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Table 1 Performance (AUC) of using different positional encoding conditions and DeepMHCII on ID2017. ’O’ denotes using peptide-PE only, and ’T’ denotes using peptide-PE and MHC-II-PE together

From: Structure-aware deep model for MHC-II peptide binding affinity prediction

Allele

DeepMHCII

Calibrated PE

Direct PE

Pre (O)

Pre (T)

Post (O)

Post (T)

Pre (O)

Pre (T)

Post (O)

Post (T)

DRB1*0101

0.882

0.868

0.873

0.885

0.871

0.883

0.883

0.875

0.877

DRB1*0301

0.629

0.602

0.676

0.622

0.632

0.628

0.620

0.629

0.610

DRB1*0401

0.863

0.813

0.790

0.854

0.814

0.807

0.778

0.810

0.816

DRB1*0701

0.814

0.792

0.845

0.802

0.823

0.812

0.821

0.825

0.821

DRB1*0901

0.889

0.875

0.844

0.893

0.859

0.856

0.844

0.841

0.842

DRB1*1101

0.657

0.642

0.649

0.658

0.648

0.652

0.641

0.628

0.633

DRB1*1202

0.788

0.758

0.811

0.763

0.725

0.788

0.733

0.716

0.735

DRB1*1301

0.615

0.566

0.736

0.636

0.660

0.517

0.651

0.643

0.572

DRB1*1501

0.799

0.798

0.821

0.807

0.823

0.810

0.798

0.817

0.806

DRB1*1502

0.764

0.752

0.728

0.734

0.700

0.726

0.720

0.679

0.687

Average

0.770

0.747

0.777

0.765

0.755

0.748

0.749

0.746

0.740