File size: 4,935 Bytes
c16d72f
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
{
    "significant_genes": {
        "Variable": [
            "KDM4D",
            "MED18",
            "DNAJC28",
            "ARID5A",
            "BHMT2",
            "PLK4",
            "GASK1B",
            "POP1",
            "GRB14",
            "ALG11",
            "SULF1",
            "COMT",
            "USP6NL",
            "CDHR1",
            "HSPB2",
            "CRLF3",
            "GSTM5",
            "VIPR2",
            "FBXO9",
            "NFX1",
            "PAFAH1B2",
            "PSPH",
            "SLC2A1",
            "SGF29",
            "ZNF239",
            "CTR9",
            "DGKD",
            "LCMT2",
            "HSF1",
            "IFI35",
            "ATP5MC2P1",
            "SP3P",
            "NUP107",
            "FARS2",
            "XIAP",
            "CES1",
            "SIGIRR",
            "CLDN5",
            "PKN1",
            "MIR3917",
            "KLHL9",
            "MC4R",
            "TLL2",
            "SLC26A4",
            "ARL15",
            "LRRC37BP1",
            "LMOD1",
            "GYG2",
            "ZFP2"
        ],
        "Coefficient": [
            -0.15668180433443327,
            -0.07792790154894919,
            -0.06717230824200911,
            0.06007504323030711,
            0.05581192212003923,
            -0.05416001385135213,
            -0.05248966798084882,
            -0.05189959160938045,
            0.04926810033202721,
            -0.0403317583106335,
            -0.03908643180607168,
            0.035203492588135876,
            -0.03307915933525829,
            0.03036349147879955,
            -0.02876024252529037,
            -0.022663881786008578,
            0.022251053270466878,
            -0.021197354811276832,
            -0.020735253935403028,
            -0.019145565110389364,
            0.018195786530419755,
            0.017017567127385724,
            0.01661075627336178,
            0.015518476305779995,
            -0.012973805830556497,
            -0.012483474449257813,
            0.012350901608018248,
            -0.012327889554053947,
            0.011014431646181934,
            0.01098170714397195,
            0.01086754657622695,
            0.006909961235121072,
            -0.006722842303623334,
            -0.006475396036592823,
            -0.005461190006763969,
            0.004955173680990245,
            0.003771474077927325,
            0.0035696050127243385,
            0.0021277113335011737,
            -0.0020849736675004186,
            -0.001879634254140968,
            -0.0018065421743609304,
            -0.001489011774748418,
            -0.0009918822471664576,
            -0.0005780099865117916,
            -0.0004483067552398052,
            0.0003697585437580104,
            0.00022269879593168345,
            -0.00022133110280017602
        ],
        "Absolute Coefficient": [
            0.15668180433443327,
            0.07792790154894919,
            0.06717230824200911,
            0.06007504323030711,
            0.05581192212003923,
            0.05416001385135213,
            0.05248966798084882,
            0.05189959160938045,
            0.04926810033202721,
            0.0403317583106335,
            0.03908643180607168,
            0.035203492588135876,
            0.03307915933525829,
            0.03036349147879955,
            0.02876024252529037,
            0.022663881786008578,
            0.022251053270466878,
            0.021197354811276832,
            0.020735253935403028,
            0.019145565110389364,
            0.018195786530419755,
            0.017017567127385724,
            0.01661075627336178,
            0.015518476305779995,
            0.012973805830556497,
            0.012483474449257813,
            0.012350901608018248,
            0.012327889554053947,
            0.011014431646181934,
            0.01098170714397195,
            0.01086754657622695,
            0.006909961235121072,
            0.006722842303623334,
            0.006475396036592823,
            0.005461190006763969,
            0.004955173680990245,
            0.003771474077927325,
            0.0035696050127243385,
            0.0021277113335011737,
            0.0020849736675004186,
            0.001879634254140968,
            0.0018065421743609304,
            0.001489011774748418,
            0.0009918822471664576,
            0.0005780099865117916,
            0.0004483067552398052,
            0.0003697585437580104,
            0.00022269879593168345,
            0.00022133110280017602
        ]
    },
    "cv_performance": {
        "prediction": {
            "accuracy": 74.28571428571429,
            "precision": 80.0,
            "recall": 65.0,
            "f1": 70.47619047619047
        },
        "selection": {
            "precision": 3.531081081081081,
            "recall": 0.34782608695652173,
            "f1": 0.6324803848566154,
            "jaccard": 0.3179631572624718
        }
    }
}