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Table 1 20 known relationships in the knowledge graph network

From: Advancing drug–target interaction prediction: a comprehensive graph-based approach integrating knowledge graph embedding and ProtBert pretraining

Relationship

Species

Database

Total interactions

Gene-disease

SARS-CoV-2

CTD database [61]

28

Gene-drug

Homo-sapiens

CTD database [61]

9291

Protein–drug

Homo-sapiens

DrugBank [44]

20, 992

Protein–protein

Homo-sapiens

STRING database [55]

11,606735

Protein–protein

Mus-musculus

STRING database [55]

10, 016742

Protein-GOT CC

Mus-musculus

UniProt-GOA [62]

69, 373

Protein-GOT BP

Mus-musculus

UniProt-GOA [62]

125, 658

Protein-GOT MF

Mus-musculus

UniProt-GOA [62]

56, 322

Protein-GOT CC

Homo-sapiens

UniProt-GOA [62]

65, 295

Protein-GOT BP

Homo-sapiens

UniProt-GOA [62]

101, 177

Protein-GOT MF

Homo-sapiens

UniProt-GOA [62]

54, 638

Protein-gene

SARS-CoV-2

UniProt [47]

18, 387

Protein-gene

Homo-sapiens

UniProt [47]

195, 659

Protein-gene

Mus-musculus

UniProt [47]

110, 421

Anatomy-gene

Homo-sapiens

Hetionet [54]

726, 495

Gene-pathway

Homo-sapiens

Hetionet [54]

84, 372

Drug-side effect

Homo-sapiens

Hetionet [54]

138, 944

Drug-gene

Homo-sapiens

GNBR [53]

80, 803

DrugBank [44]

24, 801

IntAct [63]

1, 805

DGIdb [52]

26, 290

Hetionet [54]

51, 429

Bibliography

25, 666

Disease-gene

Homo-sapiens

GNBR [53]

95, 399

Hetionet [54]

27, 977

Bibliography

461

Drug-disease

Homo-sapiens

Drugbank [44]

4, 968

GNBR [53]

77, 782

Hetionet [54]

1, 145