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Table 3 Performance of the models on the validation databases

From: Application of 3D atom pair map in an attention model for enhanced drug virtual screening

 

Test

Validation

Summary

 

BindingDB

PDBbind

ChEMBL

 
 

seen

unseen

 

seen

unseen

Mean

Std

RF_ECFP4

0.907

0.760

0.621

0.735

0.714

0.747

0.104

RF_gnn

0.971

0.568

0.591

0.551

0.490

0.634

0.192

RF_graph2vec

0.978

0.728

0.689

0.774

0.736

0.781

0.114

RF_APM

0.988

0.764

0.857

0.841

0.803

0.851

0.085

DBN

0.898

0.649

0.534

0.739

0.646

0.693

0.136

GNN

0.973

0.862

0.601

0.497

0.510

0.689

0.216

drugVQA

0.956

0.887

0.577

0.573

0.514

0.701

0.204

AttentionSite

0.972

0.884

0.650

0.797

0.687

0.798

0.134

APNet

0.946

0.910

0.762

0.801

0.733

0.830

0.093

  1. Boldface text indicates the best-performing model. Italic text indicates the second best-performing model