Table 2 The top 5 important molecules identified by each machine learning algorithm
Molecule rank | Weak classifiers | Strong classifiers | |||
|---|---|---|---|---|---|
LR | SVM | ANN | RF | XGBoost | |
1 | CD44 | CD44 | SFN | SFN | SFN |
2 | RAC3 | TRAM1 | CCND1 | PTGS2 | PIK3CA |
3 | TP53 | SFN | CD44 | MDM2 | CD44 |
4 | EGFR | PTGS2 | PTGS2 | PIK3CA | VEGFA |
5 | SFN | VEGFA | MDM2 | RAC3 | PTGS2 |