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  1. .gitattributes +6 -0
  2. output/preprocess/Bladder_Cancer/GSE138118.csv +3 -0
  3. output/preprocess/Hepatitis/TCGA.csv +1 -1
  4. output/preprocess/Kidney_Papillary_Cell_Carcinoma/TCGA.csv +1 -1
  5. output/preprocess/Liver_Cancer/gene_data/GSE218438.csv +3 -1
  6. output/preprocess/Mesothelioma/GSE68950.csv +2 -2
  7. output/preprocess/Obesity/GSE123086.csv +3 -0
  8. output/preprocess/Obesity/gene_data/GSE123088.csv +2 -2
  9. output/preprocess/Obsessive-Compulsive_Disorder/GSE60190.csv +3 -0
  10. output/preprocess/Parkinsons_Disease/GSE101534.csv +0 -0
  11. output/preprocess/Parkinsons_Disease/gene_data/GSE101534.csv +0 -0
  12. output/preprocess/Prostate_Cancer/GSE200879.csv +2 -2
  13. output/regress/Atrial_Fibrillation/significant_genes_condition_Chronic_obstructive_pulmonary_disease_(COPD).json +796 -1528
  14. output/regress/Atrial_Fibrillation/significant_genes_condition_Coronary_artery_disease.json +836 -2156
  15. output/regress/Autism_spectrum_disorder_(ASD)/significant_genes_condition_Age.json +0 -0
  16. output/regress/Autism_spectrum_disorder_(ASD)/significant_genes_condition_Gender.json +0 -0
  17. output/regress/Autism_spectrum_disorder_(ASD)/significant_genes_condition_Hypertension.json +0 -0
  18. output/regress/Autism_spectrum_disorder_(ASD)/significant_genes_condition_None.json +0 -0
  19. output/regress/Autism_spectrum_disorder_(ASD)/significant_genes_condition_Obesity.json +0 -0
  20. output/regress/Bile_Duct_Cancer/significant_genes_condition_Hypertension.json +10 -28
  21. output/regress/Bile_Duct_Cancer/significant_genes_condition_None.json +10 -58
  22. output/regress/Bile_Duct_Cancer/significant_genes_condition_Obesity.json +16 -7
  23. output/regress/Bipolar_disorder/significant_genes_condition_Age.json +0 -0
  24. output/regress/Bipolar_disorder/significant_genes_condition_Atherosclerosis.json +0 -0
  25. output/regress/Bipolar_disorder/significant_genes_condition_Atrial_Fibrillation.json +0 -0
  26. output/regress/Bipolar_disorder/significant_genes_condition_Breast_Cancer.json +0 -0
  27. output/regress/Bipolar_disorder/significant_genes_condition_COVID-19.json +0 -0
  28. output/regress/Bipolar_disorder/significant_genes_condition_Cardiovascular_Disease.json +0 -0
  29. output/regress/Bipolar_disorder/significant_genes_condition_Chronic_kidney_disease.json +0 -0
  30. output/regress/Bipolar_disorder/significant_genes_condition_Chronic_obstructive_pulmonary_disease_(COPD).json +0 -0
  31. output/regress/Bipolar_disorder/significant_genes_condition_Coronary_artery_disease.json +0 -0
  32. output/regress/Bipolar_disorder/significant_genes_condition_Depression.json +0 -0
  33. output/regress/Bipolar_disorder/significant_genes_condition_Epilepsy.json +0 -0
  34. output/regress/Bipolar_disorder/significant_genes_condition_Gender.json +0 -0
  35. output/regress/Bipolar_disorder/significant_genes_condition_Generalized_Anxiety_Disorder.json +0 -0
  36. output/regress/Bipolar_disorder/significant_genes_condition_Huntingtons_Disease.json +0 -0
  37. output/regress/Bipolar_disorder/significant_genes_condition_Hypertension.json +0 -0
  38. output/regress/Bipolar_disorder/significant_genes_condition_Insomnia.json +0 -0
  39. output/regress/Bipolar_disorder/significant_genes_condition_Liver_Cancer.json +0 -0
  40. output/regress/Bipolar_disorder/significant_genes_condition_Liver_cirrhosis.json +0 -0
  41. output/regress/Bipolar_disorder/significant_genes_condition_Migraine.json +0 -0
  42. output/regress/Bipolar_disorder/significant_genes_condition_None.json +0 -0
  43. output/regress/Bipolar_disorder/significant_genes_condition_Obesity.json +0 -0
  44. output/regress/Bipolar_disorder/significant_genes_condition_Obsessive-Compulsive_Disorder.json +0 -0
  45. output/regress/Bipolar_disorder/significant_genes_condition_Obstructive_sleep_apnea.json +0 -0
  46. output/regress/Bipolar_disorder/significant_genes_condition_Osteoarthritis.json +0 -0
  47. output/regress/Bipolar_disorder/significant_genes_condition_Polycystic_Ovary_Syndrome.json +0 -0
  48. output/regress/Bipolar_disorder/significant_genes_condition_Post-Traumatic_Stress_Disorder.json +0 -0
  49. output/regress/Bipolar_disorder/significant_genes_condition_Psoriasis.json +0 -0
  50. output/regress/Bipolar_disorder/significant_genes_condition_Schizophrenia.json +0 -0
.gitattributes CHANGED
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- "EFEMP2",
43
- "WASL",
44
- "COPE",
45
- "TAF4",
46
- "HMGN1",
47
- "C12orf4",
48
- "ATPAF1",
49
- "ZNF667",
50
- "FIBIN",
51
- "PELI3",
52
- "MAD2L1BP",
53
- "PPP4R4",
54
- "LOC100134713",
55
- "C12orf5",
56
- "TMEM65",
57
- "LOC400759",
58
- "ZNF525",
59
- "RIPK1",
60
- "IKBKG",
61
- "C4orf38",
62
- "UTP23",
63
- "ZNF26",
64
- "RTF1",
65
- "FAM109A",
66
- "MTM1",
67
- "FUT8",
68
- "WHAMML2",
69
- "C22orf28",
70
- "CCL11",
71
- "GNL1",
72
- "QRSL1",
73
- "ANGPTL2",
74
- "TFIP11",
75
- "CUL1",
76
- "C12orf52",
77
- "PPP1R3D",
78
- "VCP",
79
- "ZBED1",
80
- "FKBP7",
81
- "ANXA4",
82
- "SHKBP1",
83
- "LXN",
84
- "HIST1H2AC",
85
- "CMTM3",
86
- "HSD11B2",
87
- "SNUPN",
88
- "POU3F3",
89
- "CNTROB",
90
- "NPTN",
91
- "ZNF76",
92
- "MED29",
93
- "RWDD4A",
94
- "SLC30A8",
95
- "SLC37A3",
96
- "EIF4G2",
97
- "GOLM1",
98
- "CACNB3",
99
- "RNF208",
100
- "RTN2",
101
- "VPS52",
102
- "PANX3",
103
- "ARFIP2",
104
- "RBM11",
105
- "MBL2",
106
- "ZNF197",
107
- "LOC152024",
108
- "MTDH",
109
- "DTWD1",
110
- "PIGY",
111
- "C8orf30A",
112
- "LYAR",
113
- "SLC22A7",
114
- "HIST1H4E",
115
- "RILPL1",
116
- "EIF3K",
117
- "C19orf62",
118
- "LRRCC1",
119
- "CXorf40B",
120
- "TUBB4Q",
121
- "C9orf109",
122
- "DGAT1",
123
- "RPS17",
124
- "MAPKAPK5",
125
- "AGAP3",
126
- "FAM180A",
127
- "LOC348926",
128
- "LOC150381",
129
- "DDA1",
130
- "LIPG",
131
- "SRP14",
132
- "NCS1",
133
- "IL17REL",
134
- "MDH1",
135
- "ZNF883",
136
- "ZNF16",
137
- "AP3M2",
138
- "TOX4",
139
- "LOC441294",
140
- "CTSE",
141
- "CDS1",
142
- "UEVLD",
143
- "GLT8D2",
144
- "LHPP",
145
- "CLCN5",
146
- "AACSL",
147
- "GPR37L1",
148
- "CXorf22",
149
- "MDFIC",
150
- "LOC644538",
151
- "PSMC4",
152
- "RTN4RL1",
153
- "C12orf65",
154
- "COG3",
155
- "PRODH2",
156
- "SERF2",
157
- "NCRNA00159",
158
- "LOC729799",
159
- "LCT",
160
- "SETD7",
161
- "GNE",
162
- "C17orf59",
163
- "UGP2",
164
- "ADAM15",
165
- "LRRC15",
166
- "KIAA1409",
167
- "CHML",
168
- "SOX8",
169
- "BLNK",
170
- "PLD2",
171
- "FAM84B",
172
- "PCOLCE",
173
- "GRSF1",
174
- "LOC646627",
175
- "CWC25",
176
- "ZNF155",
177
- "XCL1",
178
- "CYMP",
179
- "PDS5B",
180
- "PIGB",
181
- "ACTR2",
182
- "KRT28",
183
- "CXXC4",
184
- "MRPL46",
185
- "C21orf81",
186
- "KLC4",
187
- "C15orf61",
188
- "EVI5L",
189
- "C17orf57",
190
- "NKX1-2",
191
- "VKORC1L1",
192
- "MTERFD3",
193
- "SNORA22",
194
- "CYB561",
195
- "CD24",
196
- "LOC389705",
197
- "MKX",
198
- "BAGE2",
199
- "PLA2G12A",
200
- "INPP5E",
201
- "DMRTC1",
202
- "DUSP18",
203
- "RHCE",
204
- "PPP1R2P3",
205
- "NCRNA00052",
206
- "PLTP",
207
- "CCNB3",
208
- "PABPC4",
209
- "SLC1A7",
210
- "OR9A4",
211
- "VWA5B2",
212
- "TSGA13",
213
- "FAM7A3",
214
- "TRIM62",
215
- "GAGE1",
216
- "FOXI3",
217
- "SYT6",
218
- "MYH7",
219
- "KIAA1324",
220
- "ATXN2",
221
- "TRDN",
222
- "RBP3",
223
- "INPP5F",
224
- "SLC39A4",
225
- "TRIM41",
226
- "CORIN",
227
- "GRM4",
228
- "MOGAT2",
229
- "ARL9",
230
- "C1orf54",
231
- "PYGO1",
232
- "CASP8",
233
- "C2orf61",
234
- "PDCD7",
235
- "GZMA",
236
- "LALBA",
237
- "ZNF358",
238
- "C4orf49",
239
- "SDAD1",
240
- "MGC14436",
241
- "SEMA6C",
242
- "SLCO1B1",
243
- "DPT",
244
- "C18orf2",
245
- "ZHX1",
246
- "C1orf70",
247
- "C20orf191",
248
- "KRT38",
249
- "FTSJD2",
250
- "PPP4R1",
251
- "CDRT4",
252
- "HSD17B3",
253
- "MTHFD2L",
254
- "RHOBTB1",
255
- "SFRP4",
256
- "ZNF679",
257
- "LMO1",
258
- "SLBP",
259
- "TMPRSS7",
260
- "TRMT112",
261
- "LOC400657",
262
- "LOC285045",
263
- "NR2C1",
264
- "KCNJ16",
265
- "SLC10A5",
266
- "LOC100133469",
267
- "ACTN4",
268
- "RNF5P1",
269
  "GSDMA",
270
- "B3GNT3",
271
- "ZNF664",
272
- "XRRA1",
273
- "NSMAF",
274
- "HNF4G",
275
- "SNORA47",
276
- "MRPL16",
277
- "AASDH",
278
- "PCBP1",
279
- "XKR4",
280
- "CXorf38",
281
- "CLDN22",
282
- "OR10H1",
283
- "RAB13",
284
- "FAM157A",
285
- "C4orf43",
286
- "RIOK3",
287
- "PPARG",
288
- "FBXL12",
289
- "DCTN1",
290
- "EVX1",
291
- "CES7",
292
- "MMP20",
293
- "LPAR4",
294
- "FES",
295
- "ZNF880",
296
- "CRTC1",
297
- "AMBN",
298
- "RUNX1",
299
- "RAB3C",
300
- "C12orf74",
301
- "OR4M2",
302
- "WNT16",
303
- "TRIM65",
304
- "VIPAR",
305
- "LOC100128977",
306
- "KYNU",
307
- "B3GNT2",
308
- "APOM",
309
- "HIST1H4B",
310
- "DHRSX",
311
- "AP3B2",
312
- "PTPN11",
313
- "RPH3A",
314
- "MBOAT4",
315
- "LOC643486",
316
- "ELAC1",
317
- "SEMG1",
318
- "FOS",
319
- "KCNH6",
320
- "KRT71",
321
- "LYSMD4",
322
- "NEU1",
323
- "GPR150",
324
- "CCDC97",
325
- "LSM1",
326
- "WDR44",
327
- "DUSP21",
328
- "MGC12916",
329
- "KIAA1430",
330
- "VCX2",
331
- "FGF17",
332
- "KRTAP19-4",
333
- "IER3IP1",
334
- "SEPT7L",
335
- "ATP6V1H",
336
- "CNO",
337
- "ABCC10",
338
- "LASS2",
339
- "ZC3H12C",
340
- "PLD5",
341
- "HLCS",
342
- "PRAMEF5",
343
- "HEY2",
344
- "C4orf37",
345
- "ZNF419",
346
- "GALK2",
347
- "BOLL",
348
- "NEU4",
349
- "ID2B",
350
- "LOC401127",
351
- "KIAA0892",
352
- "ZNF404",
353
- "UTS2R",
354
- "KCNA1",
355
- "IQCF6",
356
- "C15orf60",
357
- "GBP5",
358
- "SKIV2L",
359
- "SNORA46",
360
- "TNF",
361
- "ING1",
362
- "FFAR1",
363
- "GEMIN8",
364
- "GCKR",
365
- "SH3TC2",
366
- "FAM27C",
367
- "TUBB2A",
368
- "OR2C1",
369
- "NOX4",
370
- "AOC2",
371
- "CATSPERB",
372
- "MAGEC2",
373
- "EIF3G",
374
- "NMU",
375
- "TNFRSF13C",
376
- "SNORA61",
377
- "FAP",
378
- "FAM100B",
379
- "C4orf42",
380
- "SCARNA11",
381
- "CRTAC1",
382
- "IGFL4",
383
- "REG3G",
384
- "HS3ST3B1",
385
- "XKR7",
386
- "RAB3IL1",
387
- "DNAJC5G",
388
- "TRPV1",
389
- "HS3ST4",
390
- "LRRC16A",
391
- "CNBD1",
392
- "ZNF717",
393
- "TLL2",
394
- "NAP1L6",
395
- "OR1J1",
396
- "ZNF488",
397
- "C19orf34",
398
- "MUTED",
399
- "MTNR1B",
400
- "STRADB",
401
- "SNRNP35",
402
- "UBASH3B",
403
- "TMEM214",
404
- "WNT4",
405
- "ASPDH",
406
- "GPR158",
407
- "CALML4",
408
- "ASPN",
409
- "SLC38A10",
410
- "C19orf50",
411
- "ZNF727",
412
- "ZNF583",
413
- "SNORD94",
414
- "ZNF492",
415
- "POU4F3",
416
- "C16orf81",
417
- "GPR89A",
418
- "CASP1",
419
- "C6orf222",
420
- "BAT5",
421
- "TSPAN16",
422
- "NOS1AP",
423
- "OR9K2",
424
- "SEMA4A",
425
- "ABCC8",
426
- "POTEB",
427
- "ZNF595",
428
- "ZNF735",
429
- "LOC440896",
430
- "BTG3",
431
- "MYLPF",
432
- "TMEM87B",
433
- "SNORA68",
434
- "EPB41L4B",
435
- "INSM1",
436
- "SHD",
437
- "C11orf24",
438
- "SLC12A3",
439
- "CNGB1",
440
- "ATP2A2",
441
- "C9orf43",
442
- "FGF23",
443
- "ALKBH1",
444
- "ZNF214",
445
- "DDX19B",
446
- "HCRT",
447
- "BPIL3",
448
- "MORN1",
449
- "RPS20",
450
- "KIAA1919",
451
- "CD99",
452
- "FCGR1A",
453
- "HIST1H2BE",
454
- "LOC100133957",
455
- "NCRNA00111",
456
- "ZNF480",
457
- "DAAM1",
458
- "RPA1",
459
- "OMP",
460
- "RETNLB",
461
- "BCL2L14",
462
- "PABPC1P2",
463
- "ZNF528",
464
- "SNORA16A",
465
- "TMEM38A",
466
- "DLG3",
467
- "LIM2",
468
- "DDIT4L",
469
- "PLEKHA1",
470
- "GZMB",
471
- "KLRC3",
472
- "GEFT",
473
- "SCMH1",
474
- "CCDC25",
475
- "GTF2F1",
476
- "GBP7",
477
- "LGI1",
478
- "KLRAQ1",
479
- "KRT73",
480
- "LOC729082",
481
- "TBL1X",
482
- "LOC100128164",
483
- "GAGE10",
484
- "SFRP2",
485
- "VAMP1",
486
- "WDR92",
487
- "KLK7",
488
- "OR7D2",
489
- "IL1RAPL1",
490
- "SNHG6",
491
- "PTCHD3",
492
- "RDH12",
493
- "ZNF605",
494
- "MED9",
495
- "PGLYRP2",
496
- "DPY19L2P1",
497
- "FAM75C1",
498
- "CELA3B",
499
- "GAB4",
500
- "DPM2",
501
- "PRSS1",
502
- "COL28A1",
503
- "SNORA48",
504
- "GAGE2E",
505
- "SOHLH1",
506
- "MUL1",
507
- "IGDCC3",
508
- "LOC339524",
509
- "ASCC2",
510
- "CAPN13"
511
  ],
512
  "Coefficient": [
513
- -0.29273074427785717,
514
- -0.24940984008362976,
515
- 0.2050506093629114,
516
- -0.20282424829359041,
517
- 0.18463980704628413,
518
- -0.18070710707459425,
519
- -0.1764407991277164,
520
- -0.17318375267255526,
521
- 0.16892114843809583,
522
- -0.16820919034105852,
523
- -0.16724106324060864,
524
- -0.16404643320104761,
525
- 0.16189030833707838,
526
- 0.16153391388280536,
527
- -0.16010882572369642,
528
- 0.148490363671076,
529
- -0.13996201595408533,
530
- 0.13335268397422845,
531
- -0.13327090387545376,
532
- -0.12974427045202733,
533
- -0.12786546810538002,
534
- 0.126291601780888,
535
- -0.12384510022188237,
536
- -0.11748474002695972,
537
- -0.1174043197604733,
538
- -0.11733725767795962,
539
- 0.1156069595444273,
540
- 0.11488343379711746,
541
- -0.11025780723691044,
542
- -0.1099890652975645,
543
- 0.10833368165587733,
544
- 0.10569923859254136,
545
- -0.10547024167725595,
546
- -0.10482429772329464,
547
- 0.10422644822142209,
548
- 0.10370680580657572,
549
- 0.10328426383870289,
550
- -0.10290270157286584,
551
- -0.10246247644960874,
552
- -0.10098232446783023,
553
- 0.10068151150926032,
554
- -0.10056604023759813,
555
- -0.09992792453211946,
556
- 0.09744869590796318,
557
- -0.09503706000158564,
558
- -0.09432927252951334,
559
- -0.09392403882282355,
560
- -0.09242042112309164,
561
- 0.09189380859592532,
562
- 0.09163366072285396,
563
- -0.09042841310236058,
564
- 0.08948804567906217,
565
- -0.08925583008179615,
566
- -0.08787235359316006,
567
- -0.08736973575373544,
568
- 0.08716317343606556,
569
- 0.08711220550106863,
570
- -0.08651609516014244,
571
- -0.08372293888636993,
572
- -0.08341107506725683,
573
- -0.0833726187253579,
574
- -0.08280870044786576,
575
- 0.08251058726824889,
576
- 0.08123427701816702,
577
- -0.08067101482478303,
578
- 0.07895718291331427,
579
- -0.0782716382274026,
580
- 0.0780316939697199,
581
- 0.07748012988266773,
582
- -0.07709693516519843,
583
- 0.07672106432812388,
584
- -0.07662524933438733,
585
- -0.07571167164318512,
586
- -0.07485348762976876,
587
- 0.07436241596920612,
588
- -0.0743442820540313,
589
- -0.074145213363694,
590
- 0.0734822354579051,
591
- 0.07307212840844703,
592
- -0.07249157518407427,
593
- 0.07230694349380289,
594
- -0.07227535248258535,
595
- -0.07170228416498546,
596
- -0.07159230906191147,
597
- 0.07149507194995744,
598
- 0.07119148450169399,
599
- -0.07117106561732683,
600
- 0.07093934979507471,
601
- 0.07034204958059333,
602
- -0.07029588863176833,
603
- -0.07021662792499314,
604
- -0.06993979428517298,
605
- 0.06834678003527926,
606
- -0.06829011129246619,
607
- -0.06808413985625988,
608
- -0.06800789330670805,
609
- 0.06800758074149041,
610
- 0.06724715486479105,
611
- -0.06661020827585391,
612
- 0.06606093063620085,
613
- -0.06605256495957729,
614
- 0.06536095873262451,
615
- -0.06501993922188855,
616
- -0.06460611928341559,
617
- -0.06415655647948004,
618
- -0.06399513948125315,
619
- -0.06398832229449981,
620
- -0.06374468487078815,
621
- -0.06361578656187432,
622
- 0.06309537393189617,
623
- 0.06296178423473078,
624
- -0.06267835712985255,
625
- 0.0625377124315991,
626
- 0.061945716441553535,
627
- -0.06176882556235562,
628
- 0.06144256151978804,
629
- -0.06129482346112399,
630
- -0.0610872301234807,
631
- -0.06060399991132443,
632
- -0.06058233614334175,
633
- -0.06046044268398056,
634
- -0.06045812937240842,
635
- -0.05884483465636632,
636
- -0.05884067934313852,
637
- -0.058246128794940615,
638
- 0.05822050471677924,
639
- 0.05797153527139861,
640
- -0.05789608186246267,
641
- -0.057418053492962674,
642
- 0.057414944644837165,
643
- 0.05738079905434737,
644
- -0.057097382021030124,
645
- -0.05655038949935839,
646
- -0.056540916459737425,
647
- 0.05593294764750905,
648
- -0.05526262866325962,
649
- 0.05428362971441598,
650
- -0.05424432721321511,
651
- 0.05315940442758432,
652
- -0.05303082486610098,
653
- 0.0529501665709289,
654
- -0.05284684758780442,
655
- 0.05258705376985791,
656
- 0.052531264157141745,
657
- -0.05205931012783061,
658
- -0.051895078949115214,
659
- -0.05184217765372456,
660
- 0.05106690778108483,
661
- 0.05104069147966601,
662
- -0.05101226113104666,
663
- 0.05100689167356291,
664
- 0.050855660705269014,
665
- -0.050800643978368996,
666
- -0.04932375241754127,
667
- -0.049298193051516385,
668
- -0.04929526662404529,
669
- -0.04925571012393628,
670
- 0.04919005963648508,
671
- 0.048872969731504956,
672
- 0.04852040352643063,
673
- -0.048007453495938185,
674
- -0.047585309422103254,
675
- 0.04750222196108033,
676
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1021
  "Absolute Coefficient": [
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1489
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1493
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1499
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1500
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1501
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1503
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1506
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1507
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1508
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1509
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1510
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1512
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1513
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1514
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1515
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1517
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1518
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1519
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1520
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1521
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1522
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1523
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1524
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1525
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1526
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1527
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1528
- 2.765616678618011e-05
1529
  ]
1530
  },
1531
  "cv_performance": {
1532
  "prediction": {
1533
- "accuracy": 100.0,
1534
- "precision": 100.0,
1535
- "recall": 100.0,
1536
- "f1": 100.0
1537
  },
1538
  "selection": {
1539
- "precision": 0.9612713285311374,
1540
- "recall": 1.153846153846154,
1541
- "f1": 1.0429880318275537,
1542
- "jaccard": 0.5248642315484732
1543
  }
1544
  }
1545
  }
 
1
  {
2
  "significant_genes": {
3
  "Variable": [
4
+ "HPN",
5
+ "A2M",
6
+ "ABCA6",
7
+ "ACSM3",
8
+ "CIB4",
9
+ "ACSM4",
10
+ "ARHGAP44",
11
+ "AFP",
12
+ "BTBD19",
13
+ "CD207",
14
+ "DNAH10",
15
+ "ARSF",
16
+ "ANKRD53",
17
+ "ARRDC1-AS1",
18
+ "ACE",
19
+ "ADRA2C",
20
+ "GGT7",
21
+ "ACER3",
22
+ "ARMH4",
23
+ "KCTD9",
24
+ "ADGRF1",
25
+ "BICDL1",
26
+ "ASCL1",
27
+ "GRM8",
28
+ "BIRC7",
29
+ "CRYZL1",
30
+ "COA7",
31
+ "EFNA4",
32
+ "CADPS",
33
+ "FAM218A",
34
+ "GLI1",
35
+ "ERG",
36
+ "TTTY7",
37
+ "CAMK1D",
38
+ "AP2B1",
39
+ "SPMIP7",
40
+ "ADAMTS2",
41
+ "SLC29A4",
42
+ "NTNG1",
43
+ "LRTM2",
44
+ "TNNT1",
45
+ "BPIFA1",
46
+ "C6orf163",
47
+ "CPZ",
48
+ "APOA1",
49
+ "TBX1",
50
+ "ERCC6L2",
51
+ "MIR155HG",
52
+ "ITPA",
53
+ "C11orf98",
54
+ "GAA",
55
+ "CX3CL1",
56
+ "CHURC1",
57
+ "MAP2K2",
58
+ "IPP",
59
+ "CDCA3",
60
+ "BARHL2",
61
+ "ANKRD26P1",
62
+ "ACTRT2",
63
+ "DHCR24",
64
+ "DEFB103A",
65
+ "SLC25A33",
66
+ "ARAP1",
67
+ "ACTC1",
68
+ "PRDM12",
69
+ "AMFR",
70
+ "EFEMP1",
71
+ "PRSS55",
72
+ "CYP2C19",
73
+ "BRD7P3",
74
+ "ANKRD20A1",
75
+ "CHRND",
76
+ "C1QTNF2",
77
+ "TRPV3",
78
+ "FMOD",
79
+ "BIN2",
80
+ "CAPN11",
81
+ "MRAP",
82
+ "BSX",
83
+ "IL2",
84
+ "ARHGEF12",
85
+ "OR5H6",
86
+ "TSSK1B",
87
+ "ALOX15",
88
+ "ATP11AUN",
89
+ "ZXDA",
90
+ "DBH",
91
+ "LAPTM5",
92
+ "FAM118B",
93
+ "BMP7",
94
+ "NPBWR2",
95
+ "ART1",
96
+ "HLA-DPB2",
97
+ "AP1S3",
98
+ "KRTAP4-5",
99
+ "OTOP3",
100
+ "ASB9",
101
+ "ANXA2",
102
+ "CAMK2N2",
103
+ "ALDH1A2",
104
+ "ANKIB1",
105
+ "NAXD",
106
+ "IMMP1L",
107
+ "COPG2IT1",
108
+ "DOCK6",
109
+ "MARK1",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
110
  "GSDMA",
111
+ "CNOT9",
112
+ "VIPR2",
113
+ "C6orf58",
114
+ "CHST7",
115
+ "MYOCD",
116
+ "C8orf48",
117
+ "EFNB3",
118
+ "H1-2",
119
+ "CD109",
120
+ "ANKRD63",
121
+ "CFAP69",
122
+ "PSD2",
123
+ "ACOXL",
124
+ "AQP8",
125
+ "EMP1",
126
+ "MKX",
127
+ "ARMCX2",
128
+ "ADAM6",
129
+ "BTBD3",
130
+ "FREM1",
131
+ "OR4E2",
132
+ "CST1",
133
+ "ADGRG7",
134
+ "FAM3D",
135
+ "ZNF28",
136
+ "ACO1",
137
+ "ZFP69",
138
+ "CENPX",
139
+ "ALG1L1P",
140
+ "ANKDD1B",
141
+ "CHD7",
142
+ "NIPA1",
143
+ "CCDC34",
144
+ "NTPCR",
145
+ "DHX57",
146
+ "CCDC120",
147
+ "DTNBP1",
148
+ "SYCE1",
149
+ "HOXD4",
150
+ "BMPR2",
151
+ "CAMKK2",
152
+ "PTPN20",
153
+ "PRR19",
154
+ "TPTE2P3",
155
+ "ACSBG2",
156
+ "FBXL21P",
157
+ "PEX12",
158
+ "LRRC72",
159
+ "CENPS-CORT",
160
+ "BTBD16",
161
+ "ATRNL1",
162
+ "XKRX",
163
+ "TTC39A",
164
+ "FUT2",
165
+ "IRF5",
166
+ "APOB",
167
+ "CDON",
168
+ "CPEB1",
169
+ "AHCTF1",
170
+ "ALAD",
171
+ "KCNA2",
172
+ "ARID5A",
173
+ "C12orf60",
174
+ "CADM2",
175
+ "ORC1",
176
+ "ZFTA",
177
+ "KLHL4",
178
+ "AHCY",
179
+ "EVA1B",
180
+ "PRDM11",
181
+ "AP1AR",
182
+ "ZNF175",
183
+ "S100G",
184
+ "C1QTNF3",
185
+ "PTGS2",
186
+ "ALOX12P2",
187
+ "TAF7L",
188
+ "SP6",
189
+ "PCDHGC3",
190
+ "CFAP68",
191
+ "ANKRD26P3",
192
+ "HUS1",
193
+ "ADAMTS17",
194
+ "RFTN1",
195
+ "C1orf105",
196
+ "MT1IP",
197
+ "TRPA1",
198
+ "GPX2",
199
+ "POU6F2",
200
+ "SPIDR",
201
+ "TSPY26P",
202
+ "FABP5",
203
+ "BEST1",
204
+ "CHI3L1",
205
+ "LINC02694",
206
+ "DSPP",
207
+ "CSKMT",
208
+ "CLDN7",
209
+ "CCNF",
210
+ "TFCP2",
211
+ "ZNF347",
212
+ "HOXD10",
213
+ "KBTBD6",
214
+ "DEFA6",
215
+ "CTLA4",
216
+ "RBMX",
217
+ "CHN2",
218
+ "ZNF804A",
219
+ "MRS2P2",
220
+ "MCPH1",
221
+ "OR10A2",
222
+ "HLA-DRB4",
223
+ "MTRNR2L3",
224
+ "B4GALT1",
225
+ "RPF1",
226
+ "SNX12",
227
+ "AS3MT",
228
+ "SLC30A8",
229
+ "DGKI",
230
+ "CYSLTR2",
231
+ "OR4N2",
232
+ "ICAM4",
233
+ "GCHFR",
234
+ "SFTPB",
235
+ "MTRNR2L7",
236
+ "PPP1R17",
237
+ "PRR29",
238
+ "DGKE",
239
+ "DCLK1",
240
+ "HUS1B",
241
+ "OR4F4",
242
+ "ZNF229",
243
+ "C1RL-AS1",
244
+ "OR1G1",
245
+ "PAX8",
246
+ "C15orf32",
247
+ "AICDA",
248
+ "TTC32",
249
+ "ALDH1A1",
250
+ "OR2B2",
251
+ "MAPK8IP3",
252
+ "CEP76",
253
+ "ANKRD30A",
254
+ "OR7G3",
255
+ "AMOTL2",
256
+ "PNLIPRP3",
257
+ "ATP6V1E2",
258
+ "FNDC11",
259
+ "CREM",
260
+ "TINAG",
261
+ "INIP",
262
+ "IL18RAP",
263
+ "COL2A1",
264
+ "TENM2",
265
+ "EIF4E1B",
266
+ "CFAP298"
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
267
  ],
268
  "Coefficient": [
269
+ 0.04742751290849755,
270
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271
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272
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273
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274
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275
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276
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277
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278
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279
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280
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281
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282
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283
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284
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285
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286
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287
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288
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289
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290
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291
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294
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295
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297
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299
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300
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301
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302
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303
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304
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305
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306
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307
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308
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309
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310
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311
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312
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313
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314
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315
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316
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317
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318
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319
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320
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322
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324
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325
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326
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327
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330
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331
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430
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432
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433
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435
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436
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437
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439
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464
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465
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466
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467
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468
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470
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472
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473
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474
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+ -9.407213080981545e-06,
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523
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524
+ 4.7366212250772205e-06,
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+ -3.342187459863664e-06,
526
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527
+ -2.108852647894933e-06,
528
+ -1.54944578592378e-06,
529
+ -1.0019886687935204e-06,
530
+ -2.5335823948513865e-07,
531
+ 9.238625638561087e-08
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
532
  ],
533
  "Absolute Coefficient": [
534
+ 0.04742751290849755,
535
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536
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537
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538
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539
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540
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542
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543
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544
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545
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546
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547
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548
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550
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551
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552
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553
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554
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555
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556
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557
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558
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559
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560
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562
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563
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564
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565
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566
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567
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568
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569
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570
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571
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572
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573
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574
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575
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576
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577
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578
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580
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582
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585
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587
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589
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592
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595
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797
  ]
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  },
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  "cv_performance": {
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  "prediction": {
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  },
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  "selection": {
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+ "jaccard": 1.0393841738552516
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  }
812
  }
813
  }
output/regress/Atrial_Fibrillation/significant_genes_condition_Coronary_artery_disease.json CHANGED
@@ -1,2178 +1,858 @@
1
  {
2
  "significant_genes": {
3
  "Variable": [
4
- "DYM",
5
- "TNNI3",
6
- "CCDC47",
7
- "RIC8A",
8
- "TIAM2",
9
- "ZNF444",
10
- "CHMP5",
11
- "VGLL2",
12
- "C8orf56",
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- "FLJ46111",
14
- "SULT1C3",
15
- "MCFD2",
16
- "HIST1H2BI",
17
- "MGAT3",
18
- "FRS2",
19
- "ARL5A",
20
- "EEF2",
21
- "FGF2",
22
- "RTN2",
23
- "C3orf51",
24
- "IGHMBP2",
25
- "BEND6",
26
- "FSD2",
27
- "MTNR1B",
28
- "IGFBP1",
29
- "LY6G6C",
30
- "C9orf5",
31
- "DPCD",
32
- "HERPUD2",
33
- "TRHR",
34
- "C6orf72",
35
- "ARSA",
36
- "LHX1",
37
- "ATRIP",
38
- "ODZ2",
39
- "PADI2",
40
- "TOPORS",
41
- "LOC84856",
42
- "CCDC52",
43
- "OR10AG1",
44
- "UPF0639",
45
- "RFPL3",
46
- "PYGO1",
47
- "LOC651250",
48
- "DEM1",
49
- "TBCC",
50
- "RPSAP52",
51
- "CDC14C",
52
- "OR5D18",
53
- "FATE1",
54
- "GLRA4",
55
- "FAM155A",
56
- "CA9",
57
- "RESP18",
58
- "OR52N5",
59
- "MORC1",
60
- "SNORA15",
61
- "FTHL17",
62
- "ZAR1",
63
- "TPCN2",
64
- "LANCL2",
65
- "GTF2H2C",
66
- "NQO2",
67
- "OPN3",
68
- "DNAJC27",
69
- "TFAP2D",
70
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71
- "KRTAP5-9",
72
- "RHCE",
73
- "TMEM14E",
74
- "C7orf49",
75
- "ZNF502",
76
- "C2orf14",
77
- "POLDIP3",
78
- "MBD3L2",
79
- "DAB1",
80
- "NUAK2",
81
- "C1orf53",
82
- "IGFN1",
83
- "OR6C3",
84
- "OR56A4",
85
- "PNLIPRP2",
86
- "ANKRD32",
87
- "RAP1GAP2",
88
- "TXNDC17",
89
- "RHOU",
90
- "SERPINB9",
91
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92
- "NDUFAF4",
93
- "C1QTNF9",
94
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95
- "STRA8",
96
- "MAGEB1",
97
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98
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99
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100
- "OSR2",
101
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102
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103
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104
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105
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106
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107
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108
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109
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110
- "USP50",
111
- "HBZ",
112
- "ARHGAP10",
113
- "NANOG",
114
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115
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116
- "CLIC6",
117
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118
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119
- "ZNF491",
120
  "BRD7P3",
121
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122
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123
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124
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125
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126
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127
- "ZSCAN5B",
128
- "BTN2A3",
129
- "USP29",
130
- "UNC93A",
131
- "LAT",
132
- "SHKBP1",
 
 
 
 
133
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134
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135
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136
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137
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138
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139
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140
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141
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142
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143
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144
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145
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146
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147
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148
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149
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150
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151
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152
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153
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154
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155
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156
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157
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158
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159
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160
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161
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162
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163
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164
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165
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166
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167
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168
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169
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170
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171
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172
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173
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174
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175
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176
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177
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178
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179
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180
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181
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182
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183
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184
- "SERPIND1",
185
- "CMYA5",
186
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187
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188
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189
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190
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191
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192
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193
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194
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195
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196
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197
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198
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199
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200
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201
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202
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203
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204
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205
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206
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207
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208
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209
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210
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211
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212
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213
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214
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215
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216
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217
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218
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219
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220
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221
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222
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223
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224
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225
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226
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227
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228
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229
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230
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231
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232
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233
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234
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235
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236
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237
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238
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239
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240
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241
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242
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243
- "SLC22A25",
244
- "KIAA0776",
245
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246
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247
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248
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249
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250
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251
- "MMP17",
252
- "SHQ1",
253
- "ZNRF1",
254
- "CNOT4",
255
- "MS4A13",
256
- "DCAF4L1",
257
- "PGA5",
258
- "OR2K2",
259
- "MFGE8",
260
- "FAM71F2",
261
- "UGT2B11",
262
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263
- "DEXI",
264
- "SCARNA23",
265
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266
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267
- "THRB",
268
- "C15orf43",
269
- "NAP1L4",
270
- "TMPPE",
271
- "CH25H",
272
- "STK32A",
273
- "MT1DP",
274
- "CBWD5",
275
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276
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277
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278
- "BTN3A2",
279
- "FAM21A",
280
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281
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282
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283
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284
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285
- "UTP11L",
286
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287
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288
- "ZNF784",
289
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290
- "PCDHA2",
291
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292
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293
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294
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295
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296
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297
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298
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299
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300
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301
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302
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303
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304
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305
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306
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307
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308
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309
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310
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311
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312
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313
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314
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315
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316
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317
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318
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319
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320
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321
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322
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323
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324
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325
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326
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327
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328
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329
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330
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331
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332
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333
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334
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335
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336
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337
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338
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339
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340
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341
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342
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343
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344
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345
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346
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347
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348
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349
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350
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351
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352
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353
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355
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356
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357
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358
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359
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360
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361
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362
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363
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364
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365
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366
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367
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368
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369
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370
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371
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372
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373
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374
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375
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376
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377
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378
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379
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380
- "PRSS41",
381
- "DGAT2",
382
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383
- "HSPC157",
384
- "CNOT10",
385
- "EDDM3B",
386
- "LOC100133957",
387
- "C2CD2",
388
- "C20orf43",
389
- "DAOA",
390
- "TUBAL3",
391
- "KRCC1",
392
- "CCDC116",
393
- "SESTD1",
394
- "TAS2R30",
395
- "MBD3L5",
396
- "C22orf24",
397
- "PPP1R3F",
398
- "SLC44A2",
399
- "CCL17",
400
- "FBXO41",
401
- "CD38",
402
- "TAS2R19",
403
- "NDRG3",
404
- "ZNF606",
405
- "ARHGEF9",
406
- "EPX",
407
- "C22orf42",
408
- "TFAP2B",
409
- "FOLR3",
410
- "PSORS1C1",
411
- "CXorf57",
412
- "TRPC1",
413
- "NCRNA00174",
414
- "ASB1",
415
- "C12orf71",
416
- "PTPDC1",
417
- "FAM194A",
418
- "YIPF7",
419
- "ILDR2",
420
- "TEX2",
421
- "PCDHA1",
422
- "GABRG2",
423
- "MAS1",
424
- "SEC63",
425
- "SYNGR4",
426
- "UBTFL1",
427
- "FAM21B",
428
- "TTTY1B",
429
- "ATG7",
430
- "LOC285696",
431
- "TAC4",
432
- "OR10Q1",
433
- "KCTD8",
434
- "PPP1R7",
435
- "OLIG2",
436
- "LHX8",
437
- "VPS24",
438
- "LOC407835",
439
- "OR8A1",
440
- "TUSC5",
441
- "LOC253039",
442
- "SPEM1",
443
- "CYP2A6",
444
- "IPMK",
445
- "RP1L1",
446
- "PTPLA",
447
- "MGC12982",
448
- "RALYL",
449
- "NBPF16",
450
- "AADACL2",
451
- "LAMP2",
452
- "BZRAP1",
453
- "TRPM4",
454
- "NXNL2",
455
- "C1orf128",
456
- "CT62",
457
- "MC3R",
458
- "MTIF2",
459
- "C4orf27",
460
- "MEPE",
461
- "NAA30",
462
- "HILS1",
463
- "PRSS33",
464
- "ALDH8A1",
465
- "SYCP3",
466
- "ANP32A",
467
- "LECT1",
468
- "LOC441601",
469
- "EXOC4",
470
- "STON1-GTF2A1L",
471
- "ZIC2",
472
- "PRTN3",
473
- "PIGB",
474
- "ANKRD42",
475
- "HLA-J",
476
- "RNASE12",
477
- "TM2D2",
478
- "MASP1",
479
- "GPHA2",
480
- "C3orf49",
481
- "DSCR4",
482
- "SNORA71C",
483
- "PKDREJ",
484
- "CA5B",
485
- "DGAT2L6",
486
- "C14orf86",
487
- "FAM75A6",
488
- "HIST1H2BB",
489
- "SPATA19",
490
- "SAR1A",
491
- "PAAF1",
492
- "PKD2L1",
493
- "DDI1",
494
- "C2orf61",
495
- "CCDC110",
496
- "TBC1D3G",
497
- "LOC100129534",
498
- "KRTAP10-10",
499
- "NCRNA00157",
500
- "LOC348840",
501
- "KCNE4",
502
- "SNORA3",
503
- "PRKD3",
504
- "CMTM6",
505
- "XYLT1",
506
- "PGPEP1L",
507
- "SEBOX",
508
- "OR2T4",
509
- "UGT2A3",
510
- "C20orf123",
511
- "PFKFB2",
512
- "PRLR",
513
- "C3orf20",
514
- "HOXB4",
515
- "TTTY2",
516
- "C6orf48",
517
- "PHF21B",
518
- "C16orf88",
519
- "NBPF22P",
520
- "CRYGB",
521
- "ID2B",
522
- "LOC402644",
523
- "CDH17",
524
- "LOC391322",
525
- "DEFA6",
526
- "SNORA36B",
527
- "VN1R2",
528
- "OR2T10",
529
- "GSG1L",
530
- "LRRC7",
531
- "GUSBP1",
532
- "SNORA59B",
533
- "SVOPL",
534
- "CD99",
535
- "C12orf72",
536
- "SNORA69",
537
- "RNU4ATAC",
538
- "DNAJC22",
539
- "MESP2",
540
- "MAGEB10",
541
- "CDRT15",
542
- "CTSL3",
543
- "BCL7C",
544
- "KIAA1598",
545
- "RNF126P1",
546
- "EBAG9",
547
- "SLC7A4",
548
- "TMEM179",
549
- "PCA3",
550
- "FSHR",
551
- "LEMD3",
552
- "LOC221710",
553
- "MAGEA8",
554
- "SLC17A1",
555
- "CD177",
556
- "KLHL34",
557
- "SLC23A2",
558
- "TRPV1",
559
- "CCDC15",
560
- "TDRD1",
561
- "TEKT5",
562
- "ZNHIT2",
563
  "PSD2",
564
- "TBX3",
565
- "TP53TG5",
566
- "BMP10",
567
- "FSTL5",
568
- "POM121L8P",
569
- "HS3ST3B1",
570
- "OR1L8",
571
- "C9orf79",
572
- "OR5K1",
573
- "EMILIN3",
574
- "TIMM22",
575
- "TMEM26",
576
- "OPRM1",
577
- "KRTAP9-2",
578
- "GOLGA6C",
579
- "LOC127841",
580
- "PLXNA2",
581
- "KRTAP5-6",
582
- "DGCR9",
583
- "LOC340508",
584
- "DDX24",
585
- "ACSBG2",
586
- "?|388795",
587
- "SLC25A31",
588
- "TMPRSS5",
589
- "TCEB3B",
590
- "OR8S1",
591
- "C4orf45",
592
- "KCNQ1OT1",
593
- "PLCXD2",
594
- "TTTY20",
595
- "MCART3P",
596
- "ZNF30",
597
- "RPS4Y1",
598
- "HMG20A",
599
- "SMR3B",
600
- "CTAGE9",
601
- "GRXCR2",
602
- "CALHM1",
603
- "UBP1",
604
- "PRAMEF13",
605
- "TRIM37",
606
- "SLC13A4",
607
- "DGCR10",
608
- "IL6",
609
- "CRYGA",
610
- "NR1I3",
611
- "USP26",
612
- "GAGE10",
613
- "NCRNA00160",
614
- "SDC4P",
615
- "FAM90A1",
616
- "KRT23",
617
- "LOC285501",
618
- "ADO",
619
- "PKD1L3",
620
- "SHC3",
621
- "HAND2",
622
- "SNORA20",
623
- "ATP5A1",
624
- "PTPN20A",
625
- "TAL2",
626
- "CLTCL1",
627
  "OR4D2",
628
- "CCKBR",
629
- "CHRNE",
630
- "C20orf166",
631
- "PFN3",
632
- "DYTN",
633
- "DBNDD2",
634
- "TMEM97",
635
- "RGPD8",
636
- "SLC34A1",
637
- "ANKRA2",
638
- "BASE",
639
- "VAPB",
640
- "SFRP1",
641
- "LOC285401",
642
- "ZNF587",
643
- "PPAP2B",
644
- "MIPEP",
645
- "SNORD23",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
646
  "KCNA2",
647
- "HCG9",
648
- "SNORA41",
649
- "NSMAF",
650
- "?|100130426",
651
- "SCGBL",
652
- "WWP1",
653
- "SPACA4",
654
- "MEG8",
655
- "PAGE3",
656
- "OR5B21",
657
- "PLIN1",
658
- "KRTAP23-1",
659
- "TTTY22",
660
- "TSPAN16",
661
- "TEAD2",
662
- "LOH12CR1",
663
- "IFT27",
664
- "HOXB3",
665
- "KIAA0100",
666
- "ODAM",
667
- "NCRNA00110",
668
- "FAM138D",
669
- "SNORD116-19",
670
- "DYRK4",
671
- "TAS2R46",
672
- "LOC441294",
673
- "GFAP",
674
- "DEFB124",
675
- "SNORD103A",
676
- "C5",
677
- "SNORD124",
678
- "BOLA1",
679
- "HRNBP3",
680
- "DDX1",
681
- "SNORD88C",
682
- "GRIA3",
683
- "DEFB114",
684
- "LOC643763",
685
- "PITRM1",
686
- "PCDHGA4",
687
- "KRTAP19-7",
688
- "PRR20B",
689
- "TTTY21",
690
- "UCA1",
691
- "ZNF16",
692
- "ST7OT3",
693
- "RTP3",
694
- "MCAT",
695
- "TTTY19",
696
- "CCDC115",
697
- "RGSL1",
698
- "POU4F1",
699
- "SIAH1",
700
- "SNORD88B",
701
- "LFNG",
702
- "LOC116437",
703
- "FMR1NB",
704
- "RNF19A",
705
- "KRTAP19-2",
706
- "TTTY13",
707
- "MTERFD2",
708
- "BRD7",
709
- "LOC145474",
710
- "ZFP37",
711
- "SLC31A1",
712
- "KRTAP22-1",
713
- "FAM90A7",
714
- "HUNK",
715
- "FSTL4",
716
- "DEFB110",
717
- "CT47A11",
718
- "SNORD8",
719
- "DEFB112",
720
- "DEFB113",
721
- "SNORA35"
722
  ],
723
  "Coefficient": [
724
- -4.3825945258528245,
725
- 3.5028741399173047,
726
- -3.2389695064810216,
727
- 3.183213882203613,
728
- -3.109951708513057,
729
- 2.665738995025442,
730
- 2.4676618591302106,
731
- 2.409268956807837,
732
- 2.2990248396591872,
733
- -2.236488068539896,
734
- 2.2289168349769772,
735
- -2.1779564969577327,
736
- -2.1594302630004547,
737
- -2.147692148131877,
738
- 2.076024212481459,
739
- -2.0580575480611305,
740
- -2.020155477159119,
741
- -2.0103544345772244,
742
- 1.954729569878746,
743
- -1.9481928396363877,
744
- 1.8878187101923636,
745
- 1.8810143649196607,
746
- 1.8781624909942363,
747
- -1.8749142521529574,
748
- -1.7872360707282098,
749
- -1.747479586850843,
750
- -1.746534361853693,
751
- 1.7401489144463513,
752
- 1.6982135603740403,
753
- -1.6874173004502317,
754
- -1.6697083262642638,
755
- -1.6655311980383698,
756
- 1.65087035289144,
757
- 1.632010076895391,
758
- 1.5422923754287312,
759
- -1.5346605794347896,
760
- 1.5313024313196304,
761
- -1.5175798314279545,
762
- 1.4764058590981954,
763
- 1.4615946733262477,
764
- -1.4393906914321344,
765
- -1.4297825165645786,
766
- -1.3882954197943613,
767
- -1.3820490403135528,
768
- 1.3649774338234697,
769
- 1.3524889184555107,
770
- 1.3428031221751462,
771
- -1.3349021501761058,
772
- -1.3293796629879906,
773
- 1.3285725349955217,
774
- 1.3259906960575973,
775
- -1.3120104423400945,
776
- 1.3114025219910783,
777
- -1.3013336499293786,
778
- 1.2948662175685106,
779
- -1.2778474428441453,
780
- 1.2604011761013911,
781
- 1.25192609531086,
782
- -1.2288910189727058,
783
- 1.2276038988527922,
784
- -1.2234782417305485,
785
- 1.1959587518786798,
786
- 1.170849586475231,
787
- 1.1649674546149673,
788
- -1.1579900465909099,
789
- 1.157951624705039,
790
- 1.1483294634495265,
791
- 1.137490225686511,
792
- 1.130252276375564,
793
- -1.126970342055777,
794
- 1.1176146916756524,
795
- 1.1131022303983735,
796
- -1.1123607224787455,
797
- -1.1070505635727486,
798
- 1.0949418163039695,
799
- -1.0944671410360216,
800
- 1.0928561928225031,
801
- 1.0906038375010223,
802
- -1.0890061719483481,
803
- -1.0859118976359807,
804
- 1.0771146173009594,
805
- 1.0745785571634607,
806
- 1.0709385663047213,
807
- -1.0687308660756343,
808
- 1.0666090475111145,
809
- -1.0576665332204078,
810
- -1.0555759204784128,
811
- 1.052881701507341,
812
- -1.0499082710802026,
813
- -1.0456978555520389,
814
- -1.0445011670904811,
815
- 1.0444350881504147,
816
- 1.044117211579529,
817
- 1.030160461094404,
818
- -1.0228284986295224,
819
- 1.0138422397593594,
820
- -1.0031430374834573,
821
- 0.990669191022771,
822
- 0.9900544766684775,
823
- 0.9891280336806434,
824
- -0.9869523537414314,
825
- 0.9855640533038785,
826
- -0.9846718093041786,
827
- 0.9661951711083556,
828
- 0.9659072470904277,
829
- -0.9551857691531779,
830
- -0.9545766298650246,
831
- 0.9525502963846747,
832
- 0.9462061738829898,
833
- -0.9429768696206463,
834
- 0.9355807811834275,
835
- 0.9241004919101571,
836
- 0.9236916601032632,
837
- 0.920584594862395,
838
- -0.9198853501371524,
839
- -0.9193250999844537,
840
- -0.9113816191104442,
841
- 0.9093017843574972,
842
- -0.9043445115422842,
843
- -0.902908145042703,
844
- -0.8999502576270184,
845
- -0.894836373119383,
846
- 0.8945854640075287,
847
- 0.8924239593765528,
848
- 0.8919407318488023,
849
- 0.8916171916957668,
850
- -0.8868450626569375,
851
- 0.8862764189696932,
852
- 0.8857492219734174,
853
- 0.8795456122184931,
854
- -0.879081850227927,
855
- -0.8768981119294788,
856
- -0.8748919875740051,
857
- 0.8733208178063365,
858
- -0.8710198231790077,
859
- -0.8709635240010246,
860
- 0.8592067954251984,
861
- -0.8530750063789354,
862
- -0.8530232156975949,
863
- 0.8494871735992892,
864
- -0.8458508884130307,
865
- 0.8430287884043384,
866
- 0.8419001754404996,
867
- 0.8351432615546329,
868
- -0.8344102201143329,
869
- 0.8333125812732081,
870
- -0.8290602989525249,
871
- 0.8275078702397338,
872
- -0.8237790000315302,
873
- 0.8224722030383778,
874
- -0.8210118252328834,
875
- 0.8171931979220887,
876
- 0.8161249741219304,
877
- -0.814633029154027,
878
- -0.8080927066586565,
879
- 0.807425445850844,
880
- 0.8055552563211434,
881
- -0.8040962716238569,
882
- -0.8010693999016542,
883
- -0.7887815033070483,
884
- -0.7828990639639672,
885
- -0.7797141547742746,
886
- 0.7724464355453478,
887
- 0.7713664531276565,
888
- 0.7668066704010755,
889
- 0.7597472262485087,
890
- 0.7498989930262687,
891
- 0.7494486551583164,
892
- -0.7465236012208978,
893
- 0.7449869783956187,
894
- 0.7430427670717371,
895
- -0.7386614869527272,
896
- 0.7383194219328253,
897
- 0.7377533916161625,
898
- -0.7329946214589435,
899
- -0.7314437427015118,
900
- 0.7254041320074073,
901
- -0.725053274789681,
902
- -0.7249913037292389,
903
- 0.7161481691104967,
904
- 0.7130279777300444,
905
- -0.7126244549173145,
906
- 0.7074020753480931,
907
- 0.7073940996323094,
908
- -0.7011796118723622,
909
- 0.6945256551057466,
910
- -0.6907247887917418,
911
- -0.6852691278808355,
912
- -0.6846430755278472,
913
- 0.675702333952303,
914
- 0.6753801024683738,
915
- -0.6658850229365174,
916
- -0.6630502544268942,
917
- 0.6620805776765791,
918
- -0.6588313928275904,
919
- 0.6586557397018552,
920
- 0.6578740326300709,
921
- -0.6577766000244823,
922
- -0.6564651693413233,
923
- 0.6460094636072446,
924
- -0.644788986184016,
925
- -0.642589565914134,
926
- 0.6411446280212852,
927
- -0.6400005223483993,
928
- 0.637353013753136,
929
- -0.6372740526733075,
930
- 0.6365612608200101,
931
- 0.635449585170628,
932
- 0.6340550271564785,
933
- 0.6271180450119261,
934
- -0.6222315461728011,
935
- 0.6193455750161596,
936
- 0.6147812341461055,
937
- -0.6119865420955243,
938
- 0.611518216953032,
939
- 0.6108025623424173,
940
- 0.6096405598768766,
941
- 0.6094398543851174,
942
- -0.6074968405512091,
943
- 0.6060382172496046,
944
- 0.6046201945869929,
945
- 0.6018483602649851,
946
- 0.5987204817346236,
947
- -0.5986065100412562,
948
- 0.5980558255792744,
949
- 0.5972712403504529,
950
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951
- 0.5920156689477272,
952
- -0.5880076782099436,
953
- -0.5850771504477267,
954
- -0.5831964289862321,
955
- -0.5819456898663723,
956
- -0.5817627623462505,
957
- 0.5775006046450888,
958
- 0.5767496171143085,
959
- 0.5755626183725713,
960
- 0.5686492323104798,
961
- -0.5665014002040104,
962
- 0.5647632212152929,
963
- -0.5644361913297723,
964
- -0.5595192575440244,
965
- 0.5592530007778824,
966
- 0.5588690498859588,
967
- -0.5558984914356968,
968
- 0.5533808338561828,
969
- 0.5524983226831554,
970
- -0.5517242442727384,
971
- -0.551148245098923,
972
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1439
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1440
- 4.265198935420168e-17,
1441
- 2.9856392547941175e-17
1442
  ],
1443
  "Absolute Coefficient": [
1444
- 4.3825945258528245,
1445
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1446
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1447
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1468
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1469
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1470
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1471
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1472
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1473
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1474
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1475
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1476
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1477
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1478
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1479
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1480
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1481
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1482
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1483
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1484
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1485
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1486
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1487
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1488
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1490
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1491
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1495
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1496
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1497
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1498
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1499
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1500
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1501
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1502
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1504
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1557
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1558
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1559
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1560
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1562
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1565
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1566
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1567
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1600
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1644
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1690
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1691
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1693
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1694
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1701
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1708
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1766
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1771
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1775
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1779
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1780
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1788
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1800
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1802
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1803
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1827
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1830
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1831
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1832
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1834
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1835
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1836
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1837
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1838
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1839
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1840
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1841
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1842
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1844
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1845
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1847
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1848
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1850
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1851
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1852
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1853
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1854
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1855
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1862
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1865
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1868
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1870
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1878
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1879
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1894
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1895
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1896
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1897
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1898
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1899
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1900
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1901
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1902
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1903
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1904
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1905
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1906
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1907
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1908
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1909
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1910
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1911
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1912
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1913
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1914
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1915
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1916
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1917
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1918
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1919
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1920
- 0.18798991757196562,
1921
- 0.1860112701274717,
1922
- 0.18498428639550543,
1923
- 0.18246310539221552,
1924
- 0.1806607066506012,
1925
- 0.17952887907871715,
1926
- 0.1789158997208684,
1927
- 0.1786085248093404,
1928
- 0.17842739611100786,
1929
- 0.17761203291069314,
1930
- 0.17748130680787386,
1931
- 0.17541272610213568,
1932
- 0.1748844945338363,
1933
- 0.1742538853221874,
1934
- 0.17344648695166753,
1935
- 0.17336189204324812,
1936
- 0.1728661513981637,
1937
- 0.17112328272113433,
1938
- 0.16969302311226034,
1939
- 0.16897393796620697,
1940
- 0.16844094549259792,
1941
- 0.16748630398896547,
1942
- 0.1662277112146428,
1943
- 0.1649221896794621,
1944
- 0.16429431769849753,
1945
- 0.16300708725124124,
1946
- 0.1625976605254692,
1947
- 0.15669893281742106,
1948
- 0.15569223838958227,
1949
- 0.15530200855146303,
1950
- 0.1545550364116869,
1951
- 0.15268911219562253,
1952
- 0.15153688450931158,
1953
- 0.149248602081335,
1954
- 0.14804124904163354,
1955
- 0.1474866694656235,
1956
- 0.14708365942433152,
1957
- 0.14004008879296967,
1958
- 0.1360299579176654,
1959
- 0.13506676042462665,
1960
- 0.13090831311281104,
1961
- 0.12946649104187358,
1962
- 0.12774543322616455,
1963
- 0.12713712004825725,
1964
- 0.12271510166441607,
1965
- 0.12202688244790894,
1966
- 0.12053928250340498,
1967
- 0.11953885431667018,
1968
- 0.11868876936653433,
1969
- 0.11479120640688667,
1970
- 0.1136178964068714,
1971
- 0.11286326526130928,
1972
- 0.11237745456335627,
1973
- 0.11165269725668699,
1974
- 0.11094210715395124,
1975
- 0.11084866779173169,
1976
- 0.1068819383990511,
1977
- 0.10653541010547461,
1978
- 0.10539493060641988,
1979
- 0.10389147696413349,
1980
- 0.10364441068128384,
1981
- 0.10254898327494931,
1982
- 0.09792439064499078,
1983
- 0.09509501765953476,
1984
- 0.09456250635262259,
1985
- 0.09205425123049006,
1986
- 0.08868759501289711,
1987
- 0.08826353338784994,
1988
- 0.0876210852825111,
1989
- 0.08697620667237896,
1990
- 0.08680273688887688,
1991
- 0.086461982210477,
1992
- 0.08549748868839845,
1993
- 0.08493163267610987,
1994
- 0.08385230707948936,
1995
- 0.0838507372577353,
1996
- 0.0835755156906883,
1997
- 0.08353121538546024,
1998
- 0.08297186705554138,
1999
- 0.08288808876727476,
2000
- 0.08268218129564124,
2001
- 0.08213535975449689,
2002
- 0.08095691726427319,
2003
- 0.07889122772578026,
2004
- 0.07856989381616573,
2005
- 0.07778381636750616,
2006
- 0.07649952678900514,
2007
- 0.07336950637471265,
2008
- 0.07191709705506552,
2009
- 0.071567926465439,
2010
- 0.0710716132997759,
2011
- 0.07084045047163084,
2012
- 0.07005574507768969,
2013
- 0.0689444836687628,
2014
- 0.06882250517448625,
2015
- 0.06788174140418334,
2016
- 0.0672632279200803,
2017
- 0.06717098240093304,
2018
- 0.06606660758084881,
2019
- 0.0652077220097092,
2020
- 0.06511542517204287,
2021
- 0.06435409779668484,
2022
- 0.06426857722992363,
2023
- 0.06305086487496878,
2024
- 0.06221800855117065,
2025
- 0.062194780569295914,
2026
- 0.0620037910590715,
2027
- 0.06096268491416418,
2028
- 0.05954078107994111,
2029
- 0.055611287099154236,
2030
- 0.05325819664639021,
2031
- 0.05270509110488857,
2032
- 0.05257067575969114,
2033
- 0.05000407571801446,
2034
- 0.049846402381968725,
2035
- 0.04954273161993297,
2036
- 0.04779240673931081,
2037
- 0.047420097714117794,
2038
- 0.04636267609876396,
2039
- 0.04545011586978128,
2040
- 0.04535603939824152,
2041
- 0.04534526448310514,
2042
- 0.04470883956914204,
2043
- 0.04408864828905407,
2044
- 0.044006809365929794,
2045
- 0.0436163908838963,
2046
- 0.0424368627349727,
2047
- 0.04197836352806596,
2048
- 0.04196005176047247,
2049
- 0.041202632405053785,
2050
- 0.04116013963986824,
2051
- 0.039772859929271404,
2052
- 0.03920336120874783,
2053
- 0.03843549890149371,
2054
- 0.03802839024949616,
2055
- 0.037834320862528976,
2056
- 0.03748218052264011,
2057
- 0.036954142976818226,
2058
- 0.03620953376012481,
2059
- 0.03538298433472991,
2060
- 0.03500295124854639,
2061
- 0.03456784108185293,
2062
- 0.034537465506365564,
2063
- 0.03336754234612332,
2064
- 0.03251012507945674,
2065
- 0.03246949288843938,
2066
- 0.030308205650234586,
2067
- 0.02988270372558463,
2068
- 0.02966902058459126,
2069
- 0.029570533891762757,
2070
- 0.02918134356773597,
2071
- 0.029011347270747265,
2072
- 0.02896206230675808,
2073
- 0.0282738284466727,
2074
- 0.027282008355922475,
2075
- 0.027212153421264776,
2076
- 0.026546693703206673,
2077
- 0.025738770261281133,
2078
- 0.025667903053513044,
2079
- 0.023070579122476013,
2080
- 0.02268967247942403,
2081
- 0.022347269162009083,
2082
- 0.021629984706718036,
2083
- 0.02146369703175871,
2084
- 0.02122741824163779,
2085
- 0.021007310431898633,
2086
- 0.020626120258247536,
2087
- 0.01863316285459993,
2088
- 0.018369686138607504,
2089
- 0.0171900570701262,
2090
- 0.01700470604199026,
2091
- 0.01682429713682345,
2092
- 0.015535682343183945,
2093
- 0.015379668089250781,
2094
- 0.015337394453843994,
2095
- 0.014799248166356103,
2096
- 0.014472013629375502,
2097
- 0.014216206654675916,
2098
- 0.013105467740356097,
2099
- 0.013077192459080834,
2100
- 0.012905699606679607,
2101
- 0.012252173677718494,
2102
- 0.011202167328573516,
2103
- 0.010926584346900917,
2104
- 0.010653039522742708,
2105
- 0.010452879203376961,
2106
- 0.010021320525168947,
2107
- 0.009907428161214022,
2108
- 0.009568484718219306,
2109
- 0.009388966885262648,
2110
- 0.009132640070720923,
2111
- 0.00902699220373672,
2112
- 0.008591133266711274,
2113
- 0.007880175964911489,
2114
- 0.007641587166457332,
2115
- 0.007225118915078166,
2116
- 0.006105149601919812,
2117
- 0.005946647388994173,
2118
- 0.005901942476144428,
2119
- 0.005764159060655346,
2120
- 0.005746152221563048,
2121
- 0.005300886999585759,
2122
- 0.0052696540005870915,
2123
- 0.005089071494709959,
2124
- 0.00480218461252948,
2125
- 0.004263721658570803,
2126
- 0.003986227230539658,
2127
- 0.0038768646581247017,
2128
- 0.003155152985503202,
2129
- 0.0030290069204233156,
2130
- 0.0030000350467336424,
2131
- 0.0029679134057069537,
2132
- 0.002911537877299437,
2133
- 0.0025431547601130282,
2134
- 0.0022154827705228954,
2135
- 0.0021206364526575473,
2136
- 0.0017157152248541546,
2137
- 0.001545034813477934,
2138
- 0.0014605937370651603,
2139
- 0.0014381151265815148,
2140
- 0.0014301667098595655,
2141
- 0.001307214801548226,
2142
- 0.001270695741258963,
2143
- 0.0012521557727945389,
2144
- 0.0012153762135699304,
2145
- 0.0010381873758800594,
2146
- 0.0010263118692801399,
2147
- 0.0009502529429407959,
2148
- 0.0007628535045220949,
2149
- 0.0006231481156181018,
2150
- 0.00039997145965699784,
2151
- 0.00039837327138936057,
2152
- 0.00033068333233874465,
2153
- 0.00011909512779630003,
2154
- 8.272720163493085e-05,
2155
- 7.498813490725188e-05,
2156
- 2.0841021985811022e-05,
2157
- 1.7753183099034345e-05,
2158
- 4.229173489928626e-06,
2159
- 1.1260125189509243e-15,
2160
- 4.265198935420168e-17,
2161
- 2.9856392547941175e-17
2162
  ]
2163
  },
2164
  "cv_performance": {
2165
  "prediction": {
2166
- "accuracy": 90.72727272727272,
2167
- "precision": 90.72727272727272,
2168
- "recall": 100.0,
2169
- "f1": 95.13024215109617
2170
  },
2171
  "selection": {
2172
- "precision": 1.4386188899411163,
2173
- "recall": 2.8205128205128203,
2174
- "f1": 1.905145518038055,
2175
- "jaccard": 0.9617819567078222
2176
  }
2177
  }
2178
  }
 
1
  {
2
  "significant_genes": {
3
  "Variable": [
4
+ "HPN",
5
+ "A2M",
6
+ "ABCA6",
7
+ "CIB4",
8
+ "ACSM3",
9
+ "DNAH10",
10
+ "ACSM4",
11
+ "CD207",
12
+ "ARHGAP44",
13
+ "BTBD19",
14
+ "ANKRD53",
15
+ "ACER3",
16
+ "AFP",
17
+ "ARSF",
18
+ "ARRDC1-AS1",
19
+ "ARMH4",
20
+ "ASCL1",
21
+ "ACE",
22
+ "GGT7",
23
+ "BICDL1",
24
+ "ADGRF1",
25
+ "CRYZL1",
26
+ "GRM8",
27
+ "ERG",
28
+ "KCTD9",
29
+ "ADRA2C",
30
+ "COA7",
31
+ "CAMK1D",
32
+ "FAM218A",
33
+ "EFNA4",
34
+ "BIRC7",
35
+ "SLC29A4",
36
+ "C6orf163",
37
+ "ADAMTS2",
38
+ "AP2B1",
39
+ "CYP2C19",
40
+ "TTTY7",
41
+ "CADPS",
42
+ "APOA1",
43
+ "IPP",
44
+ "NTNG1",
45
+ "MIR155HG",
46
+ "BPIFA1",
47
+ "TBX1",
48
+ "ERCC6L2",
49
+ "GLI1",
50
+ "ARAP1",
51
+ "ITPA",
52
+ "CX3CL1",
53
+ "C11orf98",
54
+ "DHCR24",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
55
  "BRD7P3",
56
+ "ART1",
57
+ "DEFB103A",
58
+ "CPZ",
59
+ "BARHL2",
60
+ "PRDM12",
61
+ "SPMIP7",
62
+ "AMFR",
63
+ "GAA",
64
+ "TNNT1",
65
+ "MRAP",
66
+ "ANKRD26P1",
67
+ "C1QTNF2",
68
+ "CHURC1",
69
+ "TSSK1B",
70
+ "LRTM2",
71
+ "NPBWR2",
72
  "OR5H6",
73
+ "MAP2K2",
74
+ "TRPV3",
75
+ "EFEMP1",
76
+ "ALOX15",
77
+ "FMOD",
78
+ "ACTC1",
79
+ "ZXDA",
80
+ "CDCA3",
81
+ "EFNB3",
82
+ "ANKRD20A1",
83
+ "HLA-DPB2",
84
+ "BMP7",
85
+ "LAPTM5",
86
+ "ANKRD63",
87
+ "ADGRG7",
88
+ "ATP11AUN",
89
+ "EMP1",
90
+ "KRTAP4-5",
91
+ "NAXD",
92
+ "ALDH1A2",
93
+ "CNOT9",
94
+ "ACOXL",
95
+ "FAM169BP",
96
+ "IL2",
97
+ "IMMP1L",
98
+ "ASCL3",
99
+ "BSX",
100
+ "H1-2",
101
+ "NTPCR",
102
+ "ARMCX2",
103
+ "FAM118B",
104
+ "OR10A2",
105
+ "BIN2",
106
+ "CENPX",
107
+ "CFAP69",
108
+ "CAPN11",
109
+ "GSDMA",
110
+ "NIPA1",
111
+ "MARK1",
112
+ "SP6",
113
+ "C6orf58",
114
+ "LRRC72",
115
+ "DBH",
116
+ "ANXA2",
117
+ "EVA1B",
118
+ "BTBD3",
119
+ "FAM3D",
120
+ "CAV3",
121
+ "CLLU1-AS1",
122
+ "GPALPP1",
123
+ "ACCS",
124
+ "PEX12",
125
+ "CCDC85A",
126
+ "BTBD16",
127
+ "COPG2IT1",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
128
  "B4GALT1",
129
+ "AHCTF1",
130
+ "CST1",
131
+ "C12orf60",
132
+ "ANKIB1",
133
+ "OR4E2",
134
+ "ZNF804A",
135
+ "LRRC8D",
136
+ "APOBEC4",
137
+ "XKRX",
138
+ "PRR19",
139
+ "TPTE2P3",
140
+ "CHST7",
141
+ "ARMC9",
142
+ "FREM1",
143
+ "PRSS55",
144
+ "PTPN20",
145
+ "CTLA4",
146
+ "ACVR1C",
147
+ "CAMK1G",
148
+ "RPL31P11",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
149
  "PSD2",
150
+ "ACSL3",
151
+ "SLC25A33",
152
+ "CCDC34",
153
+ "ADAMTS17",
154
+ "DOCK6",
155
+ "AHCY",
156
+ "PTGS2",
157
+ "LCE2D",
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
158
  "OR4D2",
159
+ "ASB9",
160
+ "CHD7",
161
+ "AGBL1",
162
+ "BGLAP",
163
+ "ZFP69",
164
+ "AP1AR",
165
+ "FUT2",
166
+ "CHI3L1",
167
+ "ATRNL1",
168
+ "BMPR2",
169
+ "AP1S3",
170
+ "HOXD4",
171
+ "TAAR8",
172
+ "S100G",
173
+ "IKZF1",
174
+ "VIPR2",
175
+ "MYLK2",
176
+ "CPEB1",
177
+ "ZNF175",
178
+ "AFG3L2",
179
+ "AQP8",
180
+ "MKX",
181
+ "DPF2",
182
+ "POU6F2",
183
+ "IL33",
184
+ "C1QTNF3",
185
+ "AICDA",
186
+ "POLE2",
187
+ "ARL2BPP2",
188
+ "OTOP3",
189
+ "FBXL21P",
190
+ "ZNF347",
191
+ "OR1G1",
192
+ "ADAM6",
193
+ "TM2D1",
194
+ "UCHL1",
195
+ "LINC02694",
196
+ "CDON",
197
+ "OR7G3",
198
+ "MYOCD",
199
+ "C1orf105",
200
+ "MYL10",
201
+ "HUS1",
202
+ "SLC2A10",
203
+ "DSPP",
204
+ "CCNF",
205
+ "ORC1",
206
+ "POU2F3",
207
+ "TLCD4",
208
+ "CSKMT",
209
+ "DEFA6",
210
+ "KRT12",
211
+ "GNA13",
212
+ "ZNF22-AS1",
213
+ "ACOT7",
214
  "KCNA2",
215
+ "NWD2",
216
+ "C1orf52",
217
+ "TTC39A",
218
+ "OR2B2",
219
+ "ARID5A",
220
+ "TAF7L",
221
+ "ALKAL1",
222
+ "HCG4B",
223
+ "CAMK2B",
224
+ "RFTN1",
225
+ "ACSBG2",
226
+ "PHLDB2",
227
+ "MIPOL1",
228
+ "LUC7L3",
229
+ "MCPH1",
230
+ "CYP1B1-AS1",
231
+ "NPNT",
232
+ "OR2M4",
233
+ "NREP",
234
+ "EIF4E1B",
235
+ "GRM1",
236
+ "PCDHB10",
237
+ "DDX50",
238
+ "LIPF",
239
+ "LYZL6",
240
+ "CDH9",
241
+ "GTPBP10",
242
+ "PNLIPRP3",
243
+ "GNAO1",
244
+ "HIGD1C",
245
+ "C5orf47",
246
+ "KBTBD6",
247
+ "CHEK1",
248
+ "SNX12",
249
+ "ALAD",
250
+ "FZD6",
251
+ "IKBIP",
252
+ "C15orf32",
253
+ "PRELID3A",
254
+ "FAM89A",
255
+ "ZFTA",
256
+ "COL2A1",
257
+ "ZNF28",
258
+ "ICAM4",
259
+ "TSPY26P",
260
+ "SLC30A8",
261
+ "FAM85A",
262
+ "GREM2",
263
+ "ADCY7",
264
+ "PGK2",
265
+ "KHK",
266
+ "RNF223",
267
+ "GDF11",
268
+ "CDRT15P2",
269
+ "CCN1",
270
+ "RBMX",
271
+ "CREM",
272
+ "RNF212",
273
+ "ARFIP1",
274
+ "SLCO4A1",
275
+ "KRT17",
276
+ "ERAS",
277
+ "PFAS",
278
+ "CHN2",
279
+ "ANAPC15",
280
+ "BIRC5",
281
+ "ATN1"
 
 
 
 
 
 
 
 
282
  ],
283
  "Coefficient": [
284
+ 0.049730028158321185,
285
+ 0.04402098830936448,
286
+ 0.039007327826222536,
287
+ 0.036078482736906774,
288
+ 0.03607354049781865,
289
+ 0.0324567360675918,
290
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  ],
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output/regress/Bipolar_disorder/significant_genes_condition_Insomnia.json CHANGED
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output/regress/Bipolar_disorder/significant_genes_condition_Migraine.json CHANGED
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output/regress/Bipolar_disorder/significant_genes_condition_None.json CHANGED
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output/regress/Bipolar_disorder/significant_genes_condition_Obesity.json CHANGED
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output/regress/Bipolar_disorder/significant_genes_condition_Obsessive-Compulsive_Disorder.json ADDED
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output/regress/Bipolar_disorder/significant_genes_condition_Psoriasis.json CHANGED
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