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Table 2 Comparison of CASCADE to competing clustering methods for 2 biological network data sets (BIOGRID Yeast PPI network, DIP Yeast PPI network).

From: CASCADE: a novel quasi all paths-based network analysis algorithm for clustering biological interactions

Dataset

Method

Cluster

Size

Discard

MIPS (-logp)

GO (-logp)

  

Number

 

(%)

Function

Location

Complex

mf

cc

bp

BIOGRID Yeast PPI network

CASCADE

225

19.6

18.3

3.26

2.55

5.13

4.67

4.24

3.53

 

STM

248

18.1

16.2

2.88

2.37

4.64

4.17

3.98

3.53

 

Maximal clique

587

3.6

80.8

2.71

2.21

4.53

3.55

3.47

2.99

 

Quasi clique

431

7.4

40.9

2.97

2.03

4.89

4.16

3.88

3.02

 

Samanta

289

6.7

64.8

2.63

1.61

4.59

3.48

3.29

3.01

 

MCL

617

6.2

29.2

2.58

1.22

3.87

4.02

3.77

2.83

 

Chen

577

8.4

10.1

2.61

2.08

4.13

4.36

3.84

3.05

 

Rives

217

21.5

13.5

3.04

2.34

4.22

4.14

3.97

3.03

 

SPC

85

54.9

13.4

1.33

0.87

2.65

2.11

2.51

2.29

DIP Yeast PPI network

CASCADE

50

48.1

7.3

14.1

7.84

15.8

12.1

12.8

9.09

 

STM

60

40.1

7.8

13.0

7.23

14.2

11.8

11.9

8.04

 

Maximal clique

120

5.7

98.3

10.2

7.67

10.0

8.46

10.0

6.57

 

Quasi clique

103

11.2

80.8

11.0

6.29

12.0

10.7

11.1

7.69

 

Samanta

64

7.9

79.9

8.76

4.74

10.7

9.82

10.8

8.01

 

Minimum cut

114

13.5

35.0

7.97

4.58

8.56

8.19

7.87

6.21

 

Betweenness cut

180

10.3

21.0

7.89

4.06

8.59

7.02

6.98

4.88

 

MCL

163

9.8

36.7

8.08

3.84

9.53

7.81

8.11

6.26

 

Chen

141

16.3

1.7

9.12

4.91

9.87

8.28

8.09

6.01

 

Rives

42

55.3

7.8

10.1

6.88

9.52

9.61

9.59

7.42

 

SPC

5

47.2

6.4

5.27

2.39

5.49

6.23

5.91

5.18

  1. The Number column indicates the number of clusters identified by each method, the Size column indicates the average number of molecular components in each cluster; the Discard(%) indicates the percentage of molecular components not assigned to any cluster. The average -log p values of all detected clusters for MIPS categories (biological function, cellular location, complex) and Gene Ontology (molecular functions (mf), biological process (bp), cellular component (cc)) are shown. Comparisons are performed on the clusters with 5 or more molecular components. The results for Minimum cut and Betweenness cut for the BIOGRID dataset are not shown due to limitation of the available implementation.