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Table 5 Genes sorted by SVM weight, bipolar versus control

From: Combining gene expression, demographic and clinical data in modeling disease: a case study of bipolar disorder and schizophrenia

Expression data only

Demographic, clinical, and expression data

All subjects

All subjects

SVM-weight

p-value

q-value

ID

GenBank

Symbol

SVM-weight

p-value

q-value

ID

GenBank

Symbol

-1.04E-01

4.47E-03

9.53E-02

205033_s_at

NM_004084

DEFA1/3

2.00E-01

2.92E-18

4.66E-14

Drug use

  

-1.03E-01

1.78E-03

6.98E-02

218055_s_at

NM_018268

WDR41

1.68E-01

7.09E-13

5.66E-09

Alcohol use

  

-9.48E-02

1.34E-02

1.46E-01

203231_s_at

AW235612

ATXN1

-9.09E-02

3.22E-04

3.62E-02

202203_s_at

NM_001144

AMFR

-9.06E-02

1.70E-02

1.63E-01

219525_at

NM_018242

SLC47A1

-8.38E-02

4.47E-03

9.46E-02

205033_s_at

NM_004084

DEFA1/3

8.92E-02

9.79E-03

1.27E-01

215147_at

AF007147

CUGBP2

-7.98E-02

1.34E-02

1.45E-01

203231_s_at

AW235612

ATXN1

-8.86E-02

3.22E-04

3.72E-02

202203_s_at

NM_001144

AMFR

7.67E-02

6.28E-05

1.96E-02

PMI

  

7.65E-02

2.36E-02

1.90E-01

204285_s_at

AI857639

PMAIP1

7.63E-02

9.79E-03

1.27E-01

215147_at

AF007147

CUGBP2

-7.61E-02

1.44E-03

6.36E-02

203031_s_at

NM_000375

UROS

6.58E-02

2.36E-02

1.89E-01

204285_s_at

AI857639

PMAIP1

-7.44E-02

6.61E-03

1.09E-01

218951_s_at

NM_018390

PLCXD1

-6.40E-02

1.78E-03

6.88E-02

218055_s_at

NM_018268

WDR41

7.17E-02

6.47E-03

1.09E-01

215528_at

AL049390

MGAT5

-6.23E-02

1.70E-02

1.62E-01

219525_at

NM_018242

SLC47A1

-6.98E-02

1.54E-03

6.46E-02

221579_s_at

AF062530

NUDT3

-5.94E-02

1.05E-02

1.32E-01

209189_at

BC004490

FOS

-6.67E-02

1.37E-09

2.19E-05

213921_at

NM_001048

SST

5.60E-02

6.47E-03

1.08E-01

215528_at

AL049390

MGAT5

-6.62E-02

1.05E-02

1.33E-01

209189_at

BC004490

FOS

-5.49E-02

6.61E-03

1.08E-01

218951_s_at

NM_018390

PLCXD1

-6.48E-02

6.72E-06

9.04E-03

221011_s_at

NM_030915

LBH

-5.46E-02

1.37E-09

7.31E-06

213921_at

NM_001048

SST

6.46E-02

4.79E-03

9.73E-02

217617_at

AW451711

PBX1

-5.44E-02

2.53E-03

7.69E-02

203528_at

NM_006378

SEMA4D

-5.98E-02

4.63E-03

9.59E-02

204507_s_at

NM_000945

PPP3R1

-5.40E-02

1.54E-03

6.37E-02

221579_s_at

AF062530

NUDT3

-5.87E-02

1.26E-03

6.14E-02

204545_at

NM_000287

PEX6

-5.33E-02

2.49E-03

7.69E-02

200976_s_at

NM_006024

TAX1BP1

5.80E-02

2.72E-02

2.02E-01

217482_at

AK021987

HEMBB1000354

5.33E-02

4.79E-03

9.66E-02

217617_at

AW451711

PBX1

-5.67E-02

2.53E-03

7.78E-02

203528_at

NM_006378

SEMA4D

-5.23E-02

1.26E-03

6.05E-02

204545_at

NM_000287

PEX6

5.45E-02

1.45E-02

1.52E-01

217055_x_at

S83374

SLC1A2

5.17E-02

1.45E-02

1.52E-01

217055_x_at

S83374

SLC1A2

Male subjects

Male subjects

-8.15E-02

2.96E-05

1.08E-01

219525_at

NM_018242

SLC47A1

1.61E-01

4.55E-10

3.34E-06

Alcohol use

  

-6.62E-02

2.50E-03

3.49E-01

208151_x_at

NM_030881

DDX17

1.27E-01

1.68E-12

2.47E-08

Drug use

  

-6.36E-02

1.02E-02

3.49E-01

218055_s_at

NM_018268

WDR41

7.30E-02

3.77E-03

3.48E-01

PMI

  

-6.35E-02

2.91E-03

3.49E-01

205048_s_at

NM_003832

PSPH

-6.30E-02

2.96E-05

7.68E-02

219525_at

NM_018242

SLC47A1

-6.12E-02

2.15E-03

3.49E-01

218948_at

AL136679

QRSL1

-5.73E-02

2.91E-03

3.48E-01

205048_s_at

NM_003832

PSPH

-5.44E-02

2.09E-03

3.49E-01

202203_s_at

NM_001144

AMFR

-5.47E-02

3.85E-03

3.48E-01

205924_at

BC005035

RAB3B

5.33E-02

4.53E-03

3.49E-01

216006_at

AF070620

WIPF2

-5.16E-02

2.50E-03

3.48E-01

208151_x_at

NM_030881

DDX17

-5.09E-02

3.85E-03

3.49E-01

205924_at

BC005035

RAB3B

-5.14E-02

2.09E-03

3.48E-01

202203_s_at

NM_001144

AMFR

-4.90E-02

1.17E-02

3.49E-01

208719_s_at

U59321

DDX17

-5.12E-02

2.15E-03

3.48E-01

218948_at

AL136679

QRSL1

4.79E-02

1.23E-02

3.49E-01

210738_s_at

AF011390

SLC4A4

-4.36E-02

1.02E-02

3.48E-01

218055_s_at

NM_018268

WDR41

4.79E-02

4.39E-02

3.49E-01

202853_s_at

NM_002958

RYK

4.20E-02

4.53E-03

3.48E-01

216006_at

AF070620

WIPF2

4.76E-02

2.39E-02

3.49E-01

207181_s_at

NM_001227

CASP7

-3.96E-02

2.06E-04

1.68E-01

Brain pH

  

-4.74E-02

2.04E-02

3.49E-01

204416_x_at

NM_001645

APOC1

-3.84E-02

1.17E-02

3.48E-01

208719_s_at

U59321

DDX17

4.53E-02

1.52E-03

3.49E-01

204712_at

NM_007191

WIF1

3.76E-02

2.06E-02

3.48E-01

214722_at

AW516297

NOTCH2NL

-4.51E-02

3.53E-03

3.49E-01

204545_at

NM_000287

PEX6

3.75E-02

4.39E-02

3.48E-01

202853_s_at

NM_002958

RYK

-4.50E-02

6.16E-03

3.49E-01

205033_s_at

NM_004084

DEFA1/3

3.74E-02

9.42E-03

3.48E-01

209291_at

AW157094

ID4

4.31E-02

2.46E-02

3.49E-01

219255_x_at

NM_018725

IL17RB

-3.67E-02

2.04E-02

3.48E-01

204416_x_at

NM_001645

APOC1

-4.29E-02

8.23E-05

1.34E-01

213921_at

NM_001048

SST

-3.60E-02

3.53E-03

3.48E-01

204545_at

NM_000287

PEX6

4.26E-02

3.48E-02

3.49E-01

218500_at

NM_016647

C8orf55

3.56E-02

1.23E-02

3.48E-01

210738_s_at

AF011390

SLC4A4

-4.25E-02

5.38E-07

7.90E-03

202688_at

NM_003810

TNFSF10

-3.55E-02

6.16E-03

3.48E-01

205033_s_at

NM_004084

DEFA1/3

Female subjects

Female subjects

6.17E-02

3.51E-02

3.21E-01

211751_at

BC005949

PDE4DIP

9.50E-02

3.19E-08

3.84E-04

Drug use

  

-5.56E-02

3.95E-02

3.21E-01

202688_at

NM_003810

TNFSF10

8.85E-02

3.09E-04

3.21E-01

Left brain

  

-4.20E-02

1.30E-02

3.21E-01

201222_s_at

AL527365

RAD23B

5.17E-02

3.51E-02

3.21E-01

211751_at

BC005949

PDE4DIP

-4.19E-02

1.89E-02

3.21E-01

211990_at

M27487

HLA-DPA1

5.01E-02

6.64E-06

4.00E-02

Age

  

-4.04E-02

1.00E-02

3.21E-01

202581_at

NM_005346

HSPA1B

-4.93E-02

3.95E-02

3.21E-01

202688_at

NM_003810

TNFSF10

-3.77E-02

5.25E-02

3.21E-01

202203_s_at

NM_001144

AMFR

4.09E-02

2.66E-03

3.21E-01

Alcohol use

  

-3.74E-02

4.26E-02

3.21E-01

217757_at

NM_000014

A2M

-3.88E-02

1.30E-02

3.21E-01

201222_s_at

AL527365

RAD23B

3.72E-02

5.74E-02

3.21E-01

213757_at

AA393940

EIF5A

-3.71E-02

1.00E-02

3.21E-01

202581_at

NM_005346

HSPA1B

-3.70E-02

2.24E-03

3.21E-01

221579_s_at

AF062530

NUDT3

-3.50E-02

5.25E-02

3.21E-01

202203_s_at

NM_001144

AMFR

-3.62E-02

1.15E-03

3.21E-01

203416_at

NM_000560

CD53

3.46E-02

5.74E-02

3.21E-01

213757_at

AA393940

EIF5A

-3.49E-02

2.55E-03

3.21E-01

208691_at

BC001188

TFRC

-3.29E-02

4.26E-02

3.21E-01

217757_at

NM_000014

A2M

3.36E-02

2.92E-03

3.21E-01

205990_s_at

NM_003392

WNT5A

-3.26E-02

1.15E-03

3.21E-01

203416_at

NM_000560

CD53

-3.33E-02

2.68E-02

3.21E-01

202291_s_at

NM_000900

MGP

-3.25E-02

1.89E-02

3.21E-01

211990_at

M27487

HLA-DPA1

-3.32E-02

2.63E-03

3.21E-01

200800_s_at

NM_005345

HSPA1A/B

-2.99E-02

2.68E-02

3.21E-01

202291_s_at

NM_000900

MGP

-3.30E-02

2.60E-02

3.21E-01

211038_s_at

BC006312

CROCCL1

-2.95E-02

2.24E-03

3.21E-01

221579_s_at

AF062530

NUDT3

-3.27E-02

4.16E-02

3.21E-01

218589_at

NM_005767

P2RY5

-2.91E-02

2.63E-03

3.21E-01

200800_s_at

NM_005345

HSPA1A/B

-3.23E-02

6.22E-02

3.21E-01

203231_s_at

AW235612

ATXN1

2.89E-02

2.92E-03

3.21E-01

205990_s_at

NM_003392

WNT5A

-3.21E-02

5.41E-02

3.21E-01

218055_s_at

NM_018268

WDR41

-2.89E-02

1.45E-02

3.21E-01

202746_at

AL021786

ITM2A

-3.17E-02

3.12E-02

3.21E-01

210004_at

AF035776

OLR1

-2.79E-02

5.14E-02

3.21E-01

209458_x_at

AF105974

HBA1/2

-3.11E-02

1.70E-02

3.21E-01

206577_at

NM_003381

VIP

-2.75E-02

6.56E-02

3.21E-01

201718_s_at

BF511685

EPB41L2