
# input parameters:

# sample number: 100
# feature number: 500
# data type number: 2
# The number of categories for sample label: 3

# The following is the order of importance score of features.
# score: It is the mean classification error rate of the remaining features after a feature is removed, and the larger the value, the more important the feature is.
# gene_error_g_t: Mean error increase for each omics type after perturbation.
# norm_all_gene_error_g_t: Relative contribution of each omics type to joint perturbation error.
# norm_gene_error_g_t: Normalized contribution of each omics type (sums to 1).
# significant group: Wilcoxon signed-rank test was performed between each two classes then filtered significant groups (p<0.01). For example, [class1, class2] vs [class3] means that the significance between class1/class2 and class3 is p<0.01, but the significance between class1 and class2 is p>0.01.
# specific class: The class which is only one has significant difference (p<0.01) between other classes. For example, [class1, class2] vs [class3] means that the class3 is the specific class.

Rank	feature id	score	contribution[DNA_methylation]	contribution[CNV]	significant group in DNA_methylation	specific class in DNA_methylation	significant group in CNV	specific class in CNV
1	ZNF398	0.999933	0.960572	0.0394285	[G2, G3] vs [G4]	G4-	[G2] vs [G3] vs [G4]	
2	HSF4	0.801499	0.811399	0.188601				
3	BAZ1B	0.75377	1	0	[G2, G3] vs [G4]	G4-	[G2, G3] vs [G4]	G4-
4	KIAA1324	0.742183	0.742882	0.257118				
5	PCGF5	0.649223	0.918703	0.0812967	[G2, G3] vs [G4]	G4-	[G2] vs [G3] vs [G4]	
6	OSCAR	0.57719	0.908959	0.0910411	[G2, G4] vs [G3]	G3+	[G2, G3] vs [G4]	G4+
7	FHOD1	0.570206	0.811838	0.188162	[G2, G4] vs [G3]	G3+		
8	POLR2J2	0.55514	0.961961	0.0380392	[G2, G3] vs [G4]	G4-	[G2, G3] vs [G4]	G4-
9	PUM1	0.542359	0.75438	0.24562	[G2, G3] vs [G4]	G4+	[G2] vs [G3] vs [G4]	
10	ORAI3	0.526007	0.754175	0.245825	[G2, G3] vs [G4]	G4-	[G2, G3] vs [G4]	G4-
11	LIMK2	0.49192	0.965544	0.0344562	[G2, G3] vs [G4]	G4-		
12	ATAD1	0.490154	0.77467	0.22533			[G2] vs [G3] vs [G4]	
13	CALU	0.478692	0.985458	0.0145416	[G2, G4] vs [G3]	G3+	[G2] vs [G3, G4]	G2-
14	CACNB2	0.455229	1	0	[G2, G3] vs [G4]	G4-		
15	HERPUD1	0.443695	0.697814	0.302186	[G2, G3] vs [G4]	G4-	[G2, G3] vs [G4]	G4-
16	CSGALNACT2	0.441541	0.788164	0.211836	[G2, G3] vs [G4]	G4+		
17	SPRED3	0.438125	0.867893	0.132107	[G2, G3] vs [G4]	G4-	[G2, G3] vs [G4]	G4-
18	AOAH	0.418733	0.480238	0.519762	[G2, G3] vs [G4]	G4+	[G2] vs [G3] vs [G4]	
19	APOBEC3C	0.406446	0.872085	0.127915	[G2, G3] vs [G4]	G4-	[G2] vs [G3, G4]	G2-
20	S100PBP	0.404895	0.904375	0.0956252	[G2, G3] vs [G4]	G4-		
21	RNF138	0.398685	0.807908	0.192092				
22	UBE2C	0.37855	0.930378	0.0696222	[G2] vs [G3, G4]	G2+	[G2, G3] vs [G4]	G4-
23	RAB18	0.356772	0.803101	0.196899	[G2] vs [G3, G4]	G2-		
24	TMEM179B	0.355735	0.446188	0.553812				
25	WBSCR16	0.333756	0.956842	0.043158				
26	YRDC	0.315597	0.915105	0.0848946	[G2, G4] vs [G3]	G3+	[G2] vs [G3] vs [G4]	
27	SSU72	0.306682	0.617909	0.382091	[G2] vs [G3] vs [G4]			
28	PSMG2	0.298229	0.865118	0.134882	[G2, G3] vs [G4]	G4-	[G2, G3] vs [G4]	G4+
29	TUBGCP6	0.294318	0.854456	0.145544	[G2, G3] vs [G4]	G4-		
30	ZCCHC24	0.293706	0.829007	0.170993	[G2] vs [G3] vs [G4]		[G2] vs [G3] vs [G4]	
31	CD36	0.289246	0.482817	0.517183	[G2, G3] vs [G4]	G4-		
32	ZNHIT2	0.282172	0.806364	0.193636	[G2] vs [G3] vs [G4]		[G2, G3] vs [G4]	G4+
33	C16orf70	0.275709	0.780809	0.219191	[G2, G3] vs [G4]	G4-	[G2, G3] vs [G4]	G4+
34	KLK1	0.273115	0.730387	0.269613	[G2] vs [G3] vs [G4]		[G2, G3] vs [G4]	G4+
35	FAM107B	0.272708	0.365922	0.634078	[G2, G3] vs [G4]	G4-	[G2] vs [G3, G4]	G2+
36	ZNF8	0.261749	0.821564	0.178436	[G2] vs [G3] vs [G4]			
37	C16orf46	0.260927	0.623016	0.376984			[G2, G3] vs [G4]	G4-
38	MYD88	0.259923	0.789919	0.210081	[G2, G3] vs [G4]	G4-	[G2, G3] vs [G4]	G4-
39	IQCK	0.258105	0.505518	0.494482	[G2] vs [G3] vs [G4]		[G2, G3] vs [G4]	G4-
40	STIL	0.247646	0.895574	0.104426	[G2, G4] vs [G3]	G3+	[G2] vs [G3] vs [G4]	
41	ZC3H18	0.242643	0.692197	0.307803	[G2] vs [G3] vs [G4]		[G2, G4] vs [G3]	G3+
42	ZNF662	0.227922	0.368865	0.631135	[G2, G3] vs [G4]	G4-	[G2, G3] vs [G4]	G4-
43	OR3A1	0.227089	0.54489	0.45511	[G2, G3] vs [G4]	G4-	[G2, G3] vs [G4]	G4-
44	MS4A3	0.212483	0.810061	0.189939	[G2] vs [G3] vs [G4]			
45	MT1X	0.205491	0.94943	0.0505699	[G2] vs [G3] vs [G4]		[G2, G3] vs [G4]	G4-
46	ZCCHC17	0.180742	1	0	[G2, G3] vs [G4]	G4-		
47	PPIA	0.162585	0.812658	0.187342	[G2, G3] vs [G4]	G4-	[G2, G4] vs [G3]	G3-
48	SGOL1	0.139159	1	0	[G2, G3] vs [G4]	G4-		
49	ANKRD2	0.138519	0.286095	0.713905				
50	CACNA2D1	0.13798	0.734926	0.265074	[G2, G3] vs [G4]	G4-		
51	PTPN2	0.136802	1	0	[G2, G3] vs [G4]	G4-		
52	C1orf228	0.124621	0.387325	0.612675			[G2] vs [G3] vs [G4]	
53	NUDC	0.111365	0.442805	0.557195	[G2, G3] vs [G4]	G4-	[G2] vs [G3] vs [G4]	
54	PIK3CG	0.109097	0.0594304	0.94057	[G2, G3] vs [G4]	G4-	[G2] vs [G3] vs [G4]	
55	OLAH	0.104814	0.472527	0.527472	[G2, G3] vs [G4]	G4-	[G2, G3] vs [G4]	G4-
56	MIOX	0.104728	0	1	[G2, G3] vs [G4]	G4-		
57	CLSTN1	0.100389	0.5	0.5	[G2, G3] vs [G4]	G4-		
58	BCL10	0.0948425	0.348518	0.651482	[G2] vs [G3] vs [G4]			
59	TSEN2	0.0904559	0.836185	0.163815	[G2] vs [G3, G4]	G2+		
60	RAC1	0.0903988	0	1	[G2, G3] vs [G4]	G4-	[G2, G4] vs [G3]	G3-
