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pmid:39114307

Identification and validation of metastasis-related gene ZG16 in the prognosis and progression in colorectal cancer.

Yulun Liu · Jie Yang · Wei Han · Tingting Gu · Liqian Yao · Yongqiang Wang · Hua Chen

Frontiers in oncology · 2024 doi:10.3389/fonc.2024.1409329

Paper

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Experiment

complete

Data

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Analysis

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title
Identification and validation of metastasis-related gene ZG16 in the prognosis and progression in colorectal cancer.
doi
10.3389/fonc.2024.1409329
pmid
39114307
authors array · 7 items
[0]
Yulun Liu
[1]
Jie Yang
[2]
Wei Han
[3]
Tingting Gu
[4]
Liqian Yao
[5]
Yongqiang Wang
[6]
Hua Chen
journal
Frontiers in oncology
year
2024
abstract
Background: Metastasis remains the leading cause of mortality among colorectal cancer (CRC) patients. Identification of new metastasis-related genes are critical to improve colorectal cancer prognosis. Methods: Data on mRNA expression in metastatic and primary CRC was obtained from the Gene Expression Omnibus (GEO) database, including GSE81986, GSE41568, GSE71222, GSE21510, and GSE14333. Additionally, data concerning mRNA expression in colon cancer (COAD) and adjacent normal tissues were acquired from The Cancer Genome Atlas (TCGA) database. Hub genes were identified by weighted gene co-expression network analysis (WGCNA) and differential gene expression analysis. Moreover, we assessed the impact of hub gene expression on both overall survival (OS) and disease-free survival (DFS) in patients and identified ZG16 as a potential target. We generated CRC cell lines transfected with lentivirus OE-ZG16 to investigate proliferation, invasion, and migration in vitro. To further elucidate the involvement of ZG16, we utilized gene set enrichment analysis (GSEA) to identify enriched pathways, which were subsequently validated via Western blot analysis. Results: Five datasets containing primary and metastatic CRC samples from GEO database and CRC samples from TCGA database were included in this study and 29 hub genes were identified by WGCNA and differentially expressed gene (DEG) analysis. Low expression of the hub genes (CLCA1 and ZG16) was associated with poor DFS and OS. We confirmed the low expression of ZG16 in CRC using external database and IHC analysis at both transcriptional and protein levels. In addition, the expression of ZG16 was notably elevated in NCM460 cells in comparison to CRC cell lines. The overexpression of ZG16 in CRC cells has been shown to inhibit the proliferation, invasion, and migration of CRC cells. Furthermore, the overexpression of ZG16 has been found to suppress the activation of the epithelial-mesenchymal transition (EMT) and Wnt/β-catenin signaling pathways in CRC. Conclusion: ZG16 may serve as a promising therapeutic target for metastatic CRC treatment.
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The R package limma was applied to analyze the differentially expressed genes (DEGs) in normal and tumor tissues from the TCGA database, as well as patients with various statuses (primary or metastatic) from the GEO database.
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The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/ Supplementary Material .
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Five datasets containing primary and metastatic CRC samples from GEO database and CRC samples from TCGA database were included in this study and 29 hub genes were identified by WGCNA and differentially expressed gene (DEG) analysis.
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Five datasets containing primary and metastatic CRC samples from GEO database and CRC samples from TCGA database were included in this study and 29 hub genes were identified by WGCNA and differentially expressed gene (DEG) analysis.
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Five datasets containing primary and metastatic CRC samples from GEO database and CRC samples from TCGA database were included in this study and 29 hub genes were identified by WGCNA and differentially expressed gene (DEG) analysis.
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licence_read
false
[3] object · 15 fields
id
data:geo:GSE41568
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=GSE41568
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE41568
version
null
note
The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/ Supplementary Material .
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/ Supplementary Material .
access_statement_kind
data_availability_statement
sample_accessions array · 133 items
[0]
GSM1019390
[1]
GSM1019391
[2]
GSM1019392
[3]
GSM1019393
[4]
GSM1019394
[5]
GSM1019395
[6]
GSM1019396
[7]
GSM1019397
[8]
GSM1019398
[9]
GSM1019399
[10]
GSM1019400
[11]
GSM1019401
[12]
GSM1019402
[13]
GSM1019403
[14]
GSM1019404
[15]
GSM1019405
[16]
GSM1019406
[17]
GSM1019407
[18]
GSM1019408
[19]
GSM1019409
[20]
GSM1019410
[21]
GSM1019411
[22]
GSM1019412
[23]
GSM1019413
[24]
GSM1019414
[25]
GSM1019415
[26]
GSM1019416
[27]
GSM1019417
[28]
GSM1019418
[29]
GSM1019419
[30]
GSM1019420
[31]
GSM1019421
[32]
GSM1019422
[33]
GSM1019423
[34]
GSM1019424
[35]
GSM1019425
[36]
GSM1019426
[37]
GSM1019427
[38]
GSM1019428
[39]
GSM1019429
[40]
GSM1019430
[41]
GSM1019431
[42]
GSM1019432
[43]
GSM1019433
[44]
GSM1019434
[45]
GSM1019435
[46]
GSM1019436
[47]
GSM1019437
[48]
GSM1019438
[49]
GSM1019439
[50]
GSM1019440
[51]
GSM1019441
[52]
GSM1019442
[53]
GSM1019443
[54]
GSM1019444
[55]
GSM1019445
[56]
GSM1019446
[57]
GSM1019447
[58]
GSM1019448
[59]
GSM1019449
[60]
GSM1019450
[61]
GSM1019451
[62]
GSM1019452
[63]
GSM1019453
[64]
GSM1019454
[65]
GSM1019455
[66]
GSM1019456
[67]
GSM1019457
[68]
GSM1019458
[69]
GSM1019459
[70]
GSM1019460
[71]
GSM1019461
[72]
GSM1019462
[73]
GSM1019463
[74]
GSM1019464
[75]
GSM1019465
[76]
GSM1019466
[77]
GSM1019467
[78]
GSM1019468
[79]
GSM1019469
[80]
GSM1019470
[81]
GSM1019471
[82]
GSM1019472
[83]
GSM1019473
[84]
GSM1019474
[85]
GSM1019475
[86]
GSM1019476
[87]
GSM1019477
[88]
GSM1019478
[89]
GSM1019479
[90]
GSM1019480
[91]
GSM1019481
[92]
GSM1019482
[93]
GSM1019483
[94]
GSM1019484
[95]
GSM1019485
[96]
GSM1019486
[97]
GSM1019487
[98]
GSM1019488
[99]
GSM1019489
[100]
GSM1019490
[101]
GSM1019491
[102]
GSM1019492
[103]
GSM1019493
[104]
GSM1019494
[105]
GSM1019495
[106]
GSM1019496
[107]
GSM1019497
[108]
GSM1019498
[109]
GSM1019499
[110]
GSM1019500
[111]
GSM1019501
[112]
GSM1019502
[113]
GSM1019503
[114]
GSM1019504
[115]
GSM1019505
[116]
GSM1019506
[117]
GSM1019507
[118]
GSM1019508
[119]
GSM1019509
[120]
GSM1019510
[121]
GSM1019511
[122]
GSM1019512
[123]
GSM1019513
[124]
GSM1019514
[125]
GSM1019515
[126]
GSM1019516
[127]
GSM1019517
[128]
GSM1019518
[129]
GSM1019519
[130]
GSM1019520
[131]
GSM1019521
[132]
GSM1019522
sample_count
133
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
A Molecular Profile of Colorectal Cancer to Guide Therapy [PDCCEs]
resolution_checked_at
2026-11-01T20:16:08Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[4] object · 15 fields
id
data:geo:GSE71222
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=GSE71222
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE71222
version
null
note
The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/ Supplementary Material .
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/ Supplementary Material .
access_statement_kind
data_availability_statement
sample_accessions array · 152 items
[0]
GSM1830790
[1]
GSM1830791
[2]
GSM1830792
[3]
GSM1830793
[4]
GSM1830794
[5]
GSM1830795
[6]
GSM1830796
[7]
GSM1830797
[8]
GSM1830798
[9]
GSM1830799
[10]
GSM1830800
[11]
GSM1830801
[12]
GSM1830802
[13]
GSM1830803
[14]
GSM1830804
[15]
GSM1830805
[16]
GSM1830806
[17]
GSM1830807
[18]
GSM1830808
[19]
GSM1830809
[20]
GSM1830810
[21]
GSM1830811
[22]
GSM1830812
[23]
GSM1830813
[24]
GSM1830814
[25]
GSM1830815
[26]
GSM1830816
[27]
GSM1830817
[28]
GSM1830818
[29]
GSM1830819
[30]
GSM1830820
[31]
GSM1830821
[32]
GSM1830822
[33]
GSM1830823
[34]
GSM1830824
[35]
GSM1830825
[36]
GSM1830826
[37]
GSM1830827
[38]
GSM1830828
[39]
GSM1830829
[40]
GSM1830830
[41]
GSM1830831
[42]
GSM1830832
[43]
GSM1830833
[44]
GSM1830834
[45]
GSM1830835
[46]
GSM1830836
[47]
GSM1830837
[48]
GSM1830838
[49]
GSM1830839
[50]
GSM1830840
[51]
GSM1830841
[52]
GSM1830842
[53]
GSM1830843
[54]
GSM1830844
[55]
GSM1830845
[56]
GSM1830846
[57]
GSM1830847
[58]
GSM1830848
[59]
GSM1830849
[60]
GSM1830850
[61]
GSM1830851
[62]
GSM1830852
[63]
GSM1830853
[64]
GSM1830854
[65]
GSM1830855
[66]
GSM1830856
[67]
GSM1830857
[68]
GSM1830858
[69]
GSM1830859
[70]
GSM1830860
[71]
GSM1830861
[72]
GSM1830862
[73]
GSM1830863
[74]
GSM1830864
[75]
GSM1830865
[76]
GSM1830866
[77]
GSM1830867
[78]
GSM1830868
[79]
GSM1830869
[80]
GSM1830870
[81]
GSM1830871
[82]
GSM1830872
[83]
GSM1830873
[84]
GSM1830874
[85]
GSM1830875
[86]
GSM1830876
[87]
GSM1830877
[88]
GSM1830878
[89]
GSM1830879
[90]
GSM1830880
[91]
GSM1830881
[92]
GSM1830882
[93]
GSM1830883
[94]
GSM1830884
[95]
GSM1830885
[96]
GSM1830886
[97]
GSM1830887
[98]
GSM1830888
[99]
GSM1830889
[100]
GSM1830890
[101]
GSM1830891
[102]
GSM1830892
[103]
GSM1830893
[104]
GSM1830894
[105]
GSM1830895
[106]
GSM1830896
[107]
GSM1830897
[108]
GSM1830898
[109]
GSM1830899
[110]
GSM1830900
[111]
GSM1830901
[112]
GSM1830902
[113]
GSM1830903
[114]
GSM1830904
[115]
GSM1830905
[116]
GSM1830906
[117]
GSM1830907
[118]
GSM1830908
[119]
GSM1830909
[120]
GSM1830910
[121]
GSM1830911
[122]
GSM1830912
[123]
GSM1830913
[124]
GSM1830914
[125]
GSM1830915
[126]
GSM1830916
[127]
GSM1830917
[128]
GSM1830918
[129]
GSM1830919
[130]
GSM1830920
[131]
GSM1830921
[132]
GSM1830922
[133]
GSM1830923
[134]
GSM1830924
[135]
GSM1830925
[136]
GSM1830926
[137]
GSM1830927
[138]
GSM1830928
[139]
GSM1830929
[140]
GSM1830930
[141]
GSM1830931
[142]
GSM1830932
[143]
GSM1830933
[144]
GSM1830934
[145]
GSM1830935
[146]
GSM1830936
[147]
GSM1830937
[148]
GSM1830938
[149]
GSM1830939
[150]
GSM1830940
[151]
GSM1830941
sample_count
152
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Prognostic significance of overexpression of Traf2- and Nck- interacting kinase (TNIK) in colorectal cancer [152 samples]
resolution_checked_at
2026-11-01T20:16:08Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[5] object · 15 fields
id
data:geo:GSE81986
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=GSE81986
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE81986
version
null
note
The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/ Supplementary Material .
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/ Supplementary Material .
access_statement_kind
data_availability_statement
sample_accessions array · 573 items
[0]
GSM2179087
[1]
GSM2179088
[2]
GSM2179089
[3]
GSM2179090
[4]
GSM2179091
[5]
GSM2179092
[6]
GSM2179093
[7]
GSM2179094
[8]
GSM2179095
[9]
GSM2179096
[10]
GSM2179097
[11]
GSM2179098
[12]
GSM2179099
[13]
GSM2179100
[14]
GSM2179101
[15]
GSM2179102
[16]
GSM2179103
[17]
GSM2179104
[18]
GSM2179105
[19]
GSM2179106
[20]
GSM2179107
[21]
GSM2179108
[22]
GSM2179109
[23]
GSM2179110
[24]
GSM2179111
[25]
GSM2179112
[26]
GSM2179113
[27]
GSM2179114
[28]
GSM2179115
[29]
GSM2179116
[30]
GSM2179117
[31]
GSM2179118
[32]
GSM2179119
[33]
GSM2179120
[34]
GSM2179121
[35]
GSM2179122
[36]
GSM2179123
[37]
GSM2179124
[38]
GSM2179125
[39]
GSM2179126
[40]
GSM2179127
[41]
GSM2179128
[42]
GSM2179129
[43]
GSM2179130
[44]
GSM2179131
[45]
GSM2179132
[46]
GSM2179133
[47]
GSM2179134
[48]
GSM2179135
[49]
GSM2179136
[50]
GSM2179137
[51]
GSM2179138
[52]
GSM2179139
[53]
GSM2179140
[54]
GSM2179141
[55]
GSM2179142
[56]
GSM2179143
[57]
GSM2179144
[58]
GSM2179145
[59]
GSM2179146
[60]
GSM2179147
[61]
GSM2179148
[62]
GSM2179149
[63]
GSM2179150
[64]
GSM2179151
[65]
GSM2179152
[66]
GSM2179153
[67]
GSM2179154
[68]
GSM2179155
[69]
GSM2179156
[70]
GSM2179157
[71]
GSM2179158
[72]
GSM2179159
[73]
GSM2179160
[74]
GSM2179161
[75]
GSM2179162
[76]
GSM2179163
[77]
GSM2179164
[78]
GSM2179165
[79]
GSM2179166
[80]
GSM2179167
[81]
GSM2179168
[82]
GSM2179169
[83]
GSM2179170
[84]
GSM2179171
[85]
GSM2179172
[86]
GSM2179173
[87]
GSM2179174
[88]
GSM2179175
[89]
GSM2179176
[90]
GSM2179177
[91]
GSM2179178
[92]
GSM2179179
[93]
GSM2179180
[94]
GSM2179181
[95]
GSM2179182
[96]
GSM2179183
[97]
GSM2179184
[98]
GSM2179185
[99]
GSM2179186
[100]
GSM2179187
[101]
GSM2179188
[102]
GSM2179189
[103]
GSM2179190
[104]
GSM2179191
[105]
GSM2179192
[106]
GSM2179193
[107]
GSM2179194
[108]
GSM2179195
[109]
GSM2179196
[110]
GSM2179197
[111]
GSM2179198
[112]
GSM2179199
[113]
GSM2179200
[114]
GSM2179201
[115]
GSM2179202
[116]
GSM2179203
[117]
GSM2179204
[118]
GSM2179205
[119]
GSM2179206
[120]
GSM2179207
[121]
GSM2179208
[122]
GSM2179209
[123]
GSM2179210
[124]
GSM2179211
[125]
GSM2179212
[126]
GSM2179213
[127]
GSM2179214
[128]
GSM2179215
[129]
GSM2179216
[130]
GSM2179217
[131]
GSM2179218
[132]
GSM2179219
[133]
GSM2179220
[134]
GSM2179221
[135]
GSM2179222
[136]
GSM2179223
[137]
GSM2179224
[138]
GSM2179225
[139]
GSM2179226
[140]
GSM2179227
[141]
GSM2179228
[142]
GSM2179229
[143]
GSM2179230
[144]
GSM2179231
[145]
GSM2179232
[146]
GSM2179233
[147]
GSM2179234
[148]
GSM2179235
[149]
GSM2179236
[150]
GSM2179237
[151]
GSM2179238
[152]
GSM2179239
[153]
GSM2179240
[154]
GSM2179241
[155]
GSM2179242
[156]
GSM2179243
[157]
GSM2179244
[158]
GSM2179245
[159]
GSM2179246
[160]
GSM2179247
[161]
GSM2179248
[162]
GSM2179249
[163]
GSM2179250
[164]
GSM2179251
[165]
GSM2179252
[166]
GSM2179253
[167]
GSM2179254
[168]
GSM2179255
[169]
GSM2179256
[170]
GSM2179257
[171]
GSM2179258
[172]
GSM2179259
[173]
GSM2179260
[174]
GSM2179261
[175]
GSM2179262
[176]
GSM2179263
[177]
GSM2179264
[178]
GSM2179265
[179]
GSM2179266
[180]
GSM2179267
[181]
GSM2179268
[182]
GSM2179269
[183]
GSM2179270
[184]
GSM2179271
[185]
GSM2179272
[186]
GSM2179273
[187]
GSM2179274
[188]
GSM2179275
[189]
GSM2179276
[190]
GSM2179277
[191]
GSM2179278
[192]
GSM2179279
[193]
GSM2179280
[194]
GSM2179281
[195]
GSM2179282
[196]
GSM2179283
[197]
GSM2179284
[198]
GSM2179285
[199]
GSM2179286
[200]
GSM2179287
[201]
GSM2179288
[202]
GSM2179289
[203]
GSM2179290
[204]
GSM2179291
[205]
GSM2179292
[206]
GSM2179293
[207]
GSM2179294
[208]
GSM2179295
[209]
GSM2179296
[210]
GSM2179297
[211]
GSM2179298
[212]
GSM2179299
[213]
GSM2179300
[214]
GSM2179301
[215]
GSM2179302
[216]
GSM2179303
[217]
GSM2179304
[218]
GSM2179305
[219]
GSM2179306
[220]
GSM2179307
[221]
GSM2179308
[222]
GSM2179309
[223]
GSM2179310
[224]
GSM2179311
[225]
GSM2179312
[226]
GSM2179313
[227]
GSM2179314
[228]
GSM2179315
[229]
GSM2179316
[230]
GSM2179317
[231]
GSM2179318
[232]
GSM2179319
[233]
GSM2179320
[234]
GSM2179321
[235]
GSM2179322
[236]
GSM2179323
[237]
GSM2179324
[238]
GSM2179325
[239]
GSM2179326
[240]
GSM2179327
[241]
GSM2179328
[242]
GSM2179329
[243]
GSM2179330
[244]
GSM2179331
[245]
GSM2179332
[246]
GSM2179333
[247]
GSM2179334
[248]
GSM2179335
[249]
GSM2179336
[250]
GSM2179337
[251]
GSM2179338
[252]
GSM2179339
[253]
GSM2179340
[254]
GSM2179341
[255]
GSM2179342
[256]
GSM2179343
[257]
GSM2179344
[258]
GSM2179345
[259]
GSM2179346
[260]
GSM2179347
[261]
GSM2179348
[262]
GSM2179349
[263]
GSM2179350
[264]
GSM2179351
[265]
GSM2179352
[266]
GSM2179353
[267]
GSM2179354
[268]
GSM2179355
[269]
GSM2179356
[270]
GSM2179357
[271]
GSM2179358
[272]
GSM2179359
[273]
GSM2179360
[274]
GSM2179361
[275]
GSM2179362
[276]
GSM2179363
[277]
GSM2179364
[278]
GSM2179365
[279]
GSM2179366
[280]
GSM2179367
[281]
GSM2179368
[282]
GSM2179369
[283]
GSM2179370
[284]
GSM2179371
[285]
GSM2179372
[286]
GSM2179373
[287]
GSM2179374
[288]
GSM2179375
[289]
GSM2179376
[290]
GSM2179377
[291]
GSM2179378
[292]
GSM2179379
[293]
GSM2179380
[294]
GSM2179381
[295]
GSM2179382
[296]
GSM2179383
[297]
GSM2179384
[298]
GSM2179386
[299]
GSM2179387
[300]
GSM2179388
[301]
GSM2179389
[302]
GSM2179390
[303]
GSM2179391
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570;21950;20712
taxon
Homo sapiens
title
An FFPE-based prognostic signature to predict metastasis in stage I/II microsatellite stable colorectal cancer
resolution_checked_at
2026-11-01T20:16:08Z
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[4]
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[6]
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[7]
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[8]
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[9]
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The R package limma was applied to analyze the differentially expressed genes (DEGs) in normal and tumor tissues from the TCGA database, as well as patients with various statuses (primary or metastatic) from the GEO database.
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evidence object · 3 fields
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[0] object · 6 fields
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basis
The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: limma_voom.
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tier
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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
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accessions array · 5 items
[0]
GSE81986
[1]
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[2]
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[3]
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[4]
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GSE81986
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statements array · 1 item
[0]
The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/ Supplementary Material .
basis
The paper names GSE81986, GSE41568, GSE71222, GSE21510, GSE14333 in Gene Expression Omnibus (GEO) and the accession resolves in the repository. No dataset was downloaded and no licence was read.
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minimax
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minimax
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2026-11-01T19:27:04Z
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single_reader
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verbatim
availability
verbatim
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12575
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[0] object · 4 fields
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source:pmid:39114307
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data:geo:GSE14333
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pmid:39114307
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GEO GSE14333
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activity-read-39114307
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[6]
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[7]
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[8]
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[9]
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otential target. We generated CRC cell lines transfected with lentivirus OE-ZG16 to investigate proli
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paper_text_order:946
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hways, which were subsequently validated via Western blot analysis. Results: Five datasets containing
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n of ZG16 in CRC using external database and IHC analysis at both transcriptional and protein
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assay:3
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analysis
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differential_expression
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f2132e96ae6c7a4e
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The R package limma was applied to analyze the differentially expressed genes (DEGs) in normal and tumor tissues from the TCGA database, as well as patients with various statuses (primary or metastatic) from the GEO database.
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Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:39114307", "kind": "science-record", "revision": 4, "content_hash": "sha256:63be29aa726d543d5a3d82ea2a9d73ba236eedf1b5a38da9e7b6f13302644d00", "created_at": "2026-11-01T20:29:12Z", "updated_at": "2026-11-01T22:54:52Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Identification and validation of metastasis-related gene ZG16 in the prognosis and progression in colorectal cancer.", "doi": "10.3389/fonc.2024.1409329", "pmid": "39114307", "authors": ["Yulun Liu", "Jie Yang", "Wei Han", "Tingting Gu", "Liqian Yao", "Yongqiang Wang", "Hua Chen"], "journal": "Frontiers in oncology", "year": 2024, "abstract": "Background: Metastasis remains the leading cause of mortality among colorectal cancer (CRC) patients. Identification of new metastasis-related genes are critical to improve colorectal cancer prognosis.\nMethods: Data on mRNA expression in metastatic and primary CRC was obtained from the Gene Expression Omnibus (GEO) database, including GSE81986, GSE41568, GSE71222, GSE21510, and GSE14333. Additionally, data concerning mRNA expression in colon cancer (COAD) and adjacent normal tissues were acquired from The Cancer Genome Atlas (TCGA) database. Hub genes were identified by weighted gene co-expression network analysis (WGCNA) and differential gene expression analysis. Moreover, we assessed the impact of hub gene expression on both overall survival (OS) and disease-free survival (DFS) in patients and identified ZG16 as a potential target. We generated CRC cell lines transfected with lentivirus OE-ZG16 to investigate proliferation, invasion, and migration in vitro. To further elucidate the involvement of ZG16, we utilized gene set enrichment analysis (GSEA) to identify enriched pathways, which were subsequently validated via Western blot analysis.\nResults: Five datasets containing primary and metastatic CRC samples from GEO database and CRC samples from TCGA database were included in this study and 29 hub genes were identified by WGCNA and differentially expressed gene (DEG) analysis. Low expression of the hub genes (CLCA1 and ZG16) was associated with poor DFS and OS. We confirmed the low expression of ZG16 in CRC using external database and IHC analysis at both transcriptional and protein levels. In addition, the expression of ZG16 was notably elevated in NCM460 cells in comparison to CRC cell lines. The overexpression of ZG16 in CRC cells has been shown to inhibit the proliferation, invasion, and migration of CRC cells. Furthermore, the overexpression of ZG16 has been found to suppress the activation of the epithelial-mesenchymal transition (EMT) and Wnt/β-catenin signaling pathways in CRC.\nConclusion: ZG16 may serve as a promising therapeutic target for metastatic CRC treatment.", "claims": [{"id": "claim-method", "statement": "The R package limma was applied to analyze the differentially expressed genes (DEGs) in normal and tumor tissues from the TCGA database, as well as patients with various statuses (primary or metastatic) from the GEO database.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:39114307", "locator": "sections[5] \"Differentially expressed gene analysis\" paragraph 2", "quote": "The R package limma was applied to analyze the differentially expressed genes (DEGs) in normal and tumor tissues from the TCGA database, as well as patients with various statuses (primary or metastatic) from the GEO database."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/ Supplementary Material .", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:39114307", "locator": "sections[26] \"Data availability statement\" paragraph 2", "quote": "The datasets presented in this study can be found in online repositories. 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