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Table 6 Applying the RF and ANN method on experimental data

From: Supervised learning methods in modeling of CD4+ T cell heterogeneity

Study

Input

Output

Dynamics behavior

Experimental (EXP)

Model prediction (ANN)

Model prediction (RF)

Up/Down-regulation with respect to control

IL12

IL6

TGFβ

IL17

RORgt

FOXP3

Tbet

IL17

RORgt

FOXP3

Tbet

IL17

RORgt

FOXP3

Tbet

EXP

ANN / RF

1.[63]

 

0

0

188

   

0.14

   

0.128

   

↑

↑ / ↑

  

100

10

4875

   

0.99

   

0.769

     

2.[63]

 

0

0

 

63

   

0.104

   

0.103

  

↑

↑ / ↑

  

100

10

 

485

   

0.999

   

0.946

    

3.[63]

 

0

0

  

406

   

0.0164

   

0.194

 

↑

↓ / ↓

  

100

10

  

469

   

0.0075

   

0.143

   

4.[64]

 

0

0

  

3.3

   

0.0164

   

0.194

 

↓

↓ / ↓

  

20

3

  

0.6

   

0.0065

   

0.143

   

5.[65]

0

     

1

   

0.0602

   

0.874

↑

↑ / ↑

 

10

     

1.33

   

0.809

   

0.992

 Â