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