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pmid:32021241

Potential Prognostic and Diagnostic Values of CDC6, CDC45, ORC6 and SNHG7 in Colorectal Cancer.

Yang Hu · Liping Wang · Zhixing Li · Zirui Wan · Mingjie Shao · Shaobin Wu · Guo Wang

OncoTargets and therapy · 2019 doi:10.2147/OTT.S231941

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title
Potential Prognostic and Diagnostic Values of CDC6, CDC45, ORC6 and SNHG7 in Colorectal Cancer.
doi
10.2147/OTT.S231941
pmid
32021241
authors array · 7 items
[0]
Yang Hu
[1]
Liping Wang
[2]
Zhixing Li
[3]
Zirui Wan
[4]
Mingjie Shao
[5]
Shaobin Wu
[6]
Guo Wang
journal
OncoTargets and therapy
year
2019
abstract
BACKGROUND: Colorectal cancer (CRC) is a common human malignancy. The aims of this study are to investigate the gene expression profile of CRC and to explore potential strategy for CRC diagnosis, therapy and prognosis. METHODS: We use affy and Limma package of Bioconductor R to do differential expression genes (DEGs) and differential expression lncRNAs (DELs) analysis from the gene datasets (GSE8671, GSE21510, GSE32323, GSE39582 and TCGA) respectively. Then, DEGs were analyzed by GO and KEGG pathway and Kaplan-Meier survival curve and Cox regression analyses were used to find aberrantly expressed genes associated with survival outcome of CRC patients. Real-time PCR assay was used to verify the aberrantly expressed genes expression in CRC samples. RESULTS: 306 up-regulation and 213 down-regulation common DEGs were found. A total of 485 DELs were identified, of which 241 up-regulated and 244 down-regulated. Then, GO and KEGG pathway analyses showed that DEGs were involved in cell cycle, mineral absorption, DNA replication, and Nitrogen metabolism. Among them, Kaplan-Meier survival curve and Cox regression analyses revealed that CDC6, CDC45, ORC6 and SNHG7 levels were significantly associated with survival outcome of CRC patients. Finally, real-time PCR assay was used to verify that the CDC6, CDC45, ORC6 and SNHG7 expression were up-regulated in 198 CRC samples compared with the expression levels in individual-matched adjacent mucosa samples. CONCLUSION: CDC6, CDC45, ORC6 and SNHG7 are implicated in CRC initiation and progression and could be explored as potential diagnosis, therapy and prognosis targets for CRC.
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The DEG analysis between tumor and non-tumor samples of the GSE8671, GSE21510, GSE32323, and GSE39582 datasets and the DELs between tumor and non-tumor of TCGA dataset were performed with the Limma package of Bioconductor R (http://www.bioconductor.org/packages/release/bioc/html/limma.html).
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The DEG analysis between tumor and non-tumor samples of the GSE8671, GSE21510, GSE32323, and GSE39582 datasets and the DELs between tumor and non-tumor of TCGA dataset were performed with the Limma package of Bioconductor R (http://www.bioconductor.org/packages/release/bioc/html/limma.html).
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The discovery datasets GSE8671,9 GSE21510,10 GSE3232311 and GSE3958212 were downloaded from the GEO.
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GSM972178
[241]
GSM972179
[242]
GSM972180
[243]
GSM972181
[244]
GSM972182
[245]
GSM972183
[246]
GSM972184
[247]
GSM972185
[248]
GSM972186
[249]
GSM972187
[250]
GSM972188
[251]
GSM972189
[252]
GSM972190
[253]
GSM972191
[254]
GSM972192
[255]
GSM972193
[256]
GSM972194
[257]
GSM972195
[258]
GSM972196
[259]
GSM972197
[260]
GSM972198
[261]
GSM972199
[262]
GSM972200
[263]
GSM972201
[264]
GSM972202
[265]
GSM972203
[266]
GSM972204
[267]
GSM972205
[268]
GSM972206
[269]
GSM972207
[270]
GSM972208
[271]
GSM972209
[272]
GSM972210
[273]
GSM972211
[274]
GSM972212
[275]
GSM972213
[276]
GSM972214
[277]
GSM972215
[278]
GSM972216
[279]
GSM972217
[280]
GSM972218
[281]
GSM972219
[282]
GSM972220
[283]
GSM972221
[284]
GSM972222
[285]
GSM972223
[286]
GSM972224
[287]
GSM972225
[288]
GSM972226
[289]
GSM972227
[290]
GSM972228
[291]
GSM972229
[292]
GSM972230
[293]
GSM972231
[294]
GSM972232
[295]
GSM972233
[296]
GSM972234
[297]
GSM972235
[298]
GSM972236
[299]
GSM972237
[300]
GSM972238
[301]
GSM972239
[302]
GSM972240
[303]
GSM972241
[304]
GSM972242
[305]
GSM972243
[306]
GSM972244
[307]
GSM972245
[308]
GSM972246
[309]
GSM972247
[310]
GSM972248
[311]
GSM972249
[312]
GSM972250
[313]
GSM972251
[314]
GSM972252
[315]
GSM972253
[316]
GSM972254
[317]
GSM972255
[318]
GSM972256
[319]
GSM972257
[320]
GSM972258
[321]
GSM972259
[322]
GSM972260
[323]
GSM972261
[324]
GSM972262
[325]
GSM972263
[326]
GSM972264
[327]
GSM972265
[328]
GSM972266
[329]
GSM972267
[330]
GSM972268
[331]
GSM972269
[332]
GSM972270
[333]
GSM972271
[334]
GSM972272
[335]
GSM972273
[336]
GSM972274
[337]
GSM972275
[338]
GSM972276
[339]
GSM972277
[340]
GSM972278
[341]
GSM972279
[342]
GSM972280
[343]
GSM972281
[344]
GSM972282
[345]
GSM972283
[346]
GSM972284
[347]
GSM972285
[348]
GSM972286
[349]
GSM972287
[350]
GSM972288
[351]
GSM972289
[352]
GSM972290
[353]
GSM972291
[354]
GSM972292
[355]
GSM972293
[356]
GSM972294
[357]
GSM972295
[358]
GSM972296
[359]
GSM972297
[360]
GSM972298
[361]
GSM972299
[362]
GSM972300
[363]
GSM972301
[364]
GSM972302
[365]
GSM972303
[366]
GSM972304
[367]
GSM972305
[368]
GSM972306
[369]
GSM972307
[370]
GSM972308
[371]
GSM972309
[372]
GSM972310
[373]
GSM972311
[374]
GSM972312
[375]
GSM972313
[376]
GSM972314
[377]
GSM972315
[378]
GSM972316
[379]
GSM972317
[380]
GSM972318
[381]
GSM972319
[382]
GSM972320
[383]
GSM972321
[384]
GSM972322
[385]
GSM972323
[386]
GSM972324
[387]
GSM972325
[388]
GSM972326
[389]
GSM972327
[390]
GSM972328
[391]
GSM972329
[392]
GSM972330
[393]
GSM972331
[394]
GSM972332
[395]
GSM972333
[396]
GSM972334
[397]
GSM972335
[398]
GSM972336
[399]
GSM972337
[400]
GSM972338
[401]
GSM972339
[402]
GSM972340
[403]
GSM972341
[404]
GSM972342
[405]
GSM972343
[406]
GSM972344
[407]
GSM972345
[408]
GSM972346
[409]
GSM972347
[410]
GSM972348
[411]
GSM972349
[412]
GSM972350
[413]
GSM972351
[414]
GSM972352
[415]
GSM972353
[416]
GSM972354
[417]
GSM972355
[418]
GSM972356
[419]
GSM972357
[420]
GSM972358
[421]
GSM972359
[422]
GSM972360
[423]
GSM972361
[424]
GSM972362
[425]
GSM972363
[426]
GSM972364
[427]
GSM972365
[428]
GSM972366
[429]
GSM972367
[430]
GSM972368
[431]
GSM972369
[432]
GSM972370
[433]
GSM972371
[434]
GSM972372
[435]
GSM972373
[436]
GSM972374
[437]
GSM972375
[438]
GSM972376
[439]
GSM972377
[440]
GSM972378
[441]
GSM972379
[442]
GSM972380
[443]
GSM972381
[444]
GSM972382
[445]
GSM972383
[446]
GSM972384
[447]
GSM972385
[448]
GSM972386
[449]
GSM972387
[450]
GSM972388
[451]
GSM972389
[452]
GSM972390
[453]
GSM972391
[454]
GSM972392
[455]
GSM972393
[456]
GSM972394
[457]
GSM972395
[458]
GSM972396
[459]
GSM972397
[460]
GSM972398
[461]
GSM972399
[462]
GSM972400
[463]
GSM972401
[464]
GSM972402
[465]
GSM972403
[466]
GSM972404
[467]
GSM972405
[468]
GSM972406
[469]
GSM972407
[470]
GSM972408
[471]
GSM972409
[472]
GSM972410
[473]
GSM972411
[474]
GSM972412
[475]
GSM972413
[476]
GSM972414
[477]
GSM972415
[478]
GSM972416
[479]
GSM972417
[480]
GSM972418
[481]
GSM972419
[482]
GSM972420
[483]
GSM972421
[484]
GSM972422
[485]
GSM972423
[486]
GSM972424
[487]
GSM972425
[488]
GSM972426
[489]
GSM972427
[490]
GSM972428
[491]
GSM972429
[492]
GSM972430
[493]
GSM972431
[494]
GSM972432
[495]
GSM972433
[496]
GSM972434
[497]
GSM972435
[498]
GSM972436
[499]
GSM972437
[500]
GSM972438
[501]
GSM972439
[502]
GSM972440
[503]
GSM972441
[504]
GSM972442
[505]
GSM972443
[506]
GSM972444
[507]
GSM972445
[508]
GSM972446
[509]
GSM972447
[510]
GSM972448
[511]
GSM972449
[512]
GSM972450
[513]
GSM972451
[514]
GSM972452
[515]
GSM972453
[516]
GSM972454
[517]
GSM972455
[518]
GSM972456
[519]
GSM972457
[520]
GSM972458
[521]
GSM972459
[522]
GSM972460
[523]
GSM972461
[524]
GSM972462
[525]
GSM972463
[526]
GSM972464
[527]
GSM972465
[528]
GSM972466
[529]
GSM972467
[530]
GSM972468
[531]
GSM972469
[532]
GSM972470
[533]
GSM972471
[534]
GSM972472
[535]
GSM972473
[536]
GSM972474
[537]
GSM972475
[538]
GSM972476
[539]
GSM972477
[540]
GSM972478
[541]
GSM972479
[542]
GSM972480
[543]
GSM972481
[544]
GSM972482
[545]
GSM972483
[546]
GSM972484
[547]
GSM972485
[548]
GSM972486
[549]
GSM972487
[550]
GSM972488
[551]
GSM972489
[552]
GSM972490
[553]
GSM972491
[554]
GSM972492
[555]
GSM972493
[556]
GSM972494
[557]
GSM972495
[558]
GSM972496
[559]
GSM972497
[560]
GSM972498
[561]
GSM972499
[562]
GSM972500
[563]
GSM972501
[564]
GSM972502
[565]
GSM972503
[566]
GSM972504
[567]
GSM972505
[568]
GSM972506
[569]
GSM972507
[570]
GSM972508
[571]
GSM972509
[572]
GSM972510
[573]
GSM972511
[574]
GSM972512
[575]
GSM972513
[576]
GSM972514
[577]
GSM972515
[578]
GSM972516
[579]
GSM972517
[580]
GSM972518
[581]
GSM972519
[582]
GSM972520
[583]
GSM972521
[584]
GSM972522
sample_count
585
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Gene expression Classification of Colon Cancer defines six molecular subtypes with distinct clinical, molecular and survival characteristics [Expression]
resolution_checked_at
2026-11-01T15:39:54Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[4] object · 15 fields
id
data:geo:GSE8671
role
raw
format
geo-series
media_type
application/vnd.ncbi.geo-series+json
uri
https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE8671
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE8671
version
null
note
The discovery datasets GSE8671,9 GSE21510,10 GSE3232311 and GSE3958212 were downloaded from the GEO.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The discovery datasets GSE8671,9 GSE21510,10 GSE3232311 and GSE3958212 were downloaded from the GEO.
access_statement_kind
repository_route_statement
sample_accessions array · 64 items
[0]
GSM215051
[1]
GSM215052
[2]
GSM215053
[3]
GSM215054
[4]
GSM215055
[5]
GSM215056
[6]
GSM215057
[7]
GSM215058
[8]
GSM215059
[9]
GSM215060
[10]
GSM215061
[11]
GSM215062
[12]
GSM215063
[13]
GSM215064
[14]
GSM215065
[15]
GSM215066
[16]
GSM215067
[17]
GSM215068
[18]
GSM215069
[19]
GSM215070
[20]
GSM215071
[21]
GSM215072
[22]
GSM215073
[23]
GSM215074
[24]
GSM215075
[25]
GSM215076
[26]
GSM215077
[27]
GSM215078
[28]
GSM215079
[29]
GSM215080
[30]
GSM215081
[31]
GSM215082
[32]
GSM215083
[33]
GSM215084
[34]
GSM215085
[35]
GSM215086
[36]
GSM215087
[37]
GSM215088
[38]
GSM215089
[39]
GSM215090
[40]
GSM215091
[41]
GSM215092
[42]
GSM215093
[43]
GSM215094
[44]
GSM215095
[45]
GSM215096
[46]
GSM215097
[47]
GSM215098
[48]
GSM215099
[49]
GSM215100
[50]
GSM215101
[51]
GSM215102
[52]
GSM215103
[53]
GSM215104
[54]
GSM215105
[55]
GSM215106
[56]
GSM215107
[57]
GSM215108
[58]
GSM215109
[59]
GSM215110
[60]
GSM215111
[61]
GSM215112
[62]
GSM215113
[63]
GSM215114
sample_count
64
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Transcriptome profile of human colorectal adenomas.
resolution_checked_at
2026-11-01T15:39:55Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[5] object · 16 fields
id
asset:table:pmid:32021241:1
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:7c7352de1e01e71d1585153b13dfda3741e0c8e9f8c80c43be44afb7fb889d81
bytes
2655
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[11]/table-wrap[1]#T0001
version
null
note
GO Analysis of DEGs Between Paired Tumor and Non-Tumor Sample
structure object · 5 fields
pmcid
PMC6942537
section_index
11
section_title
Functional Enrichment Analysis of DEGs
row_count
31
column_count
5
table object · 8 fields
label
Table 1
caption
GO Analysis of DEGs Between Paired Tumor and Non-Tumor Sample
rows array · 31 items
[0] array · 5 items
[0]
Category
[1]
Term/Gene Function
[2]
Count
[3]
%
[4]
P value
[1] array · 5 items
[0]
GOTERM_BP_DIRECT
[1]
GO:0051301~cell division
[2]
42
[3]
8.25
[4]
4.11E-15
[2] array · 5 items
[0]
GOTERM_BP_DIRECT
[1]
GO:0007067~mitotic nuclear division
[2]
35
[3]
6.88
[4]
9.67E-15
[3] array · 5 items
[0]
GOTERM_BP_DIRECT
[1]
GO:0000082~G1/S transition of mitotic cell cycle
[2]
19
[3]
3.73
[4]
3.17E-10
[4] array · 5 items
[0]
GOTERM_BP_DIRECT
[1]
GO:0007052~mitotic spindle organization
[2]
9
[3]
1.77
[4]
1.06E-06
[5] array · 5 items
[0]
GOTERM_BP_DIRECT
[1]
GO:0007059~chromosome segregation
[2]
12
[3]
2.36
[4]
2.26E-06
[6] array · 5 items
[0]
GOTERM_BP_DIRECT
[1]
GO:0008283~cell proliferation
[2]
28
[3]
5.50
[4]
3.56E-06
[7] array · 5 items
[0]
GOTERM_BP_DIRECT
[1]
GO:0006260~DNA replication
[2]
17
[3]
3.34
[4]
5.94E-06
[8] array · 5 items
[0]
GOTERM_BP_DIRECT
[1]
GO:0006730~one-carbon metabolic process
[2]
8
[3]
1.57
[4]
1.34E-05
[9] array · 5 items
[0]
GOTERM_BP_DIRECT
[1]
DNA replication initiation
[2]
8
[3]
1.57
[4]
2.11E-05
[10] array · 5 items
[0]
GOTERM_BP_DIRECT
[1]
GO:0000086~G2/M transition of mitotic cell cycle
[2]
15
[3]
2.95
[4]
2.53E-05
[11] array · 5 items
[0]
GOTERM_CC_DIRECT
[1]
GO:0000922~spindle pole
[2]
14
[3]
2.55
[4]
6.25E-06
[12] array · 5 items
[0]
GOTERM_CC_DIRECT
[1]
GO:0000776~kinetochore
[2]
12
[3]
2.75
[4]
9.20E-06
[13] array · 5 items
[0]
GOTERM_CC_DIRECT
[1]
GO:0000777~condensed chromosome kinetochore
[2]
13
[3]
2.36
[4]
3.06E-06
[14] array · 5 items
[0]
GOTERM_CC_DIRECT
[1]
GO:0005819~spindle
[2]
14
[3]
2.75
[4]
1.97E-05
[15] array · 5 items
[0]
GOTERM_CC_DIRECT
[1]
GO:0030496~midbody
[2]
14
[3]
2.75
[4]
3.89E-05
[16] array · 5 items
[0]
GOTERM_CC_DIRECT
[1]
GO:0005654~nucleoplasm
[2]
105
[3]
20.62
[4]
1.33E-04
[17] array · 5 items
[0]
GOTERM_CC_DIRECT
[1]
GO:0005615~extracellular space
[2]
57
[3]
11.20
[4]
5.22E-04
[18] array · 5 items
[0]
GOTERM_CC_DIRECT
[1]
GO:0000775~chromosome, centromeric region
[2]
8
[3]
1.57
[4]
7.40E-04
[19] array · 5 items
[0]
GOTERM_CC_DIRECT
[1]
GO:0000940~condensed chromosome outer kinetochore
[2]
4
[3]
0.79
[4]
9.38E-04
[20] array · 5 items
[0]
GOTERM_CC_DIRECT
[1]
GO:0005876~spindle microtubule
[2]
7
[3]
1.38
[4]
0.001009
[21] array · 5 items
[0]
GOTERM_MF_DIRECT
[1]
GO:0005515~protein binding
[2]
282
[3]
55.40
[4]
5.39E-06
[22] array · 5 items
[0]
GOTERM_MF_DIRECT
[1]
GO:0008009~chemokine activity
[2]
9
[3]
1.77
[4]
4.20E-05
[23] array · 5 items
[0]
GOTERM_MF_DIRECT
[1]
GO:0004089~carbonate dehydratase activity
[2]
5
[3]
0.98
[4]
4.07E-04
[24] array · 5 items
[0]
GOTERM_MF_DIRECT
[1]
GO:0045236~CXCR chemokine receptor binding
[2]
4
[3]
0.79
[4]
0.001411
[25] array · 5 items
[0]
GOTERM_MF_DIRECT
[1]
GO:0003688~DNA replication origin binding
[2]
4
[3]
0.79
[4]
0.002664
[26] array · 5 items
[0]
GOTERM_MF_DIRECT
[1]
GO:0003678~DNA helicase activity
[2]
5
[3]
0.98
[4]
0.003495
[27] array · 5 items
[0]
GOTERM_MF_DIRECT
[1]
GO:0005179~hormone activity
[2]
9
[3]
1.77
[4]
0.003657
[28] array · 5 items
[0]
GOTERM_MF_DIRECT
[1]
GO:0016491~oxidoreductase activity
[2]
13
[3]
2.55
[4]
0.007638
[29] array · 5 items
[0]
GOTERM_MF_DIRECT
[1]
GO:0008017~microtubule binding
[2]
13
[3]
2.55
[4]
0.010269
[30] array · 5 items
[0]
GOTERM_MF_DIRECT
[1]
GO:0003697~single-stranded DNA binding
[2]
8
[3]
1.58
[4]
0.012249
locator
section[11]/table-wrap[1]#T0001
[6] object · 16 fields
id
asset:table:pmid:32021241:2
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:1abf316d5aaa5d7e9ba5de60ddd54f9b25472c99f0b497638cdee2849ef20392
bytes
1086
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[11]/table-wrap[2]#T0002
version
null
note
Pathway Analysis of DEGs Between Paired Tumor and Non-Tumor Samples
structure object · 5 fields
pmcid
PMC6942537
section_index
11
section_title
Functional Enrichment Analysis of DEGs
row_count
8
column_count
5
table object · 8 fields
label
Table 2
caption
Pathway Analysis of DEGs Between Paired Tumor and Non-Tumor Samples
rows array · 8 items
[0] array · 5 items
[0]
Pathway
[1]
Count
[2]
Term/Gene Function
[3]
%
[4]
P value
[1] array · 5 items
[0]
hsa04110: Cell cycle
[1]
21
[2]
CDC6, CDK1, DBF4, TTK, CHEK1, CDC20, PTTG1, MCM2, CDK4, MCM3, CDC25B, CCNB1, CDC45, MAD2L1, MCM7, CDKN2B, BUB1B, ORC6, MAD2L2, MYC, CCNA2
[3]
4.13
[4]
6.82E-10
[2] array · 5 items
[0]
hsa04978: Mineral absorption
[1]
9
[2]
SLC26A3, TRPM6, MT1M, MT2A, CYBRD1, MT1E, MT1H, MT1X, MT1F
[3]
1.77
[4]
6.14E-05
[3] array · 5 items
[0]
hsa03030: DNA replication
[1]
7
[2]
PRIM1, RFC4, MCM7, MCM2, MCM3, RNASEH2A, FEN1
[3]
1.38
[4]
6.66E-04
[4] array · 5 items
[0]
hsa00910: Nitrogen metabolism
[1]
5
[2]
CA12, CA7, CA4, CA2, CA1
[3]
0.98
[4]
0.001445
[5] array · 5 items
[0]
hsa04964: Proximal tubule bicarbonate reclamation
[1]
4
[2]
CA4, CA2, SLC4A4, PCK1
[3]
0.79
[4]
0.031313
[6] array · 5 items
[0]
hsa04640: Hematopoietic cell lineage
[1]
7
[2]
IL1R2, CR2, CD44, MS4A1, ITGA2, IL6R, CD1D
[3]
1.38
[4]
0.044065
[7] array · 5 items
[0]
hsa03008: Ribosome biogenesis in eukaryotes
[1]
7
[2]
WDR75, RAN, NOB1, RIOK1, WDR43, RBM28, RPP40
[3]
1.38
[4]
0.048443
locator
section[11]/table-wrap[2]#T0002
[7] object · 16 fields
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asset:table:pmid:32021241:3
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table
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jats-table
media_type
application/vnd.jats.table+json
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null
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sha256:200f1b1ec484d6ce3303d0a91a01e587b42f220b4d2c40d485240ab02388e206
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read_table
reader_status
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section[12]/table-wrap[1]#T0003
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note
Relationship of the Expression Levels of CDC6, CDC45, ORC6 and CRC Clinicopathologic Characteristics in GSE39582 Dataset
structure object · 5 fields
pmcid
PMC6942537
section_index
12
section_title
The Expression of CDC6, CDC45, ORC6 and lncRNA SNHG7 in Colorectal Cancer Datasets
row_count
13
column_count
8
table object · 8 fields
label
Table 3
caption
Relationship of the Expression Levels of CDC6, CDC45, ORC6 and CRC Clinicopathologic Characteristics in GSE39582 Dataset
rows array · 13 items
[0] array · 8 items
[0]
Characteristics
[1]
[2]
CDC6
[3]
P-value
[4]
CDC45
[5]
P-value
[6]
ORC6
[7]
P-value
[1] array · 8 items
[0]
Invasion depth
[1]
[2]
[3]
0.280
[4]
[5]
0.173
[6]
[7]
0.003
[2] array · 8 items
[0]
T1, T2
[1]
60
[2]
6.429±0.133
[3]
[4]
6.770±0.077
[5]
[6]
8.208±0.083
[7]
[3] array · 8 items
[0]
T3, T4
[1]
486
[2]
6.275±0.047
[3]
[4]
6.656±0.031
[5]
[6]
7.938±0.028
[7]
[4] array · 8 items
[0]
Lymph node metastasis
[1]
[2]
[3]
< 0.001
[4]
[5]
< 0.001
[6]
[7]
0.902
[5] array · 8 items
[0]
N0
[1]
302
[2]
6.457±0.059
[3]
[4]
6.791±0.038
[5]
[6]
7.967±0.035
[7]
[6] array · 8 items
[0]
N1, N2
[1]
238
[2]
6.101±0.067
[3]
[4]
6.531±0.045
[5]
[6]
7.973±0.042
[7]
[7] array · 8 items
[0]
Distant metastasis
[1]
[2]
[3]
0.001
[4]
[5]
< 0.001
[6]
[7]
0.727
[8] array · 8 items
[0]
M0
[1]
482
[2]
6.344±0.047
[3]
[4]
6.709±0.031
[5]
[6]
7.969±0.028
[7]
[9] array · 8 items
[0]
M1
[1]
61
[2]
5.870±0.132
[3]
[4]
6.337±0.082
[5]
[6]
7.938±0.084
[7]
[10] array · 8 items
[0]
TNM stage
[1]
[2]
[3]
< 0.001
[4]
[5]
< 0.001
[6]
[7]
0.788
[11] array · 8 items
[0]
I, II
[1]
301
[2]
6.456±0.059
[3]
[4]
6.785±0.037
[5]
[6]
7.965±0.035
[7]
[12] array · 8 items
[0]
III, IV
[1]
265
[2]
6.052±0.064
[3]
[4]
6.503±0.042
[5]
[6]
7.950±0.040
[7]
locator
section[12]/table-wrap[1]#T0003
[8] object · 16 fields
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asset:table:pmid:32021241:4
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table
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jats-table
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application/vnd.jats.table+json
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section[12]/table-wrap[2]#T0004
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note
Relationship of the Expression Levels of CDC6, CDC45, ORC6 and CRC Clinicopathologic Characteristics in TCGA
structure object · 5 fields
pmcid
PMC6942537
section_index
12
section_title
The Expression of CDC6, CDC45, ORC6 and lncRNA SNHG7 in Colorectal Cancer Datasets
row_count
13
column_count
4
table object · 8 fields
label
Table 4
caption
Relationship of the Expression Levels of CDC6, CDC45, ORC6 and CRC Clinicopathologic Characteristics in TCGA
rows array · 13 items
[0] array · 4 items
[0]
Characteristics
[1]
[2]
SNHG7
[3]
P-value
[1] array · 4 items
[0]
Invasion depth
[1]
[2]
[3]
0.154
[2] array · 4 items
[0]
T1, T2
[1]
126
[2]
9.865±0.534
[3]
[3] array · 4 items
[0]
T3, T4
[1]
492
[2]
10.73±0.274
[3]
[4] array · 4 items
[0]
Lymph node metastasis
[1]
[2]
[3]
0.124
[5] array · 4 items
[0]
N0
[1]
351
[2]
10.23±0.319
[3]
[6] array · 4 items
[0]
N1, N2
[1]
265
[2]
11.00±0.380
[3]
[7] array · 4 items
[0]
Distant metastasis
[1]
[2]
[3]
0.804
[8] array · 4 items
[0]
M0
[1]
465
[2]
10.70±0.285
[3]
[9] array · 4 items
[0]
M1
[1]
87
[2]
10.87±0.604
[3]
[10] array · 4 items
[0]
TNM stage
[1]
[2]
[3]
0.141
[11] array · 4 items
[0]
I, II
[1]
346
[2]
10.25±0.330
[3]
[12] array · 4 items
[0]
III, IV
[1]
268
[2]
10.97±0.366
[3]
locator
section[12]/table-wrap[2]#T0004
[9] object · 16 fields
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asset:table:pmid:32021241:5
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table
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jats-table
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application/vnd.jats.table+json
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null
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sha256:da63fd255d8d6d0de718dc1debde26c5c7de15c395bc6d38416fcc0ab420f120
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read_table
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section[13]/table-wrap[1]#T0005
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Correlations Between Gene (CDC6, CDC45 and ORC6) Expression and Pathology Parameters of CRC Specimens in GSE39582 Dataset
structure object · 5 fields
pmcid
PMC6942537
section_index
13
section_title
CDC6, CDC45, ORC6 and lncRNA SNHG7 Expression as Prognostic Indicators for Colorectal Cancer
row_count
9
column_count
7
table object · 8 fields
label
Table 5
caption
Correlations Between Gene (CDC6, CDC45 and ORC6) Expression and Pathology Parameters of CRC Specimens in GSE39582 Dataset
rows array · 9 items
[0] array · 3 items
[0]
Risk Factors
[1]
Univariate Analysis
[2]
Multivariate Analysis
[1] array · 6 items
[0]
HR
[1]
P-value
[2]
95% CI
[3]
HR
[4]
P-value
[5]
95% CI
[2] array · 7 items
[0]
CDC6 expression
[1]
0.391
[2]
< 0.001
[3]
0.272–0.563
[4]
0.581
[5]
0.002
[6]
0.414–0.815
[3] array · 7 items
[0]
CDC45 expression
[1]
0.522
[2]
< 0.001
[3]
0.376–0.724
[4]
0.711
[5]
0.041
[6]
0.512–0.987
[4] array · 7 items
[0]
ORC6 expression
[1]
0.671
[2]
0.0168
[3]
0.484–0.931
[4]
0.692
[5]
0.0268
[6]
0.500–0.959
[5] array · 7 items
[0]
TNM stage (I/II, III/IV)
[1]
2.325
[2]
< 0.001
[3]
1.666–3.245
[4]
10.75
[5]
<0.001
[6]
4.695–24.39
[6] array · 7 items
[0]
Lymph node metastasis (N0, N1/N2)
[1]
2.444
[2]
< 0.001
[3]
1.697–3.520
[4]
5.486
[5]
<0.001
[6]
2.613–11.516
[7] array · 7 items
[0]
Invasion depth (T1/T2, T3/T4)
[1]
2.259
[2]
0.0040
[3]
1.297–3.933
[4]
4.065
[5]
0.006
[6]
1.499–10.99
[8] array · 7 items
[0]
Distant metastasis (M0, M1)
[1]
2.033
[2]
0.1311
[3]
0.809–5.105
[4]
[5]
[6]
locator
section[13]/table-wrap[1]#T0005
[10] object · 16 fields
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asset:table:pmid:32021241:6
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table
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jats-table
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application/vnd.jats.table+json
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section[13]/table-wrap[2]#T0006
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Correlations Between lncRNA SNHG7 Expression and Pathology Parameters of CRC Specimens in TCGA
structure object · 5 fields
pmcid
PMC6942537
section_index
13
section_title
CDC6, CDC45, ORC6 and lncRNA SNHG7 Expression as Prognostic Indicators for Colorectal Cancer
row_count
7
column_count
7
table object · 8 fields
label
Table 6
caption
Correlations Between lncRNA SNHG7 Expression and Pathology Parameters of CRC Specimens in TCGA
rows array · 7 items
[0] array · 3 items
[0]
Risk Factors
[1]
Univariate Analysis
[2]
Multivariate Analysis
[1] array · 6 items
[0]
HR
[1]
P-value
[2]
95% CI
[3]
HR
[4]
P-value
[5]
95% CI
[2] array · 7 items
[0]
SNHG7 expression
[1]
1.632
[2]
0.0066
[3]
1.146–2.325
[4]
1.493
[5]
0.0030
[6]
1.039–2.145
[3] array · 7 items
[0]
Distant metastasis (M0, M1)
[1]
9.232
[2]
< 0.001
[3]
5.196–16.40
[4]
2.833
[5]
<0.001
[6]
1.815–4.405
[4] array · 7 items
[0]
TNM stage (I/II, III/IV)
[1]
2.861
[2]
0.0198
[3]
1.988–4.116
[4]
2.042
[5]
0.001
[6]
1.336–3.121
[5] array · 7 items
[0]
Lymph node metastasis (N0, N1/N2)
[1]
2.806
[2]
< 0.001
[3]
1.953–4.032
[4]
[5]
0.588
[6]
[6] array · 7 items
[0]
Tumor invasion depth (T1/T2, T3/T4)
[1]
2.014
[2]
0.0027
[3]
1.274–3.183
[4]
[5]
0.180
[6]
locator
section[13]/table-wrap[2]#T0006
gaps array · 8 items
[0]
asset:data:geo:GSE21510 not downloaded
[1]
asset:data:geo:GSE21510 licence not read
[2]
asset:data:geo:GSE32323 not downloaded
[3]
asset:data:geo:GSE32323 licence not read
[4]
asset:data:geo:GSE39582 not downloaded
[5]
asset:data:geo:GSE39582 licence not read
[6]
asset:data:geo:GSE8671 not downloaded
[7]
asset:data:geo:GSE8671 licence not read
analysis object · 4 fields
state
partial
methods array · 7 items
[0] object · 10 fields
id
method-1
family
differential_expression
specific
limma_voom
label
Differential expression analysis
dsl_operations array · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
count_matrix_with_condition
evidence object · 3 fields
score
1
band
verbatim
quote
The DEG analysis between tumor and non-tumor samples of the GSE8671, GSE21510, GSE32323, and GSE39582 datasets and the DELs between tumor and non-tumor of TCGA dataset were performed with the Limma package of Bioconductor R (http://www.bioconductor.org/packages/release/bioc/html/limma.html).
[1] object · 10 fields
id
method-2
family
survival_analysis
specific
kaplan_meier
label
Survival analysis
dsl_operations array · 1 item
[0]
survival_km
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
time_to_event_with_censoring
evidence object · 3 fields
score
0.7
band
medium
quote
Kaplan-Meier
[2] object · 10 fields
id
method-3
family
survival_analysis
specific
cox_proportional_hazards
label
Survival analysis
dsl_operations array · 1 item
[0]
cox_ph
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
time_to_event_with_censoring
evidence object · 3 fields
score
0.7
band
medium
quote
Cox regression
[3] object · 10 fields
id
method-4
family
survival_analysis
specific
log_rank_test
label
Survival analysis
dsl_operations array · 1 item
[0]
logrank_test
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
time_to_event_with_censoring
evidence object · 3 fields
score
0.8
band
high
quote
log-rank
[4] object · 10 fields
id
method-5
family
network_analysis
specific
pathway_enrichment
label
Network / pathway analysis
dsl_operations array · 1 item
[0]
pathway_enrich
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
edge_list
evidence object · 3 fields
score
0.8
band
high
quote
Pathway Enrichment
[5] object · 10 fields
id
method-6
family
diagnostic_evaluation
specific
roc
label
Diagnostic test evaluation
dsl_operations array · 6 items
[0]
confusion_counts
[1]
roc_curve
[2]
sensitivity_specificity
[3]
solve_confusion_matrix
[4]
classification_metrics
[5]
published_precision_envelope
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
reference_standard_and_test
evidence object · 3 fields
score
0.8
band
high
quote
ROC analysis
[6] object · 10 fields
id
method-7
family
contingency_analysis
specific
chi_square
label
Categorical (contingency table) analysis
dsl_operations array · 1 item
[0]
chi_square_test
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
categorical_cross_tabulation
evidence object · 3 fields
score
0.8
band
high
quote
χ2
targets array · 0 items
gaps array · 1 item
[0]
method.reader_differs_from_extractor
capability object · 3 fields
state
complete
requirements array · 1 item
[0] object · 6 fields
capability_id
capability:computational_analysis
label
Computational analysis platform
assay_families array · 9 items
[0]
meta_analysis
[1]
machine_learning
[2]
survival_analysis
[3]
statistical_regression
[4]
pca
[5]
molecular_docking
[6]
network_analysis
[7]
differential_expression
[8]
gwas
candidate
Automated Assays Laravel application and simulated adapters
gaps array · 0 items
readiness object · 8 fields
state
complete
tier
R1
blocked_on
nothing:replicable_now
axes object · 3 fields
method object · 5 fields
tier
R1
expressible
true
required_operations array · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
missing_operations array · 0 items
basis
The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: limma_voom.
capability object · 4 fields
tier
R1
capability_id
capability:computational_analysis
availability_state
owned
basis
The computational analysis is owned. The physical bench the paper used is not, so a physical validation cannot be run here.
data object · 6 fields
tier
R1
reachable
true
accessions array · 4 items
[0]
GSE8671
[1]
GSE21510
[2]
GSE32323
[3]
GSE39582
resolved_accessions array · 4 items
[0]
GSE8671
[1]
GSE21510
[2]
GSE32323
[3]
GSE39582
statements array · 1 item
[0]
The discovery datasets GSE8671,9 GSE21510,10 GSE3232311 and GSE3958212 were downloaded from the GEO.
basis
The paper names GSE8671, GSE21510, GSE32323, GSE39582 in GEO and the accession resolves in the repository. No dataset was downloaded and no licence was read.
can_run object · 3 fields
dsl_operations array · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
assets array · 8 items
[0]
source:pmid:32021241
[1]
data:geo:GSE21510
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asset:table:pmid:32021241:1
[3]
asset:table:pmid:32021241:2
[4]
asset:table:pmid:32021241:3
[5]
asset:table:pmid:32021241:4
[6]
asset:table:pmid:32021241:5
[7]
asset:table:pmid:32021241:6
steps array · 1 item
[0]
run_analysis
must_build object · 5 fields
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converters array · 0 items
readers array · 0 items
capabilities array · 0 items
data_gaps array · 1 item
[0]
data:geo:GSE21510
gaps array · 0 items
review object · 5 fields
state
partial
machine_critique object · 5 fields
kind
extraction_review
reader object · 5 fields
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MiniMax-M3.1-Flash
provider
minimax
provider_family
minimax
read_at
2026-10-31T18:18:09Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
null
calls
3
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prompt_tokens
31835
completion_tokens
1798
cached_tokens
10760
stages array · 1 item
[0] object · 4 fields
id
extraction
state
complete
reader
MiniMax-M3.1-Flash
provider
minimax
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review.independent_reader
[1]
review.machine_critique
[2]
review.human_critique
execution object · 5 fields
state
absent
status
not_run
mode
null
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gaps array · 1 item
[0]
execution.not_run
provenance object · 7 fields
entities array · 3 items
[0] object · 3 fields
id
pmid:32021241
type
paper
label
pmid:32021241
[1] object · 3 fields
id
source:pmid:32021241
type
manuscript
label
PMID 32021241 full text
[2] object · 3 fields
id
data:geo:GSE21510
type
dataset
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GEO GSE21510
activities array · 3 items
[0] object · 4 fields
id
activity-reading-sci-2026-11-01
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classification
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pmid:32021241
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paper
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pmid:32021241
[1] object · 3 fields
id
source:pmid:32021241
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manuscript
label
PMID 32021241 full text
[2] object · 3 fields
id
data:geo:GSE21510
type
dataset
label
GEO GSE21510
agent
agent:corpus-assay-engine
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id
activity-read-32021241
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extraction
used array · 1 item
[0]
source:pmid:32021241
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE21510
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE21510
agent
agent:corpus-assay-engine
agents array · 2 items
[0] object · 3 fields
id
agent:corpus-assay-engine
type
software
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Corpus assay engine
[1] object · 3 fields
id
agent:minimax-reader
type
software
label
MiniMax literature reader
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reading-sci-2026-11-01
dsl_catalogue_fingerprint
343fb30756ba6ec3
capability_table_fingerprint
2cb3e42f047d2ecf
snapshot_id
ba34b49490d9bfaf
lineage object · 4 fields
parent_id
pmid:32021241
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sha256:f5b406ef05a08a355baa36d284f5ce1fadeaf1bb9ebfe7ab0442ecc415404eda
fork_of
null
gaps array · 13 items
[0]
asset:data:geo:GSE21510 licence not read
[1]
asset:data:geo:GSE21510 not downloaded
[2]
asset:data:geo:GSE32323 licence not read
[3]
asset:data:geo:GSE32323 not downloaded
[4]
asset:data:geo:GSE39582 licence not read
[5]
asset:data:geo:GSE39582 not downloaded
[6]
asset:data:geo:GSE8671 licence not read
[7]
asset:data:geo:GSE8671 not downloaded
[8]
execution.not_run
[9]
method.reader_differs_from_extractor
[10]
review.human_critique
[11]
review.independent_reader
[12]
review.machine_critique
assays array · 3 items
[0] object · 11 fields
role
data_generation
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.99
evidence array · 2 items
[0]
iated with survival outcome of CRC patients. Real-time PCR assay was used to verify the aberrantly expr
[1]
h survival outcome of CRC patients. Finally, real-time PCR assay was used to verify that the CDC6, CDC4
order_basis
paper_text_order:711
id
assay:1
[1] object · 11 fields
role
data_generation
definition_id
microarray
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.93
evidence array · 1 item
[0]
d for more detailed and specific analysis of microarray data.18,19 DAVID (Database for Annotation, V
order_basis
paper_text_order:2102
id
assay:2
[2] object · 11 fields
role
analysis
definition_id
differential_expression
definition_version
f2132e96ae6c7a4e
required_operations array · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
support_state
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
The DEG analysis between tumor and non-tumor samples of the GSE8671, GSE21510, GSE32323, and GSE39582 datasets and the DELs between tumor and non-tumor of TCGA dataset were performed with the Limma package of Bioconductor R (http://www.bioconductor.org/packages/release/bioc/html/limma.html).
order_basis
consumes_earlier_output
id
assay:3
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:32021241", "kind": "science-record", "revision": 9, "content_hash": "sha256:e2acd78045bad6f621d6343f7994c2a4b3e8bde93989184aa45f778faa62de48", "created_at": "2026-11-01T15:40:55Z", "updated_at": "2026-11-01T22:44:33Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Potential Prognostic and Diagnostic Values of CDC6, CDC45, ORC6 and SNHG7 in Colorectal Cancer.", "doi": "10.2147/OTT.S231941", "pmid": "32021241", "authors": ["Yang Hu", "Liping Wang", "Zhixing Li", "Zirui Wan", "Mingjie Shao", "Shaobin Wu", "Guo Wang"], "journal": "OncoTargets and therapy", "year": 2019, "abstract": "BACKGROUND: Colorectal cancer (CRC) is a common human malignancy. The aims of this study are to investigate the gene expression profile of CRC and to explore potential strategy for CRC diagnosis, therapy and prognosis.\nMETHODS: We use affy and Limma package of Bioconductor R to do differential expression genes (DEGs) and differential expression lncRNAs (DELs) analysis from the gene datasets (GSE8671, GSE21510, GSE32323, GSE39582 and TCGA) respectively. Then, DEGs were analyzed by GO and KEGG pathway and Kaplan-Meier survival curve and Cox regression analyses were used to find aberrantly expressed genes associated with survival outcome of CRC patients. Real-time PCR assay was used to verify the aberrantly expressed genes expression in CRC samples.\nRESULTS: 306 up-regulation and 213 down-regulation common DEGs were found. A total of 485 DELs were identified, of which 241 up-regulated and 244 down-regulated. Then, GO and KEGG pathway analyses showed that DEGs were involved in cell cycle, mineral absorption, DNA replication, and Nitrogen metabolism. Among them, Kaplan-Meier survival curve and Cox regression analyses revealed that CDC6, CDC45, ORC6 and SNHG7 levels were significantly associated with survival outcome of CRC patients. Finally, real-time PCR assay was used to verify that the CDC6, CDC45, ORC6 and SNHG7 expression were up-regulated in 198 CRC samples compared with the expression levels in individual-matched adjacent mucosa samples.\nCONCLUSION: CDC6, CDC45, ORC6 and SNHG7 are implicated in CRC initiation and progression and could be explored as potential diagnosis, therapy and prognosis targets for CRC.", "claims": [{"id": "claim-method", "statement": "The DEG analysis between tumor and non-tumor samples of the GSE8671, GSE21510, GSE32323, and GSE39582 datasets and the DELs between tumor and non-tumor of TCGA dataset were performed with the Limma package of Bioconductor R (http://www.bioconductor.org/packages/release/bioc/html/limma.html).", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:32021241", "locator": "sections[4] \"Identification of DEGs\" paragraph 2", "quote": "The DEG analysis between tumor and non-tumor samples of the GSE8671, GSE21510, GSE32323, and GSE39582 datasets and the DELs between tumor and non-tumor of TCGA dataset were performed with the Limma package of Bioconductor R (http://www.bioconductor.org/packages/release/bioc/html/limma.html)."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The discovery datasets GSE8671,9 GSE21510,10 GSE3232311 and GSE3958212 were downloaded from the GEO.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:32021241", "locator": "sections[3] \"Colorectal Cancer Datasets\" paragraph 2", "quote": "The discovery datasets GSE8671,9 GSE21510,10 GSE3232311 and GSE3958212 were downloaded from the GEO."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": null, "steps": [{"id": "read_published_estimate", "order": 1, "name": "Read the published estimate from the source", "kind": "other", "state": "complete", "blocked_on": null, "description": "The claim, method and evidence span published with the source article.", "duration_hours": null, "parameters": {}, "inputs": ["source:pmid:32021241"], "outputs": ["the published estimate and its evidence"], "instruments": [], "reagents": []}, {"id": "obtain_source_data", "order": 2, "name": "Obtain the source data from the named repository", "kind": "data-preparation", "state": "complete", "blocked_on": null, "description": "The GEO series accession resolves and its sample accessions are listed. This lane did not download the dataset or read its licence.", "duration_hours": null, "parameters": {}, "inputs": ["data:geo:GSE21510"], "outputs": ["the source data with its repository provenance"], "instruments": [], "reagents": []}, {"id": "run_analysis", "order": 3, "name": "Run the published analysis", "kind": "analysis", "state": "complete", "blocked_on": null, "description": "Apply the paper's statistical method to the resolved series and compare the result with the published target.", "duration_hours": null, "parameters": {}, "inputs": ["data:geo:GSE21510"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:32021241", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.2147/OTT.S231941", "sha256": 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