Table 2.

Top 10 genes with high Gini importance by the random forest algorithm.

Accession no.	Gene symbol	Gini importance	logFC	adj.P.Value	Chr	HR (OS)	95%CI	P-value
NM_004386	NCAN	0.061850062	1.697	0.002175968	chr19	1.475	1.345–1.617	<0.0001
NM_000687	AHCY	0.038477178	0.686	0.000319358	chr20	3.131	2.494–3.932	<0.0001
NM_030906	STK33	0.034351926	1.202	0.001117677	chr11	1.798	1.569–2.061	<0.0001
NM_014501	UBE2S	0.028596074	0.84	3.01E-05	chr19	2.943	2.355–3.679	<0.0001
NM_003686	EXO1	0.021770529	0.953	0.001977921	chr1	2.148	1.811–2.548	<0.0001
NM_017669	ERCC6L	0.020307985	0.952	0.000570824	chrX	2.294	1.920–2.741	<0.0001
NM_016354	SLCO4A1	0.018810664	1.747	0.001106007	chr20	1.463	1.341–1.597	<0.0001
NM_001827	CKS2	0.018428233	0.678	0.004725484	chr9	2.679	2.179–3.294	<0.0001
NM_002358	MAD2L1	0.018307845	0.777	0.007867488	chr4	2.082	1.744–2.486	<0.0001
NM_032117	MND1	0.018163659	0.849	0.002682907	chr4	2.381	1.985–2.885	<0.0001

Bold values indicate the genes we selected as the signature.