datasets from DUD-E. ac, dec and tot are the number of active, decoy compounds and the total number of molecules in the final dataset (i.e., compounds that were docked and rescored with DockThor and DockTScore, respectively). Only the top-scored protonation state of each compound according to each scoring function (SF) was kept.

Target Metrics General SFs
MLR SMOreg RF
AKT2 AUC 0.769 0.800 0.814
ac = 116 EF1% (max = 60.414) 24.166 15.535 13.809
dec = 6,892 BEDROC20 0.421 0.378 0.379
tot = 7,008 BEDROC100 0.394 0.288 0.269
KIT AUC 0.640 0.635 0.657
ac = 166 EF1% (max = 63.934) 3.016 2.413 5.428
dec = 10,447 BEDROC20 0.148 0.146 0.176
tot = 10,613 BEDROC100 0.063 0.043 0.090
MK01 AUC 0.786 0.766 0.745
ac = 78 EF1% (max = 59.308) 10.314 12.893 7.736
dec = 4,548 BEDROC20 0.352 0.364 0.340
tot = 4.626 BEDROC100 0.153 0.220 0.193