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Table 2 Betti number analysis and its implication for multiple protein targeting. The data for the 5-year survival was again derived from Surveillance, Epidemiology and End Results Database (SEER), the nominal Betti number was calculated using JPLEX, and represents the Betti number for the full cancer network, and the Best Betti represents the lowest Betti number achieved by removal of a protein from the specific cancer protein-protein interaction (PPI) network. Through sequential removal of protein pairs across the entire PPI network of each cancer, we were able to identify combinations of protein pairs exhibiting most effect on the PPI network. Shown are the node combinations which produce the most reduction in network complexity as measured by the “Best Betti, double node elimination”, each paired node elimination results in equivalent drop in Betti, e.g. HRAS-FLT3 and HRAS-NRAS both have Best Betti of 83 in AML

From: Design principles for cancer therapy guided by changes in complexity of protein-protein interaction networks

  

AML

Bladder

CML

Colorectal

Endometrial

Glioma

NSCL

Pancreatic

Renal

SCL

Thyroid

5 years Survival [%]

23.6

78.1

55.2

63.6

68.6

33.4

18

5.5

69.5

6.2

97.2

Nominal Betti

107

20

114

51

45

128

50

38

51

149

24

Best Betti [single node elimination]

95

15

101

41

35

109

37

29

34

131

17

Best Betti [double node elimination]

83

11

88

31

26

90

29

21

26

113

10

Paired node elimination

 

HRAS – MAPK3

       

ITGA2 – ITGA3

 
 

ARAF – MAPK3

       

ITGA2 – ITGA6

 
 

RAF1 – MAPK3

       

ITGA3 – ITGA6

 

HRAS – FLT3

NRAS – MAPK3

       

ITGA2 – ITGA2B

 

HRAS – NRAS

HRAS – MAPK1

AKT1 – AKT2

AKT1 – AKT2

 

NRAS – HRAS

   

ITGA3 – ITGA2B

HRAS – NRAS

FLT3 – NRAS

ARAK – MAPK1

AKT1 – AKT3

AKT1 – AKT3

ILK – PDPK1

NRAS – KRAS

EGFR – KRAS

NFKB1 – KRAS

HIF1A – GAB1

ITGA6 – ITGA2B

HRAS – KRAS

HRAS – KRAS

RAF1 – MAPK1

AKT2 – AKT3

AKT2 – AKT3

 

HRAS – KRAS

ERBB2 – KRAS

RELA – KRAS

GAB1 – EPAS1

ITGA2 – ITGB1

NRAS – KRAS

FLT3 – KRAS

NRAS – MAPK1

       

ITGA3 – ITGB1

 

NRAS – KRAS

MAPK3 – KRAS

       

ITGA6 – ITGB1

 
 

MAPK1 – KRAS

       

ITGA2B – ITGB1

 
 

MAPK3 – BRAF

       

ITGA2 – ITGAV

 
 

MAPK1 - BRAF

       

ITGA3 - ITGAV