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Table 5 Validation of the 10-top ranked newly predicted DTIs for each dataset

From: DTiGEMS+: drug–target interaction prediction using graph embedding, graph mining, and similarity-based techniques

Data sets

#

KEGG: Drug ID

Drug name

KEGG: Target ID

Target name

Validation evidence

NR

1

D01132

Tazarotene

hsa6097

RORC (RAR Related Orphan Receptor C)

Unknown

2

D00182

Norethindrone

hsa2099

ESR1 (Estrogen Receptor Alpha)

PMID: 27245768

T3DB: T3D4745

3

D00075

Testosterone

hsa5241

PGR (Progesterone Receptor)

PMID: 23229004

PMID: 23933754

C: CHEMBL386630

4

D01132

Tazarotene

hsa190

NR0B1 (Nuclear Receptor Subfamily 0 Group B Member 1)

Unknown

5

D00094

Tretinoin

hsa3174

HNF4G (Hepatocyte Nuclear Factor 4 Gamma)

Unknown

6

D00554

Ethinyl estradiol

hsa2100

ESR2 (Estrogen Receptor 2)

CTD: D004997

7

D00327

Fluoxymesterone

hsa5241

PGR (Progesterone Receptor)

Unknown

8

D01294

Ethynodiol diacetate

hsa2100

ESR2 (Estrogen Receptor 2)

Unknown

9

D00299

Dihydrotachysterol

hsa190

NR0B1 (Nuclear Receptor Subfamily 0 Group B Member 11)

Unknown

10

D00094

Tretinoin

hsa6095

RORA (RAR Related Orphan Receptor A)

C: CHEMBL38

GPCR

1

D00283

Clozapine

hsa1814

DRD3 (Dopamine Receptor D3)

C: CHEMBL42

M: Clozapine (direct)

DB: DB00363

2

D02358

Metoprolol

hsa154

ADRB2 (Adrenoceptor Alpha 1B)

DB: DB00264

3

D00437

Nifedipine

hsa152

ADRA2C (Adrenergic Receptor alpha-2C)

C: CHEMBL193

4

D00604

Clonidine hydrochloride

hsa147

ADRA1B (Adrenergic Receptor alpha-1B)

DB: DB00575

5

D00255

Carvedilol

hsa152

ADRA2C (Adrenergic Receptor alpha-2C)

DB: DB01136

6

D00451

Sumatriptan

hsa3363

HTR7 (5-Hydroxytryptamine Receptor 7)

Unknown

7

D00397

Tropicamide

hsa1133

CHRM5 (Cholinergic Receptor Muscarinic 5)

KG: D00397

8

D00270

Chlorpromazine

hsa152

ADRA2C (Adrenoceptor Alpha 2C)

KG: D00270

9

D02250

Octreotide acetate

hsa6751

SSTR1 (Somatostatin Receptor 1)

CTD: D015282

10

D01103

Trospium chloride

hsa1129

CHRM2 (Cholinergic Receptor Muscarinic 2)

KG: D01103

IC

1

D00649

Amiloride hydrochloride

hsa8911

CACNA1I (Calcium Voltage-Gated Channel Subunit Alpha1 I)

M: Amiloride (direct)

2

D03365

Nicotine

hsa1137

CHRNA4 (Cholinergic Receptor Nicotinic Alpha 4 Subunit)

PMID: 17590520 

KG: D03365

DB: DB00184

3

D00775

Riluzole

hsa2898

GRIK2 (Glutamate Ionotropic Receptor Kainate Type Subunit 2)

KG: D00775

4

D00438

Nimodipine

hsa779

CACNA1S (Calcium Voltage-Gated Channel Subunit Alpha1S)

KG: D00438

DB: DB00393

5

D00726

Metoclopramide

hsa1138

CHRNA5 (Cholinergic Receptor Nicotinic Alpha 5 Subunit)

Unknown

6

D00552

Benzocaine

hsa6331

SCN5A (Sodium Voltage-Gated Channel Alpha Subunit 5)

KG: D00552

7

D00542

Halothane

hsa3736

KCNA1(Potassium Voltage-Gated Channel Subfamily A Member 1)

Unknown

8

D02098

Proparacaine hydrochloride

hsa8645

KCNK5 (Potassium Two Pore Domain Channel Subfamily K Member 5)

Unknown

9

D01599

Gliclazide

hsa3758

KCNJ1 (Potassium Inwardly Rectifying Channel Subfamily J Member 1)

Unknown

10

D00538

Zonisamide

hsa6331

SCN5A (Sodium Voltage-Gated Channel Alpha Subunit 5)

DB: DB00909

KG: D00538

E

1

D00437

Nifedipine

hsa1559

CYP2C9 (Cytochrome P450 Family 2 Subfamily C Member 9)

CTD: D009543

PMID: 9929518

2

D00574

Aminoglutethimide

hsa1589

CYP21A2 (Cytochrome P450 Family 21 Subfamily A Member 2)

M: Aminoglutethimide (indirect)

PMID: 8201961

3

D00410

Metyrapone

hsa1583

CYP11A1 (Cytochrome P450 Family 11 Subfamily A Member 1)

CTD: D008797

4

D00437

Nifedipine

hsa1585

CYP11B2 (Cytochrome P450 Family 11 Subfamily B Member 2)

M: Nifedipine- (indirect)

CTD: D009543

5

D00410

Metyrapone

hsa1543

CYP1A1 (Cytochrome P450 Family 1 Subfamily A Member)

PMID: 9512490

6

D03670

Deferoxamine

hsa51302

CYP39A1 (Cytochrome P450 Family 39 Subfamily A Member 1)

Unknown

7

D00043

Isoflurophate

hsa1991

ELANE (Elastase, Neutrophil Expressed)

M: Diisopropylfluorophosphate (indirect)

8

D00947

Linezolid

hsa4129

MAOB (Monoamine Oxidase B)

CTD: D000069349

9

D03670

Deferoxamine

hsa4353

MPO (Myeloperoxidase)

M: Desferrioxamine

(indirect)

10

D05458

Phentermine

hsa4128

MAOA (Monoamine Oxidase A)

KG: D05458

DB: DB00191

  1. C: ChEMBL; CTD: comparative toxicogenomics database; DB: DrugBank; M: MATADOR; KG: KEGG; PMID: PubMed; T3DB: toxin and toxin–target database