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Table 1 Sparseness of networks and corresponding conditional FDR, z-value threshold, the number of GG, EG, EE links (n), and the range of correlations and partial correlations

From: Studying alternative splicing regulatory networks through partial correlation analysis

 

Human

Mouse

Rat

Sparseness

0.02%

0.01%

0.005%

0.02%

0.01%

0.005%

0.02%

0.01%

0.005%

GG

         

   cFDR

0.227

0.206

0.185

0.05

0.031

0.02

0.045

0.025

0.015

   z

4.42

4.61

4.79

4.77

5.02

5.25

4.8

5.07

5.31

   n

13,552

6,523

3,202

12,014

5,878

2,893

2,672

1,307

653

   |rg1g2|

≥ 0.947

≥ 0.957

≥ 0.965

≥ 0.964

≥ 0.972

≥ 0.979

≥ 0.965

≥ 0.974

≥ 0.981

EG

         

   cFDR

0.249

0.183

0.132

0.112

0.066

0.037

0.094

0.051

0.026

   z

4.27

4.52

4.76

4.5

4.78

5.05

4.55

4.85

5.13

   n

264,615

123,211

57,584

246,027

117,761

57,227

50,828

23,960

11,822

|re1g2|

|re1g2·g1|

≥ 0.836

≥ 0.862

≥ 0.884

≥ 0.847

≥ 0.874

≥ 0.896

≥ 0.848

≥ 0.876

≥ 0.899

EE

         

   cFDR

0.091

0.054

0.031

0.056

0.026

0.011

0.05

0.021

0.008

   z

4.49

4.77

5.03

4.63

4.95

5.26

4.65

4.98

5.32

   n

1,028,385

489,485

242,567

1,110,763

535,536

263,301

215,750

106,617

52,114

|re1e2|

|re1e2·g1|

|re1e2·g2|

|re1e2·g1g2|

≥ 0.720

≥ 0.757

≥ 0.788

≥ 0.699

≥ 0.741

≥ 0.778

≥ 0.690

≥ 0.733

≥ 0.773

  1. The sparseness is the percentage of true links among all possible node pairs. Note that the number of declared links is very sensitive to the conditional FDR threshold. For example, for the GG network of human, when the conditional FDR (cFDR) changes from 4.42 to 4.61 (a 4% increase), the number of GG links changes from 13,552 to 6,523 (a 48% decrease). Meanwhile, the sparseness is from 0.02% to 0.01% (a 50% decrease).