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Table 5 Pathway enrichment for gene markers by SHAP

From: c-Diadem: a constrained dual-input deep learning model to identify novel biomarkers in Alzheimer’s disease

ID

Description

Observed gene count

Background gene count

Strength

FDR

Matched genes

Gene Ontology (GO) Biological Process

 GO:0051282

Regulation of sequestering of calcium ion

5

134

1.63

0.0012

ITPR1,PLCB1,DMD,ITPR2,RYR3

 GO:0051209

Release of sequestered calcium ion into cytosol

4

61

1.88

0.0016

ITPR1,PLCB1,ITPR2,RYR3

 GO:0044057

Regulation of system process

6

592

1.07

0.0135

ITPR1,EPB41,DMD,PRKG1,ITPR2,RYR3

 GO:0019722

Calcium-mediated signaling

4

165

1.45

0.0167

ITPR1,DMD,ITPR2,RYR3

GO:0019932

Second-messenger-mediated signaling

5

354

1.21

0.0167

ITPR1,DMD,PRKG1,ITPR2,RYR3

 GO:1,903,779

Regulation of cardiac conduction

3

68

1.71

0.0359

ITPR1,ITPR2,RYR3

GO Molecular Functions

 GO:0015278

Calcium-release channel activity

3

17

2.31

0.002

ITPR1,ITPR2,RYR3

 GO:0099094

Ligand-gated cation channel activity

4

101

1.66

0.0023

ITPR1,GRIK3,ITPR2,RYR3

 GO:0005220

Inositol 1,4,5-trisphosphate-sensitive calcium-release channel activity

2

3

2.88

0.0033

ITPR1,ITPR2

 GO:0035091

Phosphatidylinositol binding

4

252

1.26

0.024

ITPR1,PLCB1,EPB41,ITPR2

 GO:0070679

Inositol 1,4,5 trisphosphate binding

2

13

2.25

0.0266

ITPR1,ITPR2

KEGG Pathways

 hsa04970

Salivary secretion

5

89

1.81

4.55E-06

ITPR1,PLCB1,PRKG1,ITPR2,RYR3

 hsa04730

Long-term depression

4

59

1.89

3.77E-05

ITPR1,PLCB1,PRKG1,ITPR2

 hsa04540

Gap junction

4

87

1.72

0.00011

ITPR1,PLCB1,PRKG1,ITPR2

 hsa04713

Circadian entrainment

4

92

1.7

0.00011

ITPR1,PLCB1,PRKG1,RYR3

 hsa04724

Glutamatergic synapse

4

111

1.62

0.00017

ITPR1,PLCB1,GRIK3,ITPR2

 hsa04611

Platelet activation

4

122

1.58

0.0002

ITPR1,PLCB1,PRKG1,ITPR2

 hsa04270

Vascular smooth muscle contraction

4

133

1.54

0.00023

ITPR1,PLCB1,PRKG1,ITPR2

 hsa04371

Apelin signaling pathway

4

131

1.55

0.00023

ITPR1,PLCB1,ITPR2,RYR3

 hsa04720

Long-term potentiation

3

64

1.73

0.00062

ITPR1,PLCB1,ITPR2

 hsa04924

Renin secretion

3

66

1.72

0.00062

ITPR1,PLCB1,ITPR2

 hsa04927

Cortisol synthesis and secretion

3

65

1.73

0.00062

ITPR1,PLCB1,ITPR2

 hsa04929

GnRH secretion

3

63

1.74

0.00062

ITPR1,PLCB1,ITPR2

 hsa04918

Thyroid hormone synthesis

3

74

1.67

0.00073

ITPR1,PLCB1,ITPR2

 hsa04971

Gastric acid secretion

3

73

1.67

0.00073

ITPR1,PLCB1,ITPR2