
# 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[transcriptome]	contribution[DNA_methylation]	significant group in transcriptome	specific class in transcriptome	significant group in DNA_methylation	specific class in DNA_methylation
1	CASP4	0.99996	0.248118	0.751882	[class1, class3] vs [class2]	class2+	[class1] vs [class2] vs [class3]	
2	COL5A2	0.707601	0.34108	0.65892	[class1, class3] vs [class2]	class2+	[class1] vs [class2] vs [class3]	
3	EVC2	0.521031	0.601598	0.398402	[class1] vs [class2, class3]	class1-	[class1] vs [class2, class3]	class1-
4	BDKRB2	0.500337	0.225303	0.774697	[class1] vs [class2, class3]	class1+		
5	CYBA	0.499882	0.116934	0.883066			[class1] vs [class2] vs [class3]	
6	ABCC3	0.43269	0.941622	0.0583782			[class1] vs [class2, class3]	class1-
7	KHNYN	0.388156	0.747026	0.252974	[class1] vs [class2, class3]	class1-	[class1, class3] vs [class2]	class2+
8	RAB42	0.372073	0.0853983	0.914602			[class1, class3] vs [class2]	class2+
9	CALU	0.338209	0.983817	0.0161827	[class1] vs [class2] vs [class3]		[class1, class3] vs [class2]	class2-
10	SLC25A24	0.336668	0.748539	0.251461	[class1] vs [class2] vs [class3]		[class1, class3] vs [class2]	class2+
11	SOX8	0.314604	0.829158	0.170842	[class1, class3] vs [class2]	class2-	[class1, class3] vs [class2]	class2+
12	PTPN2	0.30502	0.729912	0.270088	[class1, class3] vs [class2]	class2-	[class1, class3] vs [class2]	class2-
13	RBP1	0.302471	0.62307	0.37693			[class1] vs [class2, class3]	class1-
14	SLC34A2	0.297789	0.460286	0.539714			[class1, class3] vs [class2]	class2+
15	YWHAQ	0.281125	0.904147	0.0958531	[class1, class3] vs [class2]	class2-	[class1] vs [class2] vs [class3]	
16	RPS6KA5	0.270629	0.807155	0.192845	[class1, class3] vs [class2]	class2-	[class1] vs [class2, class3]	class1+
17	HDAC4	0.261762	0.881728	0.118272	[class1, class3] vs [class2]	class2-	[class1] vs [class2] vs [class3]	
18	OLFML2A	0.25754	0.994182	0.00581755	[class1] vs [class2] vs [class3]		[class1] vs [class2, class3]	class1+
19	MYH6	0.249612	0.970058	0.0299422	[class1, class3] vs [class2]	class2+	[class1, class3] vs [class2]	class2+
20	MYD88	0.248813	0.338925	0.661075	[class1, class3] vs [class2]	class2-	[class1] vs [class2] vs [class3]	
21	FUCA2	0.246776	0.842027	0.157973	[class1, class2] vs [class3]	class3+	[class1] vs [class2, class3]	class1-
22	LTBP1	0.233129	0.229028	0.770972			[class1] vs [class2] vs [class3]	
23	FRZB	0.229836	0.527885	0.472115	[class1, class3] vs [class2]	class2+		
24	PRR7	0.223628	0.940038	0.0599618				
25	S100A8	0.216122	0.729908	0.270092	[class1, class3] vs [class2]	class2-	[class1] vs [class2] vs [class3]	
26	F7	0.208968	0.637569	0.362431	[class1, class3] vs [class2]	class2+	[class1] vs [class2] vs [class3]	
27	TMCC2	0.205315	0.602519	0.397481			[class1] vs [class2] vs [class3]	
28	HSF4	0.202267	0.766479	0.233521	[class1, class3] vs [class2]	class2+	[class1, class2] vs [class3]	class3-
29	OAF	0.202154	0.41962	0.58038			[class1, class3] vs [class2]	class2+
30	H3F3A	0.197702	0.201023	0.798977	[class1, class3] vs [class2]	class2-	[class1] vs [class2, class3]	class1-
31	PER2	0.197576	0.417743	0.582257	[class1, class3] vs [class2]	class2-	[class1] vs [class2] vs [class3]	
32	RARS2	0.196084	0.921157	0.0788433	[class1, class3] vs [class2]	class2-	[class1] vs [class2, class3]	class1-
33	CRLF3	0.191721	0.868527	0.131473	[class1, class3] vs [class2]	class2-	[class1] vs [class2, class3]	class1-
34	FHOD1	0.188321	0.769604	0.230396	[class1, class3] vs [class2]	class2-	[class1] vs [class2, class3]	class1-
35	PI3	0.185705	0.511579	0.488421	[class1] vs [class2] vs [class3]		[class1] vs [class2] vs [class3]	
36	TCF19	0.185569	0.840613	0.159387	[class1, class2] vs [class3]	class3+	[class1] vs [class2] vs [class3]	
37	WDR89	0.180246	0.292671	0.707329	[class1, class3] vs [class2]	class2-	[class1, class2] vs [class3]	class3-
38	C1orf112	0.178335	0.237508	0.762493	[class1, class3] vs [class2]	class2+	[class1] vs [class2] vs [class3]	
39	WBSCR16	0.177486	0.195037	0.804963	[class1, class3] vs [class2]	class2+	[class1] vs [class2] vs [class3]	
40	RNF181	0.172753	0.334419	0.665581	[class1, class2] vs [class3]	class3+		
41	SPRED3	0.168833	0.392595	0.607405			[class1] vs [class2] vs [class3]	
42	EHMT2	0.168554	0.40329	0.59671	[class1] vs [class2, class3]	class1-	[class1, class3] vs [class2]	class2+
43	GPN1	0.167572	0.771094	0.228906	[class1, class3] vs [class2]	class2+	[class1] vs [class2, class3]	class1-
44	TIMM17A	0.167061	0.575555	0.424445			[class1] vs [class2, class3]	class1-
45	SDC4	0.167	0.472742	0.527258	[class1, class3] vs [class2]	class2+	[class1] vs [class2, class3]	class1-
46	LSM11	0.161724	0.362376	0.637624	[class1, class3] vs [class2]	class2-	[class1] vs [class2] vs [class3]	
47	NLRP14	0.158622	0.685518	0.314482	[class1, class3] vs [class2]	class2-	[class1] vs [class2] vs [class3]	
48	ZCCHC24	0.154233	0.845144	0.154856	[class1, class3] vs [class2]	class2+	[class1, class3] vs [class2]	class2+
49	BMP1	0.153252	0.924539	0.0754614	[class1, class3] vs [class2]	class2+	[class1, class3] vs [class2]	class2+
50	MINA	0.152887	0.407095	0.592905	[class1, class3] vs [class2]	class2-	[class1] vs [class2, class3]	class1-
51	NMUR1	0.147202	0.478302	0.521698	[class1, class3] vs [class2]	class2+	[class1, class3] vs [class2]	class2+
52	RAB18	0.144843	0.630892	0.369108	[class1, class3] vs [class2]	class2-	[class1] vs [class2] vs [class3]	
53	SLC2A3	0.14397	0.376327	0.623673			[class1, class3] vs [class2]	class2+
54	SEC23A	0.142128	0.694378	0.305622	[class1, class3] vs [class2]	class2-	[class1, class3] vs [class2]	class2+
55	C14orf132	0.14122	0.538649	0.461351	[class1, class3] vs [class2]	class2+	[class1] vs [class2] vs [class3]	
56	SGOL1	0.139184	0.575923	0.424077	[class1, class3] vs [class2]	class2-	[class1] vs [class2, class3]	class1-
57	SLC44A1	0.135069	0.653969	0.346031	[class1, class3] vs [class2]	class2-	[class1, class3] vs [class2]	class2+
58	BCL10	0.127782	0.82918	0.17082	[class1, class3] vs [class2]	class2-	[class1] vs [class2, class3]	class1-
59	PDCD2	0.126061	0.845723	0.154277	[class1, class3] vs [class2]	class2-	[class1] vs [class2] vs [class3]	
60	PPIA	0.12246	0.835286	0.164714	[class1, class3] vs [class2]	class2+	[class1, class3] vs [class2]	class2+
61	C5orf22	0.121692	0.435014	0.564986	[class1, class3] vs [class2]	class2+	[class1] vs [class2, class3]	class1-
62	BTG3	0.118531	0.675947	0.324053	[class1] vs [class2] vs [class3]		[class1] vs [class2] vs [class3]	
63	RARS	0.117814	0.708938	0.291062	[class1, class3] vs [class2]	class2+	[class1] vs [class2] vs [class3]	
64	FLOT2	0.115128	0.774463	0.225537	[class1] vs [class2, class3]	class1-	[class1] vs [class2] vs [class3]	
65	VARS	0.114013	0.888647	0.111353	[class1, class3] vs [class2]	class2+	[class1] vs [class2, class3]	class1+
66	RNF25	0.113378	0.536223	0.463777	[class1, class3] vs [class2]	class2-	[class1] vs [class2] vs [class3]	
67	STIL	0.110693	0.370516	0.629484	[class1] vs [class2] vs [class3]		[class1] vs [class2] vs [class3]	
68	ADAMTS13	0.10517	0.852468	0.147532	[class1, class3] vs [class2]	class2+	[class1] vs [class2] vs [class3]	
69	ATM	0.102613	1	0	[class1] vs [class2, class3]	class1-	[class1, class3] vs [class2]	class2+
70	PRKAA1	0.100845	0.168231	0.831769	[class1, class3] vs [class2]	class2+	[class1] vs [class2, class3]	class1-
71	CCDC62	0.0995012	0.681186	0.318814	[class1] vs [class2, class3]	class1+	[class1, class3] vs [class2]	class2-
72	DEDD	0.0983988	0.227697	0.772303	[class1, class3] vs [class2]	class2-	[class1] vs [class2, class3]	class1-
73	DBI	0.0959011	0.47257	0.52743	[class1] vs [class2] vs [class3]		[class1] vs [class2, class3]	class1-
74	TSPYL1	0.0958897	1	0	[class1, class3] vs [class2]	class2+	[class1] vs [class2] vs [class3]	
75	TSEN2	0.0949669	0.889577	0.110423	[class1, class3] vs [class2]	class2-	[class1, class3] vs [class2]	class2+
76	SYNE2	0.0942817	0.389846	0.610154	[class1, class3] vs [class2]	class2+	[class1, class3] vs [class2]	class2+
77	RNF141	0.094234	0.245324	0.754676	[class1, class3] vs [class2]	class2+	[class1, class3] vs [class2]	class2+
78	SHOX2	0.0930417	0.673987	0.326013			[class1, class3] vs [class2]	class2+
79	CNPY4	0.0873534	0.76341	0.23659	[class1, class3] vs [class2]	class2+	[class1] vs [class2] vs [class3]	
80	RFXAP	0.0854089	0.540283	0.459717	[class1] vs [class2, class3]	class1-	[class1, class3] vs [class2]	class2+
81	CTNNB1	0.0811927	0.634401	0.365599	[class1, class3] vs [class2]	class2-	[class1] vs [class2, class3]	class1-
82	MRPL37	0.0804936	0.697086	0.302914	[class1, class3] vs [class2]	class2-	[class1, class3] vs [class2]	class2+
83	CALCRL	0.0796997	0.0738247	0.926175	[class1] vs [class2, class3]	class1-	[class1, class3] vs [class2]	class2+
84	ATAD1	0.0772865	0.70965	0.29035	[class1, class2] vs [class3]	class3+	[class1, class3] vs [class2]	class2+
85	DLC1	0.0717778	0.912228	0.0877717	[class1, class3] vs [class2]	class2-	[class1, class3] vs [class2]	class2+
86	TEX15	0.0662237	0.832992	0.167008	[class1, class3] vs [class2]	class2+	[class1, class3] vs [class2]	class2+
87	PPP1R1A	0.0642758	0.779789	0.220211	[class1, class3] vs [class2]	class2+	[class1] vs [class2, class3]	class1+
88	UBE2C	0.0619239	0.589357	0.410643	[class1, class3] vs [class2]	class2+	[class1] vs [class2, class3]	class1-
89	POLR2H	0.0529755	0.730088	0.269912	[class1, class3] vs [class2]	class2-	[class1] vs [class2, class3]	class1-
90	C1S	0.0509598	1	0	[class1, class3] vs [class2]	class2-	[class1] vs [class2, class3]	class1-
91	BCL7C	0.0495234	0.681714	0.318286			[class1] vs [class2] vs [class3]	
92	LSAMP	0.0475965	0.659496	0.340504	[class1, class3] vs [class2]	class2+	[class1] vs [class2] vs [class3]	
93	IFI44	0.0463577	0.632799	0.367201	[class1, class3] vs [class2]	class2+	[class1] vs [class2, class3]	class1-
94	DMXL1	0.0461887	0.455417	0.544583	[class1, class3] vs [class2]	class2-	[class1] vs [class2] vs [class3]	
95	MFN1	0.0460617	0.555798	0.444202	[class1, class3] vs [class2]	class2-	[class1] vs [class2, class3]	class1-
96	GRIK4	0.0428254	1	0	[class1] vs [class2] vs [class3]			
97	MYOM1	0.0383673	0.864791	0.135209			[class1] vs [class2] vs [class3]	
98	C9orf64	0.0352536	0.202094	0.797906			[class1] vs [class2] vs [class3]	
99	ZC3H18	0.0351467	0.27184	0.72816	[class1, class3] vs [class2]	class2-	[class1, class3] vs [class2]	class2+
100	CPVL	0.0311005	0	1	[class1, class3] vs [class2]	class2-	[class1] vs [class2, class3]	class1-
101	TMEM179B	0.0290866	0.154362	0.845638	[class1, class3] vs [class2]	class2+	[class1, class3] vs [class2]	class2+
102	POLR2J	0.0289934	0.321439	0.678561	[class1, class3] vs [class2]	class2+	[class1] vs [class2] vs [class3]	
103	SSU72	0.0273983	0.819665	0.180335			[class1] vs [class2, class3]	class1-
104	NXT1	0.0268065	0	1	[class1, class3] vs [class2]	class2+	[class1, class3] vs [class2]	class2-
105	NEBL	0.0219944	0.880262	0.119738	[class1] vs [class2, class3]	class1+	[class1] vs [class2] vs [class3]	
106	SUPT6H	0.0213593	0.639393	0.360607	[class1, class3] vs [class2]	class2+	[class1] vs [class2] vs [class3]	
107	CGREF1	0.0180803	0	1	[class1] vs [class2] vs [class3]		[class1, class3] vs [class2]	class2+
108	APOBEC3C	0.0179854	0.5	0.5			[class1] vs [class2, class3]	class1-
