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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