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. Author manuscript; available in PMC: 2022 Mar 8.
Published in final edited form as: J Chem Inf Model. 2020 Sep 10;60(9):4200–4215. doi: 10.1021/acs.jcim.0c00411

Table 3:

Affinity prediction performance on PDBbind Core (N=280) for a variety of models.

Model RMSE R
Def2018 Refined Crystal 1.50 0.73
Def2018 Refined 1.50 0.72
Def2018 General 1.38 0.79
Def2018 General Ensemble 1.37 0.80
Dense General 1.49 0.73
Dense General Ensemble 1.35 0.79
Pafnucy24* 1.42 0.78
KDeep23 1.27 0.82
RF Score16 1.39 0.80
1D2D CNN29 1.64 0.848
Vina 2.22 0.41
*

Train: PDBbind General and Refined v2016 crystal structures (N=11,906). Removed Nucleic Acid+Protein, Protein+Protein, and Nucelic Acid+Ligand from all sets. Test: remaining Core set (N=290).

Train: PDBbind Refined v2016 crystal structures (N=3767). Test: PDBbind Core set crystal structures (N=290)

Train: PDBbind Refined v2007 crystal structures (N=1300). Test: PDBbind Core set crystal structures (N=195)