Table 3 Summary of AD biodomain knowledge graphs

From: Effective integration of multi-omics with prior knowledge to identify biomarkers via explainable graph neural networks

Biological domain

Nodes (mRNA)

Edges (mRNA)

Nodes (Proteins)

Edges (Proteins)

APP Metabolism

147

316

87

154

Apoptosis

958

10,963

451

3261

Autophagy

505

2665

304

1096

Cell Cycle

728

6561

337

1779

Endolysosome

1096

8909

665

3874

Immune Response

1507

16,354

688

4683

Lipid Metabolism

1671

13,515

891

4366

Metal Binding and Homeostasis

801

4822

441

1398

Mitochondrial Metabolism

1273

7092

858

3493

Myelination

189

348

120

132

Oxidative Stress

346

2080

185

637

Proteostasis

2675

29,812

1477

13,323

Structural Stabilization

2245

23,850

1297

12,163

Synapse

2067

21,056

1234

9686

Tau Homeostasis

45

90

41

81

Vasculature

756

7098

356

2008