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

Table 6.

Screening success of the general and PPI-specific scoring functions trained with MLR, SMOreg and RF evaluated on the Bcl2-like protein/BAX and MDM2/p53 datasets. ac, inac and tot are the number of active, inactive 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 PPI-specific SFs
MLR SMOreg RF MLR SMOreg RF
Bcl2-like protein/BAX AUC 0.755 0.838 0.740 0.709 0.801 0.716
ac = 98 EF1% (max = 51.510) 22.664 20.604 20.604 29.876 23.695 22.664
inac = 4,950 BEDROC20 0.370 0.375 0.330 0.471 0.474 0.418
tot = 5,048 BEDROC100 0.386 0.368 0.378 0.539 0.445 0.430
MDM2/p53 AUC 0.741 0.791 0.794 0.736 0.654 0.553
ac = 114 EF1% (max = 50.991) 4.400 4.400 6.154 2.637 1.758 5.275
inac = 5,699 BEDROC20 0.204 0.251 0.262 0.163 0.114 0.117
tot = 5,813 BEDROC100 0.010 0.112 0.124 0.068 0.042 0.090