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pmid:34350180

RPL19 Is a Prognostic Biomarker and Promotes Tumor Progression in Hepatocellular Carcinoma.

Benchen Rao · Jianhao Li · Tong Ren · Jing Yang · Guizhen Zhang · Liwen Liu · Haiyu Wang · Maoxin Huang · Zhigang Ren · Zujiang Yu

Frontiers in cell and developmental biology · 2021 doi:10.3389/fcell.2021.686547

Paper

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title
RPL19 Is a Prognostic Biomarker and Promotes Tumor Progression in Hepatocellular Carcinoma.
doi
10.3389/fcell.2021.686547
pmid
34350180
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Benchen Rao
[1]
Jianhao Li
[2]
Tong Ren
[3]
Jing Yang
[4]
Guizhen Zhang
[5]
Liwen Liu
[6]
Haiyu Wang
[7]
Maoxin Huang
[8]
Zhigang Ren
[9]
Zujiang Yu
journal
Frontiers in cell and developmental biology
year
2021
abstract
BACKGROUND: Hepatocellular carcinoma (HCC) is one of the most common malignancies, and the therapeutic outcome remains undesirable due to its recurrence and metastasis. Gene dysregulation plays a pivotal role in the occurrence and progression of cancer, and the molecular mechanisms are largely unknown. METHODS: The differentially expressed genes of HCC screened from the GSE39791 dataset were used to conduct weighted gene co-expression network analysis. The selected hub genes were validated in The Cancer Genome Atlas (TCGA) database and 11 HCC datasets from the Gene Expression Omnibus (GEO) database. Then, a tissue microarray comprising 90 HCC specimens and 90 adjacent normal specimens was used to validate the hub genes. Moreover, the Hallmark, Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) databases were used to identify enriched pathways. Then, we conducted the immune infiltration analysis. RESULTS: A total of 17 co-expression modules were obtained by weighted gene co-expression network analysis. The green, blue, and purple modules were the most relevant to HCC samples. Four hub genes, RPL19, RPL35A, RPL27A, and RPS12, were identified. Interestingly, we found that all four genes were highly expressed in HCC and that their high expression was related to a poor prognosis by analyzing the TCGA and GEO databases. Furthermore, we investigated RPL19 in HCC tissue microarrays and demonstrated that RPL19 was overexpressed in tumor tissues compared with non-tumor tissues (p = 0.016). Moreover, overexpression of RPL19 predicted a poor prognosis in hepatocellular carcinoma (p < 0.0007). Then, enrichment analysis revealed that cell cycle pathways were significantly enriched, and bile acid metabolism-related pathways were significantly down-regulated when RPL19 was highly expressed. Furthermore, immune infiltration analysis showed that immune response was suppressed. CONCLUSION: Our study demonstrates that RPL19 may play an important role in promoting tumor progression and is correlated with a poor prognosis in HCC. RPL19 may serve as a promising biomarker and therapeutic target for the precise diagnosis and treatment of HCC in the future.
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The overall survival (OS), relapse-free survival (RFS), and progress-free survival (PFS) of HCC patients were calculated with Kaplan–Meier curves and log-rank tests.
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The overall survival (OS), relapse-free survival (RFS), and progress-free survival (PFS) of HCC patients were calculated with Kaplan–Meier curves and log-rank tests.
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[176]
GSM363123
[177]
GSM363124
[178]
GSM363125
[179]
GSM363126
[180]
GSM363127
[181]
GSM363128
[182]
GSM363129
[183]
GSM363130
[184]
GSM363131
[185]
GSM363132
[186]
GSM363133
[187]
GSM363134
[188]
GSM363135
[189]
GSM363136
[190]
GSM363137
[191]
GSM363138
[192]
GSM363139
[193]
GSM363140
[194]
GSM363141
[195]
GSM363142
[196]
GSM363143
[197]
GSM363144
[198]
GSM363145
[199]
GSM363146
[200]
GSM363147
[201]
GSM363148
[202]
GSM363149
[203]
GSM363150
[204]
GSM363151
[205]
GSM363152
[206]
GSM363153
[207]
GSM363154
[208]
GSM363155
[209]
GSM363156
[210]
GSM363157
[211]
GSM363158
[212]
GSM363159
[213]
GSM363160
[214]
GSM363161
[215]
GSM363162
[216]
GSM363163
[217]
GSM363164
[218]
GSM363165
[219]
GSM363166
[220]
GSM363167
[221]
GSM363168
[222]
GSM363169
[223]
GSM363170
[224]
GSM363171
[225]
GSM363172
[226]
GSM363173
[227]
GSM363174
[228]
GSM363175
[229]
GSM363176
[230]
GSM363177
[231]
GSM363178
[232]
GSM363179
[233]
GSM363180
[234]
GSM363181
[235]
GSM363182
[236]
GSM363183
[237]
GSM363184
[238]
GSM363185
[239]
GSM363186
[240]
GSM363187
[241]
GSM363188
[242]
GSM363189
[243]
GSM363190
[244]
GSM363191
[245]
GSM363192
[246]
GSM363193
[247]
GSM363194
[248]
GSM363195
[249]
GSM363196
[250]
GSM363197
[251]
GSM363198
[252]
GSM363199
[253]
GSM363200
[254]
GSM363201
[255]
GSM363202
[256]
GSM363203
[257]
GSM363204
[258]
GSM363205
[259]
GSM363206
[260]
GSM363207
[261]
GSM363208
[262]
GSM363209
[263]
GSM363210
[264]
GSM363211
[265]
GSM363212
[266]
GSM363213
[267]
GSM363214
[268]
GSM363215
[269]
GSM363216
[270]
GSM363217
[271]
GSM363218
[272]
GSM363219
[273]
GSM363220
[274]
GSM363221
[275]
GSM363222
[276]
GSM363223
[277]
GSM363224
[278]
GSM363225
[279]
GSM363226
[280]
GSM363227
[281]
GSM363228
[282]
GSM363229
[283]
GSM363230
[284]
GSM363231
[285]
GSM363232
[286]
GSM363233
[287]
GSM363234
[288]
GSM363235
[289]
GSM363236
[290]
GSM363237
[291]
GSM363238
[292]
GSM363239
[293]
GSM363240
[294]
GSM363241
[295]
GSM363242
[296]
GSM363243
[297]
GSM363244
[298]
GSM363245
[299]
GSM363246
[300]
GSM363247
[301]
GSM363248
[302]
GSM363249
[303]
GSM363250
[304]
GSM363251
[305]
GSM363252
[306]
GSM363253
[307]
GSM363254
[308]
GSM363255
[309]
GSM363256
[310]
GSM363257
[311]
GSM363258
[312]
GSM363259
[313]
GSM363260
[314]
GSM363261
[315]
GSM363262
[316]
GSM363263
[317]
GSM363264
[318]
GSM363265
[319]
GSM363266
[320]
GSM363267
[321]
GSM363268
[322]
GSM363269
[323]
GSM363270
[324]
GSM363271
[325]
GSM363272
[326]
GSM363273
[327]
GSM363274
[328]
GSM363275
[329]
GSM363276
[330]
GSM363277
[331]
GSM363278
[332]
GSM363279
[333]
GSM363280
[334]
GSM363281
[335]
GSM363282
[336]
GSM363283
[337]
GSM363284
[338]
GSM363285
[339]
GSM363286
[340]
GSM363287
[341]
GSM363288
[342]
GSM363289
[343]
GSM363290
[344]
GSM363291
[345]
GSM363292
[346]
GSM363293
[347]
GSM363294
[348]
GSM363295
[349]
GSM363296
[350]
GSM363297
[351]
GSM363298
[352]
GSM363299
[353]
GSM363300
[354]
GSM363301
[355]
GSM363302
[356]
GSM363303
[357]
GSM363304
[358]
GSM363305
[359]
GSM363306
[360]
GSM363307
[361]
GSM363308
[362]
GSM363309
[363]
GSM363310
[364]
GSM363311
[365]
GSM363312
[366]
GSM363313
[367]
GSM363314
[368]
GSM363315
[369]
GSM363316
[370]
GSM363317
[371]
GSM363318
[372]
GSM363319
[373]
GSM363320
[374]
GSM363321
[375]
GSM363322
[376]
GSM363323
[377]
GSM363324
[378]
GSM363325
[379]
GSM363326
[380]
GSM363327
[381]
GSM363328
[382]
GSM363329
[383]
GSM363330
[384]
GSM363331
[385]
GSM363332
[386]
GSM363333
[387]
GSM363334
[388]
GSM363335
[389]
GSM363336
[390]
GSM363337
[391]
GSM363338
[392]
GSM363339
[393]
GSM363340
[394]
GSM363341
[395]
GSM363342
[396]
GSM363343
[397]
GSM363344
[398]
GSM363345
[399]
GSM363346
[400]
GSM363347
[401]
GSM363348
[402]
GSM363349
[403]
GSM363350
[404]
GSM363351
[405]
GSM363352
[406]
GSM363353
[407]
GSM363354
[408]
GSM363355
[409]
GSM363356
[410]
GSM363357
[411]
GSM363358
[412]
GSM363359
[413]
GSM363360
[414]
GSM363361
[415]
GSM363362
[416]
GSM363363
[417]
GSM363364
[418]
GSM363365
[419]
GSM363366
[420]
GSM363367
[421]
GSM363368
[422]
GSM363369
[423]
GSM363370
[424]
GSM363371
[425]
GSM363372
[426]
GSM363373
[427]
GSM363374
[428]
GSM363375
[429]
GSM363376
[430]
GSM363378
[431]
GSM363380
[432]
GSM363381
[433]
GSM363382
[434]
GSM363384
[435]
GSM363386
[436]
GSM363388
[437]
GSM363391
[438]
GSM363393
[439]
GSM363397
[440]
GSM363400
[441]
GSM363402
[442]
GSM363404
[443]
GSM363407
[444]
GSM363417
[445]
GSM363420
[446]
GSM363421
[447]
GSM363422
[448]
GSM363423
[449]
GSM363424
[450]
GSM363425
[451]
GSM363426
[452]
GSM363427
[453]
GSM363428
[454]
GSM363429
[455]
GSM363430
[456]
GSM363431
[457]
GSM363432
[458]
GSM363433
[459]
GSM363434
[460]
GSM363435
[461]
GSM363436
[462]
GSM363437
[463]
GSM363438
[464]
GSM363439
[465]
GSM363440
[466]
GSM363441
[467]
GSM363442
[468]
GSM363443
[469]
GSM363444
[470]
GSM363445
[471]
GSM363446
[472]
GSM363447
[473]
GSM363448
[474]
GSM363449
[475]
GSM363450
[476]
GSM363451
[477]
GSM712532
[478]
GSM712533
[479]
GSM712534
[480]
GSM712535
[481]
GSM712536
[482]
GSM712537
[483]
GSM712538
[484]
GSM712539
[485]
GSM712540
[486]
GSM712541
[487]
GSM712542
sample_count
488
group_sizes
null
group_sizes_basis
null
platform
3921;571
taxon
Homo sapiens
title
Gene expression data of human hepatocellular carcinoma (HCC)
resolution_checked_at
2026-11-01T15:39:54Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[3] object · 15 fields
id
data:geo:GSE39791
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=GSE39791
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE39791
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 · 144 items
[0]
GSM979051
[1]
GSM979052
[2]
GSM979053
[3]
GSM979054
[4]
GSM979055
[5]
GSM979056
[6]
GSM979057
[7]
GSM979058
[8]
GSM979059
[9]
GSM979060
[10]
GSM979061
[11]
GSM979062
[12]
GSM979063
[13]
GSM979064
[14]
GSM979065
[15]
GSM979066
[16]
GSM979067
[17]
GSM979068
[18]
GSM979069
[19]
GSM979070
[20]
GSM979071
[21]
GSM979072
[22]
GSM979073
[23]
GSM979074
[24]
GSM979075
[25]
GSM979076
[26]
GSM979077
[27]
GSM979078
[28]
GSM979079
[29]
GSM979080
[30]
GSM979081
[31]
GSM979082
[32]
GSM979083
[33]
GSM979084
[34]
GSM979085
[35]
GSM979086
[36]
GSM979087
[37]
GSM979088
[38]
GSM979089
[39]
GSM979090
[40]
GSM979091
[41]
GSM979092
[42]
GSM979093
[43]
GSM979094
[44]
GSM979095
[45]
GSM979096
[46]
GSM979097
[47]
GSM979098
[48]
GSM979099
[49]
GSM979100
[50]
GSM979101
[51]
GSM979102
[52]
GSM979103
[53]
GSM979104
[54]
GSM979105
[55]
GSM979106
[56]
GSM979107
[57]
GSM979108
[58]
GSM979109
[59]
GSM979110
[60]
GSM979111
[61]
GSM979112
[62]
GSM979113
[63]
GSM979114
[64]
GSM979115
[65]
GSM979116
[66]
GSM979117
[67]
GSM979118
[68]
GSM979119
[69]
GSM979120
[70]
GSM979121
[71]
GSM979122
[72]
GSM979123
[73]
GSM979124
[74]
GSM979125
[75]
GSM979126
[76]
GSM979127
[77]
GSM979128
[78]
GSM979129
[79]
GSM979130
[80]
GSM979131
[81]
GSM979132
[82]
GSM979133
[83]
GSM979134
[84]
GSM979135
[85]
GSM979136
[86]
GSM979137
[87]
GSM979138
[88]
GSM979139
[89]
GSM979140
[90]
GSM979141
[91]
GSM979142
[92]
GSM979143
[93]
GSM979144
[94]
GSM979145
[95]
GSM979146
[96]
GSM979147
[97]
GSM979148
[98]
GSM979149
[99]
GSM979150
[100]
GSM979151
[101]
GSM979152
[102]
GSM979153
[103]
GSM979154
[104]
GSM979155
[105]
GSM979156
[106]
GSM979157
[107]
GSM979158
[108]
GSM979159
[109]
GSM979160
[110]
GSM979161
[111]
GSM979162
[112]
GSM979163
[113]
GSM979164
[114]
GSM979165
[115]
GSM979166
[116]
GSM979167
[117]
GSM979168
[118]
GSM979169
[119]
GSM979170
[120]
GSM979171
[121]
GSM979172
[122]
GSM979173
[123]
GSM979174
[124]
GSM979175
[125]
GSM979176
[126]
GSM979177
[127]
GSM979178
[128]
GSM979179
[129]
GSM979180
[130]
GSM979181
[131]
GSM979182
[132]
GSM979183
[133]
GSM979184
[134]
GSM979185
[135]
GSM979186
[136]
GSM979187
[137]
GSM979188
[138]
GSM979189
[139]
GSM979190
[140]
GSM979191
[141]
GSM979192
[142]
GSM979193
[143]
GSM979194
sample_count
144
group_sizes
null
group_sizes_basis
null
platform
10558
taxon
Homo sapiens
title
Hepatic regeneration gene expression signature predicts late recurrence of hepatocellular carcinoma
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:GSE45436
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=GSE45436
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE45436
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 · 134 items
[0]
GSM1100370
[1]
GSM1100371
[2]
GSM1100372
[3]
GSM1100373
[4]
GSM1100374
[5]
GSM1100375
[6]
GSM1100376
[7]
GSM1100377
[8]
GSM1100378
[9]
GSM1100379
[10]
GSM1100380
[11]
GSM1100381
[12]
GSM1100382
[13]
GSM1100383
[14]
GSM1100384
[15]
GSM1100385
[16]
GSM1100386
[17]
GSM1100387
[18]
GSM1100388
[19]
GSM1100389
[20]
GSM1100390
[21]
GSM1100391
[22]
GSM1100392
[23]
GSM1100393
[24]
GSM1100394
[25]
GSM1100395
[26]
GSM1100396
[27]
GSM1100397
[28]
GSM1100398
[29]
GSM1100399
[30]
GSM1100400
[31]
GSM1100401
[32]
GSM1100402
[33]
GSM1100403
[34]
GSM1100404
[35]
GSM1100405
[36]
GSM1100406
[37]
GSM1100407
[38]
GSM1100408
[39]
GSM1100409
[40]
GSM1100410
[41]
GSM1100411
[42]
GSM1100412
[43]
GSM1100413
[44]
GSM1100414
[45]
GSM1100415
[46]
GSM1100416
[47]
GSM1100417
[48]
GSM1100418
[49]
GSM1100419
[50]
GSM1100420
[51]
GSM1100421
[52]
GSM1100422
[53]
GSM1100423
[54]
GSM1100424
[55]
GSM1100425
[56]
GSM1100426
[57]
GSM1100427
[58]
GSM1100428
[59]
GSM1100429
[60]
GSM1100430
[61]
GSM1100431
[62]
GSM1100432
[63]
GSM1100433
[64]
GSM1100434
[65]
GSM1100435
[66]
GSM1100436
[67]
GSM1100437
[68]
GSM1100438
[69]
GSM1100439
[70]
GSM1100440
[71]
GSM1100441
[72]
GSM1100442
[73]
GSM1100443
[74]
GSM1100444
[75]
GSM1100445
[76]
GSM1100446
[77]
GSM1100447
[78]
GSM1100448
[79]
GSM1100449
[80]
GSM1100450
[81]
GSM1100451
[82]
GSM1100452
[83]
GSM1100453
[84]
GSM1100454
[85]
GSM1100455
[86]
GSM1100456
[87]
GSM1104153
[88]
GSM1104154
[89]
GSM1104155
[90]
GSM1104156
[91]
GSM1104157
[92]
GSM1104158
[93]
GSM1104159
[94]
GSM1104160
[95]
GSM1104161
[96]
GSM1104162
[97]
GSM1104163
[98]
GSM1104164
[99]
GSM1104165
[100]
GSM1104166
[101]
GSM1104167
[102]
GSM1104168
[103]
GSM1104169
[104]
GSM1104170
[105]
GSM1104171
[106]
GSM1104172
[107]
GSM1104173
[108]
GSM1104174
[109]
GSM1104175
[110]
GSM1104176
[111]
GSM1104177
[112]
GSM1104178
[113]
GSM1104179
[114]
GSM1104180
[115]
GSM1104181
[116]
GSM1104182
[117]
GSM1104183
[118]
GSM1104184
[119]
GSM1104185
[120]
GSM1104186
[121]
GSM1104187
[122]
GSM1104188
[123]
GSM1104189
[124]
GSM1104190
[125]
GSM1104191
[126]
GSM1104192
[127]
GSM1104193
[128]
GSM1104194
[129]
GSM1104195
[130]
GSM1104196
[131]
GSM1104197
[132]
GSM1104198
[133]
GSM1104199
sample_count
134
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Gene expression profiles of human hepatocellular carcinoma
resolution_checked_at
2026-11-01T15:39:54Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[5] object · 15 fields
id
data:geo:GSE54236
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=GSE54236
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE54236
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 · 161 items
[0]
GSM1310570
[1]
GSM1310571
[2]
GSM1310572
[3]
GSM1310573
[4]
GSM1310574
[5]
GSM1310575
[6]
GSM1310576
[7]
GSM1310577
[8]
GSM1310578
[9]
GSM1310579
[10]
GSM1310580
[11]
GSM1310581
[12]
GSM1310582
[13]
GSM1310583
[14]
GSM1310584
[15]
GSM1310585
[16]
GSM1310586
[17]
GSM1310587
[18]
GSM1310588
[19]
GSM1310589
[20]
GSM1310590
[21]
GSM1310591
[22]
GSM1310592
[23]
GSM1310593
[24]
GSM1310594
[25]
GSM1310595
[26]
GSM1310596
[27]
GSM1310597
[28]
GSM1310598
[29]
GSM1310599
[30]
GSM1310600
[31]
GSM1310601
[32]
GSM1310602
[33]
GSM1310603
[34]
GSM1310604
[35]
GSM1310605
[36]
GSM1310606
[37]
GSM1310607
[38]
GSM1310608
[39]
GSM1310609
[40]
GSM1310610
[41]
GSM1310611
[42]
GSM1310612
[43]
GSM1310613
[44]
GSM1310614
[45]
GSM1310615
[46]
GSM1310616
[47]
GSM1310617
[48]
GSM1310618
[49]
GSM1310619
[50]
GSM1310620
[51]
GSM1310621
[52]
GSM1310622
[53]
GSM1310623
[54]
GSM1310624
[55]
GSM1310625
[56]
GSM1310626
[57]
GSM1310627
[58]
GSM1310628
[59]
GSM1310629
[60]
GSM1310630
[61]
GSM1310631
[62]
GSM1310632
[63]
GSM1310633
[64]
GSM1310634
[65]
GSM1310635
[66]
GSM1310636
[67]
GSM1310637
[68]
GSM1310638
[69]
GSM1310639
[70]
GSM1310640
[71]
GSM1310641
[72]
GSM1310642
[73]
GSM1310643
[74]
GSM1310644
[75]
GSM1310645
[76]
GSM1310646
[77]
GSM1310647
[78]
GSM1310648
[79]
GSM1310649
[80]
GSM1310650
[81]
GSM1310651
[82]
GSM1310652
[83]
GSM1310653
[84]
GSM1310654
[85]
GSM1310655
[86]
GSM1310656
[87]
GSM1310657
[88]
GSM1310658
[89]
GSM1310659
[90]
GSM1310660
[91]
GSM1310661
[92]
GSM1310662
[93]
GSM1310663
[94]
GSM1310664
[95]
GSM1310665
[96]
GSM1310666
[97]
GSM1310667
[98]
GSM1310668
[99]
GSM1310669
[100]
GSM1310670
[101]
GSM1310671
[102]
GSM1310672
[103]
GSM1310673
[104]
GSM1310674
[105]
GSM1310675
[106]
GSM1310676
[107]
GSM1310677
[108]
GSM1310678
[109]
GSM1310679
[110]
GSM1310680
[111]
GSM1310681
[112]
GSM1310682
[113]
GSM1310683
[114]
GSM1310684
[115]
GSM1310685
[116]
GSM1310686
[117]
GSM1310687
[118]
GSM1310688
[119]
GSM1310689
[120]
GSM1310690
[121]
GSM1310691
[122]
GSM1310692
[123]
GSM1310693
[124]
GSM1310694
[125]
GSM1310695
[126]
GSM1310696
[127]
GSM1310697
[128]
GSM1310698
[129]
GSM1310699
[130]
GSM1310700
[131]
GSM1310701
[132]
GSM1310702
[133]
GSM1310703
[134]
GSM1310704
[135]
GSM1310705
[136]
GSM1310706
[137]
GSM1310707
[138]
GSM1310708
[139]
GSM1310709
[140]
GSM1310710
[141]
GSM1310711
[142]
GSM1310712
[143]
GSM1310713
[144]
GSM1310714
[145]
GSM1310715
[146]
GSM1310716
[147]
GSM1310717
[148]
GSM1310718
[149]
GSM1310719
[150]
GSM1310720
[151]
GSM1310721
[152]
GSM1310722
[153]
GSM1310723
[154]
GSM1310724
[155]
GSM1310725
[156]
GSM1310726
[157]
GSM1310727
[158]
GSM1310728
[159]
GSM1310729
[160]
GSM1310730
sample_count
161
group_sizes
null
group_sizes_basis
null
platform
6480
taxon
Homo sapiens
title
Prospective gene expression analysis of human RNA samples from Hepatocellular Carcinoma in relation with growth rate and survival
resolution_checked_at
2026-11-01T15:39:54Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[6] object · 15 fields
id
data:geo:GSE57957
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=GSE57957
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE57957
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 · 78 items
[0]
GSM1398645
[1]
GSM1398646
[2]
GSM1398647
[3]
GSM1398648
[4]
GSM1398649
[5]
GSM1398650
[6]
GSM1398651
[7]
GSM1398652
[8]
GSM1398653
[9]
GSM1398654
[10]
GSM1398655
[11]
GSM1398656
[12]
GSM1398657
[13]
GSM1398658
[14]
GSM1398659
[15]
GSM1398660
[16]
GSM1398661
[17]
GSM1398662
[18]
GSM1398663
[19]
GSM1398664
[20]
GSM1398665
[21]
GSM1398666
[22]
GSM1398667
[23]
GSM1398668
[24]
GSM1398669
[25]
GSM1398670
[26]
GSM1398671
[27]
GSM1398672
[28]
GSM1398673
[29]
GSM1398674
[30]
GSM1398675
[31]
GSM1398676
[32]
GSM1398677
[33]
GSM1398678
[34]
GSM1398679
[35]
GSM1398680
[36]
GSM1398681
[37]
GSM1398682
[38]
GSM1398683
[39]
GSM1398684
[40]
GSM1398685
[41]
GSM1398686
[42]
GSM1398687
[43]
GSM1398688
[44]
GSM1398689
[45]
GSM1398690
[46]
GSM1398691
[47]
GSM1398692
[48]
GSM1398693
[49]
GSM1398694
[50]
GSM1398695
[51]
GSM1398696
[52]
GSM1398697
[53]
GSM1398698
[54]
GSM1398699
[55]
GSM1398700
[56]
GSM1398701
[57]
GSM1398702
[58]
GSM1398703
[59]
GSM1398704
[60]
GSM1398705
[61]
GSM1398706
[62]
GSM1398707
[63]
GSM1398708
[64]
GSM1398709
[65]
GSM1398710
[66]
GSM1398711
[67]
GSM1398712
[68]
GSM1398713
[69]
GSM1398714
[70]
GSM1398715
[71]
GSM1398716
[72]
GSM1398717
[73]
GSM1398718
[74]
GSM1398719
[75]
GSM1398720
[76]
GSM1398721
[77]
GSM1398722
sample_count
78
group_sizes
null
group_sizes_basis
null
platform
10558
taxon
Homo sapiens
title
Expression profile of Hepatocellular Carcinoma
resolution_checked_at
2026-11-01T15:39:54Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[7] object · 15 fields
id
data:geo:GSE60502
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=GSE60502
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE60502
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 · 36 items
[0]
GSM1481292
[1]
GSM1481293
[2]
GSM1481294
[3]
GSM1481295
[4]
GSM1481296
[5]
GSM1481297
[6]
GSM1481298
[7]
GSM1481299
[8]
GSM1481300
[9]
GSM1481301
[10]
GSM1481302
[11]
GSM1481303
[12]
GSM1481304
[13]
GSM1481305
[14]
GSM1481306
[15]
GSM1481307
[16]
GSM1481308
[17]
GSM1481309
[18]
GSM1481310
[19]
GSM1481311
[20]
GSM1481312
[21]
GSM1481313
[22]
GSM1481314
[23]
GSM1481315
[24]
GSM1481316
[25]
GSM1481317
[26]
GSM1481318
[27]
GSM1481319
[28]
GSM1481320
[29]
GSM1481321
[30]
GSM1481322
[31]
GSM1481323
[32]
GSM1481324
[33]
GSM1481325
[34]
GSM1481326
[35]
GSM1481327
sample_count
36
group_sizes
null
group_sizes_basis
null
platform
96
taxon
Homo sapiens
title
Gene expression profiling of 18 hepatocellular carcinoma and adjacent non-tumorous liver tissue
resolution_checked_at
2026-11-01T15:39:55Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[8] object · 15 fields
id
data:geo:GSE62232
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=GSE62232
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE62232
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 · 91 items
[0]
GSM1523329
[1]
GSM1523330
[2]
GSM1523331
[3]
GSM1523332
[4]
GSM1523333
[5]
GSM1523334
[6]
GSM1523335
[7]
GSM1523336
[8]
GSM1523337
[9]
GSM1523338
[10]
GSM1523339
[11]
GSM1523340
[12]
GSM1523341
[13]
GSM1523342
[14]
GSM1523343
[15]
GSM1523344
[16]
GSM1523345
[17]
GSM1523346
[18]
GSM1523347
[19]
GSM1523348
[20]
GSM1523349
[21]
GSM1523350
[22]
GSM1523351
[23]
GSM1523352
[24]
GSM1523353
[25]
GSM1523354
[26]
GSM1523355
[27]
GSM1523356
[28]
GSM1523357
[29]
GSM1523358
[30]
GSM1523359
[31]
GSM1523360
[32]
GSM1523361
[33]
GSM1523362
[34]
GSM1523363
[35]
GSM1523364
[36]
GSM1523365
[37]
GSM1523366
[38]
GSM1523367
[39]
GSM1523368
[40]
GSM1523369
[41]
GSM1523370
[42]
GSM1523371
[43]
GSM1523372
[44]
GSM1523373
[45]
GSM1523374
[46]
GSM1523375
[47]
GSM1523376
[48]
GSM1523377
[49]
GSM1523378
[50]
GSM1523379
[51]
GSM1523380
[52]
GSM1523381
[53]
GSM1523382
[54]
GSM1523383
[55]
GSM1523384
[56]
GSM1523385
[57]
GSM1523386
[58]
GSM1523387
[59]
GSM1523388
[60]
GSM1523389
[61]
GSM1523390
[62]
GSM1523391
[63]
GSM1523392
[64]
GSM1523393
[65]
GSM1523394
[66]
GSM1523395
[67]
GSM1523396
[68]
GSM1523397
[69]
GSM1523398
[70]
GSM1523399
[71]
GSM1523400
[72]
GSM1523401
[73]
GSM1523402
[74]
GSM1523403
[75]
GSM1523404
[76]
GSM1523405
[77]
GSM1523406
[78]
GSM1523407
[79]
GSM1523408
[80]
GSM1523409
[81]
GSM1523410
[82]
GSM1523411
[83]
GSM1523412
[84]
GSM1523413
[85]
GSM1523414
[86]
GSM1523415
[87]
GSM1523416
[88]
GSM1523417
[89]
GSM1523418
[90]
GSM1523419
sample_count
91
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Large-scale gene expression profiling of 81 hepatocellular carcinomas
resolution_checked_at
2026-11-01T15:39:55Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[9] object · 15 fields
id
data:geo:GSE64041
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=GSE64041
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE64041
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 · 125 items
[0]
GSM2052455
[1]
GSM2052456
[2]
GSM2052457
[3]
GSM2052458
[4]
GSM2052459
[5]
GSM2052460
[6]
GSM2052461
[7]
GSM2052462
[8]
GSM2052463
[9]
GSM2052464
[10]
GSM2052465
[11]
GSM2052466
[12]
GSM2052467
[13]
GSM2052468
[14]
GSM2052469
[15]
GSM2052470
[16]
GSM2052471
[17]
GSM2052472
[18]
GSM2052473
[19]
GSM2052474
[20]
GSM2052475
[21]
GSM2052476
[22]
GSM2052477
[23]
GSM2052478
[24]
GSM2052479
[25]
GSM2052480
[26]
GSM2052481
[27]
GSM2052482
[28]
GSM2052483
[29]
GSM2052484
[30]
GSM2052485
[31]
GSM2052486
[32]
GSM2052487
[33]
GSM2052488
[34]
GSM2052489
[35]
GSM2052490
[36]
GSM2052491
[37]
GSM2052492
[38]
GSM2052493
[39]
GSM2052494
[40]
GSM2052495
[41]
GSM2052496
[42]
GSM2052497
[43]
GSM2052498
[44]
GSM2052499
[45]
GSM2052500
[46]
GSM2052501
[47]
GSM2052502
[48]
GSM2052503
[49]
GSM2052504
[50]
GSM2052505
[51]
GSM2052506
[52]
GSM2052507
[53]
GSM2052508
[54]
GSM2052509
[55]
GSM2052510
[56]
GSM2052511
[57]
GSM2052512
[58]
GSM2052513
[59]
GSM2052514
[60]
GSM2052515
[61]
GSM2052516
[62]
GSM2052517
[63]
GSM2052518
[64]
GSM2052519
[65]
GSM2052520
[66]
GSM2052521
[67]
GSM2052522
[68]
GSM2052523
[69]
GSM2052524
[70]
GSM2052525
[71]
GSM2052526
[72]
GSM2052527
[73]
GSM2052528
[74]
GSM2052529
[75]
GSM2052530
[76]
GSM2052531
[77]
GSM2052532
[78]
GSM2052533
[79]
GSM2052534
[80]
GSM2052535
[81]
GSM2052536
[82]
GSM2052537
[83]
GSM2052538
[84]
GSM2052539
[85]
GSM2052540
[86]
GSM2052541
[87]
GSM2052542
[88]
GSM2052543
[89]
GSM2052544
[90]
GSM2052545
[91]
GSM2052546
[92]
GSM2052547
[93]
GSM2052548
[94]
GSM2052549
[95]
GSM2052550
[96]
GSM2052551
[97]
GSM2052552
[98]
GSM2052553
[99]
GSM2052554
[100]
GSM2052555
[101]
GSM2052556
[102]
GSM2052557
[103]
GSM2052558
[104]
GSM2052559
[105]
GSM2052560
[106]
GSM2052561
[107]
GSM2052562
[108]
GSM2052563
[109]
GSM2052564
[110]
GSM2052565
[111]
GSM2052566
[112]
GSM2052567
[113]
GSM2052568
[114]
GSM2052569
[115]
GSM2052570
[116]
GSM2052571
[117]
GSM2052572
[118]
GSM2052573
[119]
GSM2052574
[120]
GSM2052575
[121]
GSM2052576
[122]
GSM2052577
[123]
GSM2052578
[124]
GSM2052579
sample_count
125
group_sizes
null
group_sizes_basis
null
platform
6244
taxon
Homo sapiens
title
Gene expression profiling in paired human hepatocellular carcinoma and liver parenchyma biopsies and normal liver biopsies.
resolution_checked_at
2026-11-01T15:39:55Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[10] object · 15 fields
id
data:geo:GSE76297
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=GSE76297
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE76297
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 · 304 items
[0]
GSM1979367
[1]
GSM1979368
[2]
GSM1979369
[3]
GSM1979370
[4]
GSM1979371
[5]
GSM1979372
[6]
GSM1979373
[7]
GSM1979374
[8]
GSM1979375
[9]
GSM1979376
[10]
GSM1979377
[11]
GSM1979378
[12]
GSM1979379
[13]
GSM1979380
[14]
GSM1979381
[15]
GSM1979382
[16]
GSM1979383
[17]
GSM1979384
[18]
GSM1979385
[19]
GSM1979386
[20]
GSM1979387
[21]
GSM1979388
[22]
GSM1979389
[23]
GSM1979390
[24]
GSM1979391
[25]
GSM1979392
[26]
GSM1979393
[27]
GSM1979394
[28]
GSM1979395
[29]
GSM1979396
[30]
GSM1979397
[31]
GSM1979398
[32]
GSM1979399
[33]
GSM1979400
[34]
GSM1979401
[35]
GSM1979402
[36]
GSM1979403
[37]
GSM1979404
[38]
GSM1979405
[39]
GSM1979406
[40]
GSM1979407
[41]
GSM1979408
[42]
GSM1979409
[43]
GSM1979410
[44]
GSM1979411
[45]
GSM1979412
[46]
GSM1979413
[47]
GSM1979414
[48]
GSM1979415
[49]
GSM1979416
[50]
GSM1979417
[51]
GSM1979418
[52]
GSM1979419
[53]
GSM1979420
[54]
GSM1979421
[55]
GSM1979422
[56]
GSM1979423
[57]
GSM1979424
[58]
GSM1979425
[59]
GSM1979426
[60]
GSM1979427
[61]
GSM1979428
[62]
GSM1979429
[63]
GSM1979430
[64]
GSM1979431
[65]
GSM1979432
[66]
GSM1979433
[67]
GSM1979434
[68]
GSM1979435
[69]
GSM1979436
[70]
GSM1979437
[71]
GSM1979438
[72]
GSM1979439
[73]
GSM1979440
[74]
GSM1979441
[75]
GSM1979442
[76]
GSM1979443
[77]
GSM1979444
[78]
GSM1979445
[79]
GSM1979446
[80]
GSM1979447
[81]
GSM1979448
[82]
GSM1979449
[83]
GSM1979450
[84]
GSM1979451
[85]
GSM1979452
[86]
GSM1979453
[87]
GSM1979454
[88]
GSM1979455
[89]
GSM1979456
[90]
GSM1979457
[91]
GSM1979458
[92]
GSM1979459
[93]
GSM1979460
[94]
GSM1979461
[95]
GSM1979462
[96]
GSM1979463
[97]
GSM1979464
[98]
GSM1979465
[99]
GSM1979466
[100]
GSM1979467
[101]
GSM1979468
[102]
GSM1979469
[103]
GSM1979470
[104]
GSM1979471
[105]
GSM1979472
[106]
GSM1979473
[107]
GSM1979474
[108]
GSM1979475
[109]
GSM1979476
[110]
GSM1979477
[111]
GSM1979478
[112]
GSM1979479
[113]
GSM1979480
[114]
GSM1979481
[115]
GSM1979482
[116]
GSM1979483
[117]
GSM1979484
[118]
GSM1979485
[119]
GSM1979486
[120]
GSM1979487
[121]
GSM1979488
[122]
GSM1979489
[123]
GSM1979490
[124]
GSM1979491
[125]
GSM1979492
[126]
GSM1979493
[127]
GSM1979494
[128]
GSM1979495
[129]
GSM1979496
[130]
GSM1979497
[131]
GSM1979498
[132]
GSM1979499
[133]
GSM1979500
[134]
GSM1979501
[135]
GSM1979502
[136]
GSM1979503
[137]
GSM1979504
[138]
GSM1979505
[139]
GSM1979506
[140]
GSM1979507
[141]
GSM1979508
[142]
GSM1979509
[143]
GSM1979510
[144]
GSM1979511
[145]
GSM1979512
[146]
GSM1979513
[147]
GSM1979514
[148]
GSM1979515
[149]
GSM1979516
[150]
GSM1979517
[151]
GSM1979518
[152]
GSM1979519
[153]
GSM1979520
[154]
GSM1979521
[155]
GSM1979522
[156]
GSM1979523
[157]
GSM1979524
[158]
GSM1979525
[159]
GSM1979526
[160]
GSM1979527
[161]
GSM1979528
[162]
GSM1979529
[163]
GSM1979530
[164]
GSM1979531
[165]
GSM1979532
[166]
GSM1979533
[167]
GSM1979534
[168]
GSM1979535
[169]
GSM1979536
[170]
GSM1979537
[171]
GSM1979538
[172]
GSM1979539
[173]
GSM1979540
[174]
GSM1979541
[175]
GSM1979542
[176]
GSM1979543
[177]
GSM1979544
[178]
GSM1979545
[179]
GSM1979546
[180]
GSM1979547
[181]
GSM1979548
[182]
GSM1979549
[183]
GSM1979550
[184]
GSM1979551
[185]
GSM1979552
[186]
GSM1979553
[187]
GSM1979554
[188]
GSM1979555
[189]
GSM1979556
[190]
GSM1979557
[191]
GSM1979558
[192]
GSM1979559
[193]
GSM1979560
[194]
GSM1979561
[195]
GSM1979562
[196]
GSM1979563
[197]
GSM1979564
[198]
GSM1979565
[199]
GSM1979566
[200]
GSM1979567
[201]
GSM1979568
[202]
GSM1979569
[203]
GSM1979570
[204]
GSM1979571
[205]
GSM1979572
[206]
GSM1979573
[207]
GSM1979574
[208]
GSM1979575
[209]
GSM1979576
[210]
GSM1979577
[211]
GSM1979578
[212]
GSM1979579
[213]
GSM1979580
[214]
GSM1979581
[215]
GSM1979582
[216]
GSM1979583
[217]
GSM1979584
[218]
GSM1979585
[219]
GSM1979586
[220]
GSM1979587
[221]
GSM1979588
[222]
GSM1979589
[223]
GSM1979590
[224]
GSM1979591
[225]
GSM1979592
[226]
GSM1979593
[227]
GSM1979594
[228]
GSM1979595
[229]
GSM1979596
[230]
GSM1979597
[231]
GSM1979598
[232]
GSM1979599
[233]
GSM1979600
[234]
GSM1979601
[235]
GSM1979602
[236]
GSM1979603
[237]
GSM1979604
[238]
GSM1979605
[239]
GSM1979606
[240]
GSM1979607
[241]
GSM1979608
[242]
GSM1979609
[243]
GSM1979610
[244]
GSM1979611
[245]
GSM1979612
[246]
GSM1979613
[247]
GSM1979614
[248]
GSM1979615
[249]
GSM1979616
[250]
GSM1979617
[251]
GSM1979618
[252]
GSM1979619
[253]
GSM1979620
[254]
GSM1979621
[255]
GSM1979622
[256]
GSM1979623
[257]
GSM1979624
[258]
GSM1979625
[259]
GSM1979626
[260]
GSM1979627
[261]
GSM1979628
[262]
GSM1979629
[263]
GSM1979630
[264]
GSM1979631
[265]
GSM1979632
[266]
GSM1979633
[267]
GSM1979634
[268]
GSM1979635
[269]
GSM1979636
[270]
GSM1979637
[271]
GSM1979638
[272]
GSM1979639
[273]
GSM1979640
[274]
GSM1979641
[275]
GSM1979642
[276]
GSM1979643
[277]
GSM1979644
[278]
GSM1979645
[279]
GSM1979646
[280]
GSM1979647
[281]
GSM1979648
[282]
GSM1979649
[283]
GSM1979650
[284]
GSM1979651
[285]
GSM1979652
[286]
GSM1979653
[287]
GSM1979654
[288]
GSM1979655
[289]
GSM1979656
[290]
GSM1979657
[291]
GSM1979658
[292]
GSM1979659
[293]
GSM1979660
[294]
GSM1979661
[295]
GSM1979662
[296]
GSM1979663
[297]
GSM1979664
[298]
GSM1979665
[299]
GSM1979666
[300]
GSM1979667
[301]
GSM1979668
[302]
GSM1979669
[303]
GSM1979670
sample_count
304
group_sizes
null
group_sizes_basis
null
platform
17586
taxon
Homo sapiens
title
Gene expression data of human hepatocellular carcinoma (HCC) and Cholangiocarcinoma (CCA) from Thailand Initiative in Genomics and Expression Research for Liver Cancer (TIGER-LC)
resolution_checked_at
2026-11-01T15:39:55Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[11] object · 15 fields
id
data:geo:GSE76427
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=GSE76427
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE76427
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 · 167 items
[0]
GSM2011285
[1]
GSM2011286
[2]
GSM2011287
[3]
GSM2011288
[4]
GSM2011289
[5]
GSM2011290
[6]
GSM2011291
[7]
GSM2011292
[8]
GSM2011293
[9]
GSM2011294
[10]
GSM2011295
[11]
GSM2011296
[12]
GSM2011297
[13]
GSM2011298
[14]
GSM2011299
[15]
GSM2011300
[16]
GSM2011301
[17]
GSM2011302
[18]
GSM2011303
[19]
GSM2011304
[20]
GSM2011305
[21]
GSM2011306
[22]
GSM2011307
[23]
GSM2011308
[24]
GSM2011309
[25]
GSM2011310
[26]
GSM2011311
[27]
GSM2011312
[28]
GSM2011313
[29]
GSM2011314
[30]
GSM2011315
[31]
GSM2011316
[32]
GSM2011317
[33]
GSM2011318
[34]
GSM2011319
[35]
GSM2011320
[36]
GSM2011321
[37]
GSM2011322
[38]
GSM2011323
[39]
GSM2011324
[40]
GSM2011325
[41]
GSM2011326
[42]
GSM2011327
[43]
GSM2011328
[44]
GSM2011329
[45]
GSM2011330
[46]
GSM2011331
[47]
GSM2011332
[48]
GSM2011333
[49]
GSM2011334
[50]
GSM2011335
[51]
GSM2011336
[52]
GSM2011337
[53]
GSM2011338
[54]
GSM2011339
[55]
GSM2011340
[56]
GSM2011341
[57]
GSM2011342
[58]
GSM2011343
[59]
GSM2011344
[60]
GSM2011345
[61]
GSM2011346
[62]
GSM2011347
[63]
GSM2011348
[64]
GSM2011349
[65]
GSM2011350
[66]
GSM2011351
[67]
GSM2011352
[68]
GSM2011353
[69]
GSM2011354
[70]
GSM2011355
[71]
GSM2011356
[72]
GSM2011357
[73]
GSM2011358
[74]
GSM2011359
[75]
GSM2011360
[76]
GSM2011361
[77]
GSM2011362
[78]
GSM2011363
[79]
GSM2011364
[80]
GSM2011365
[81]
GSM2011366
[82]
GSM2011367
[83]
GSM2011368
[84]
GSM2011369
[85]
GSM2011370
[86]
GSM2011371
[87]
GSM2011372
[88]
GSM2011373
[89]
GSM2011374
[90]
GSM2011375
[91]
GSM2011376
[92]
GSM2011377
[93]
GSM2011378
[94]
GSM2011379
[95]
GSM2011380
[96]
GSM2011381
[97]
GSM2011382
[98]
GSM2011383
[99]
GSM2011384
[100]
GSM2011385
[101]
GSM2011386
[102]
GSM2011387
[103]
GSM2011388
[104]
GSM2011389
[105]
GSM2011390
[106]
GSM2011391
[107]
GSM2011392
[108]
GSM2011393
[109]
GSM2011394
[110]
GSM2011395
[111]
GSM2011396
[112]
GSM2011397
[113]
GSM2011398
[114]
GSM2011399
[115]
GSM2011400
[116]
GSM2011401
[117]
GSM2011402
[118]
GSM2011403
[119]
GSM2011404
[120]
GSM2011405
[121]
GSM2011406
[122]
GSM2011407
[123]
GSM2011408
[124]
GSM2011409
[125]
GSM2011410
[126]
GSM2011411
[127]
GSM2011412
[128]
GSM2011413
[129]
GSM2011414
[130]
GSM2011415
[131]
GSM2011416
[132]
GSM2011417
[133]
GSM2011418
[134]
GSM2011419
[135]
GSM2011420
[136]
GSM2011421
[137]
GSM2011422
[138]
GSM2011423
[139]
GSM2011424
[140]
GSM2011425
[141]
GSM2011426
[142]
GSM2011427
[143]
GSM2011428
[144]
GSM2011429
[145]
GSM2011430
[146]
GSM2011431
[147]
GSM2011432
[148]
GSM2011433
[149]
GSM2011434
[150]
GSM2011435
[151]
GSM2011436
[152]
GSM2011437
[153]
GSM2011438
[154]
GSM2011439
[155]
GSM2011440
[156]
GSM2011441
[157]
GSM2011442
[158]
GSM2011443
[159]
GSM2011444
[160]
GSM2011445
[161]
GSM2011446
[162]
GSM2011447
[163]
GSM2011448
[164]
GSM2011449
[165]
GSM2011450
[166]
GSM2011451
sample_count
167
group_sizes
null
group_sizes_basis
null
platform
10558
taxon
Homo sapiens
title
Microarray expression data for tumor and adjacent non-tumor tissues from hepatocellular carcinoma patients
resolution_checked_at
2026-11-01T15:39:55Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[12] object · 16 fields
id
asset:table:pmid:34350180:1
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:aa888e2dca8e2422df9a175c7d3b8d66534178e97e1297c5a6ef5cfc682933c3
bytes
950
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[3]/table-wrap[1]#T1
version
null
note
HCC expression profile cohorts used in this study.
structure object · 5 fields
pmcid
PMC8327752
section_index
3
section_title
Datasets
row_count
14
column_count
6
table object · 8 fields
label
TABLE 1
caption
HCC expression profile cohorts used in this study.
rows array · 14 items
[0] array · 6 items
[0]
Cohort ID
[1]
Platforms
[2]
HCC tissue
[3]
Paracancerous tissue
[4]
Year
[5]
Country
[1] array · 6 items
[0]
TCGA
[1]
Illumina
[2]
369
[3]
50
[4]
2009
[5]
United States
[2] array · 6 items
[0]
GSE14520
[1]
Affymetrix
[2]
225
[3]
220
[4]
2010
[5]
United States
[3] array · 6 items
[0]
GSE39791
[1]
Illumina
[2]
72
[3]
72
[4]
2014
[5]
United States
[4] array · 6 items
[0]
GSE76297
[1]
Affymetrix
[2]
153
[3]
151
[4]
2017
[5]
United States
[5] array · 6 items
[0]
GSE54236
[1]
Agilent
[2]
81
[3]
80
[4]
2014
[5]
Italy
[6] array · 6 items
[0]
GSE62232
[1]
Affymetrix
[2]
81
[3]
10
[4]
2014
[5]
France
[7] array · 6 items
[0]
E
[1]
Affymetrix
[2]
95
[3]
39
[4]
2014
[5]
Taiwan
[8] array · 6 items
[0]
GSE60502
[1]
Affymetrix
[2]
18
[3]
18
[4]
2015
[5]
Taiwan
[9] array · 6 items
[0]
GSE57957
[1]
Illumina
[2]
39
[3]
39
[4]
2014
[5]
Singapore
[10] array · 6 items
[0]
GSE76427
[1]
Illumina
[2]
115
[3]
52
[4]
2017
[5]
Singapore
[11] array · 6 items
[0]
e
[1]
Affymetrix
[2]
60
[3]
65
[4]
2016
[5]
Switzerland
[12] array · 6 items
[0]
GSE102083
[1]
Affymetrix
[2]
156
[3]
105
[4]
2018
[5]
Japan
[13] array · 6 items
[0]
Total
[1]
[2]
1464
[3]
901
[4]
[5]
locator
section[3]/table-wrap[1]#T1
[13] object · 16 fields
id
asset:table:pmid:34350180:2
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:d7d24f2a0b4519843167259d4699c36b154aec72c2060911ce52662fc4cd02e7
bytes
684
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[12]/table-wrap[1]#T2
version
null
note
Screened cancer-specific genes.
structure object · 5 fields
pmcid
PMC8327752
section_index
12
section_title
Identification of the Four Hub Genes by the Human Protein–Protein Interaction Network
row_count
5
column_count
8
table object · 8 fields
label
TABLE 2
caption
Screened cancer-specific genes.
rows array · 5 items
[0] array · 8 items
[0]
Gene symbol
[1]
Number of co-expression neighborhood gene
[2]
Number of neighborhood gene
[3]
Number of co-expression gene
[4]
Number of network gene
[5]
Co-expression neighborhood gene per
[6]
Fisher’s exact test p-value
[7]
FDR
[1] array · 8 items
[0]
RPL19
[1]
34
[2]
158
[3]
1148
[4]
17381
[5]
0.177083
[6]
1.18E−07
[7]
0.000137
[2] array · 8 items
[0]
RPS12
[1]
26
[2]
115
[3]
1148
[4]
17381
[5]
0.184397
[6]
1.61E−06
[7]
0.00185
[3] array · 8 items
[0]
RPL27A
[1]
29
[2]
145
[3]
1148
[4]
17381
[5]
0.166667
[6]
3.51E−06
[7]
0.004005
[4] array · 8 items
[0]
RPL35A
[1]
20
[2]
86
[3]
1148
[4]
17381
[5]
0.188679
[6]
1.76E−05
[7]
0.01978
locator
section[12]/table-wrap[1]#T2
[14] object · 16 fields
id
asset:table:pmid:34350180:3
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:71d653fb774815d2143b5285a7f892092cdea1c7bc8084bfd35ff144a6c91411
bytes
764
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[14]/table-wrap[1]#T3
version
null
note
Relationship between RPL19 expression and the clinicopathological features of hepatocellular carcinoma patients.
structure object · 5 fields
pmcid
PMC8327752
section_index
14
section_title
RPL19 Is Closely Related to the Tumor Progress and the Poor Prognosis of HCC
row_count
13
column_count
6
table object · 8 fields
label
TABLE 3
caption
Relationship between RPL19 expression and the clinicopathological features of hepatocellular carcinoma patients.
rows array · 13 items
[0] array · 4 items
[0]
Clinicopathological feature
[1]
No. of patients (%)
[2]
RPL19 expression level
[3]
P-value
[1] array · 5 items
[0]
[1]
[2]
[3]
[4]
[2] array · 5 items
[0]
[1]
[2]
Low
[3]
High
[4]
[3] array · 6 items
[0]
Age (years)
[1]
≤50
[2]
40
[3]
25
[4]
15
[5]
0.883
[4] array · 6 items
[0]
[1]
>50
[2]
50
[3]
32
[4]
18
[5]
[5] array · 6 items
[0]
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[1]
Female
[2]
10
[3]
4
[4]
6
[5]
0.104
[6] array · 6 items
[0]
[1]
Male
[2]
80
[3]
53
[4]
27
[5]
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[0]
TNM
[1]
I
[2]
63
[3]
44
[4]
19
[5]
0.050*
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[0]
[1]
II-IV
[2]
27
[3]
13
[4]
14
[5]
[9] array · 6 items
[0]
Tumor size
[1]
≤3 cm
[2]
36
[3]
23
[4]
13
[5]
0.929
[10] array · 6 items
[0]
[1]
>3 cm
[2]
54
[3]
34
[4]
20
[5]
[11] array · 6 items
[0]
AFP
[1]
≤300 μg/L
[2]
48
[3]
36
[4]
12
[5]
0.014*
[12] array · 6 items
[0]
[1]
>300 μg/L
[2]
42
[3]
21
[4]
21
[5]
locator
section[14]/table-wrap[1]#T3
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asset:table:pmid:34350180:4
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jats-table
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application/vnd.jats.table+json
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read_table
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section[14]/table-wrap[2]#T4
version
null
note
Univariate and multivariate analyses of the overall survival of hepatocellular carcinoma patients.
structure object · 5 fields
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PMC8327752
section_index
14
section_title
RPL19 Is Closely Related to the Tumor Progress and the Poor Prognosis of HCC
row_count
9
column_count
7
table object · 8 fields
label
TABLE 4
caption
Univariate and multivariate analyses of the overall survival of hepatocellular carcinoma patients.
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[0] array · 3 items
[0]
Clinicopathological feature
[1]
Univariate analysis
[2]
Multivariate analysis
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[0]
[1]
[2]
[2] array · 7 items
[0]
[1]
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[2]
95% (CI)
[3]
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[4]
HR
[5]
95% (CI)
[6]
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[0]
Age (years)
[1]
1.018
[2]
0.987–1.049
[3]
0.255
[4]
[5]
[6]
[4] array · 7 items
[0]
Sex
[1]
1.472
[2]
0.455–4.754
[3]
0.519
[4]
[5]
[6]
[5] array · 7 items
[0]
TNM stage
[1]
1.707
[2]
1.039–2.807
[3]
0.035*
[4]
[5]
[6]
[6] array · 7 items
[0]
Tumor size
[1]
1.082
[2]
0.982–1.193
[3]
0.112
[4]
[5]
[6]
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[0]
AFP
[1]
1.377
[2]
1.092–1.736
[3]
0.007**
[4]
[5]
[6]
[8] array · 7 items
[0]
RPL19 expression
[1]
1.921
[2]
1.39–2.656
[3]
<0.001**
[4]
1.693
[5]
1.189–2.411
[6]
0.003**
locator
section[14]/table-wrap[2]#T4
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[0]
asset:data:geo:GSE102083 not downloaded
[1]
asset:data:geo:GSE102083 licence not read
[2]
asset:data:geo:GSE14520 not downloaded
[3]
asset:data:geo:GSE14520 licence not read
[4]
asset:data:geo:GSE39791 not downloaded
[5]
asset:data:geo:GSE39791 licence not read
[6]
asset:data:geo:GSE45436 not downloaded
[7]
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[8]
asset:data:geo:GSE54236 not downloaded
[9]
asset:data:geo:GSE54236 licence not read
[10]
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[11]
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[12]
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[13]
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[14]
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[15]
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[16]
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[17]
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[18]
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[19]
asset:data:geo:GSE76297 licence not read
[20]
asset:data:geo:GSE76427 not downloaded
[21]
asset:data:geo:GSE76427 licence not read
analysis object · 4 fields
state
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[0] object · 10 fields
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method-1
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survival_analysis
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log_rank_test
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Survival analysis
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[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
1
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verbatim
quote
The overall survival (OS), relapse-free survival (RFS), and progress-free survival (PFS) of HCC patients were calculated with Kaplan–Meier curves and log-rank tests.
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method-2
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survival_analysis
specific
kaplan_meier
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Survival analysis
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[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
0.8
band
high
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Kaplan-Meier
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id
method-3
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network_analysis
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ppi_network
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Network / pathway analysis
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build_graph
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centrality_scores
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pathway_enrich
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edge_list
evidence object · 3 fields
score
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id
method-4
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contingency_analysis
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chi_square_test
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categorical_cross_tabulation
evidence object · 3 fields
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chi-square
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gaps array · 0 items
capability object · 3 fields
state
complete
requirements array · 1 item
[0] object · 6 fields
capability_id
capability:computational_analysis
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Computational analysis platform
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[0]
meta_analysis
[1]
machine_learning
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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
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readiness object · 8 fields
state
complete
tier
R1
blocked_on
nothing:replicable_now
axes object · 3 fields
method object · 5 fields
tier
R1
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true
required_operations array · 1 item
[0]
logrank_test
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basis
The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: log_rank_test.
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
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accessions array · 11 items
[0]
GSE39791
[1]
GSE14520
[2]
GSE45436
[3]
GSE54236
[4]
GSE57957
[5]
GSE60502
[6]
GSE62232
[7]
GSE64041
[8]
GSE76297
[9]
GSE76427
[10]
GSE102083
resolved_accessions array · 11 items
[0]
GSE39791
[1]
GSE14520
[2]
GSE45436
[3]
GSE54236
[4]
GSE57957
[5]
GSE60502
[6]
GSE62232
[7]
GSE64041
[8]
GSE76297
[9]
GSE76427
[10]
GSE102083
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 GSE39791, GSE14520, GSE45436, GSE54236, GSE57957, GSE60502, GSE62232, GSE64041, GSE76297, GSE76427, GSE102083 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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dsl_operations array · 1 item
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logrank_test
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source:pmid:34350180
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data:geo:GSE102083
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asset:table:pmid:34350180:1
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asset:table:pmid:34350180:2
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asset:table:pmid:34350180:3
[5]
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run_analysis
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data_gaps array · 1 item
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data:geo:GSE102083
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partial
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extraction_review
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MiniMax-M3.1-Flash
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minimax
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minimax
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2026-10-31T18:33:26Z
independence
single_reader
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method
verbatim
availability
verbatim
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3
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43676
completion_tokens
3905
cached_tokens
784
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id
extraction
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complete
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MiniMax-M3.1-Flash
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minimax
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review.independent_reader
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review.machine_critique
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review.human_critique
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absent
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not_run
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gaps array · 1 item
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execution.not_run
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pmid:34350180
type
paper
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pmid:34350180
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source:pmid:34350180
type
manuscript
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PMID 34350180 full text
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data:geo:GSE102083
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dataset
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GEO GSE102083
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activity-reading-sci-2026-11-01
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pmid:34350180
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paper
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pmid:34350180
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source:pmid:34350180
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manuscript
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PMID 34350180 full text
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data:geo:GSE102083
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GEO GSE102083
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agent:corpus-assay-engine
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activity-read-34350180
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source:pmid:34350180
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agent:minimax-reader
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data:geo:GSE102083
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agent:corpus-assay-engine
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agent:minimax-reader
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343fb30756ba6ec3
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asset:data:geo:GSE14520 not downloaded
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[13]
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[15]
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[16]
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[17]
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[18]
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[19]
asset:data:geo:GSE76297 not downloaded
[20]
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[21]
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[0]
ssion Omnibus (GEO) database. Then, a tissue microarray comprising 90 HCC specimens and 90 adjacent
[1]
erials and Methods Tissue Samples The tissue microarray (TMA) from Asians containing 90 normal liver
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paper_text_order:669
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assay:1
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f2132e96ae6c7a4e
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The overall survival (OS), relapse-free survival (RFS), and progress-free survival (PFS) of HCC patients were calculated with Kaplan–Meier curves and log-rank tests.
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Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:34350180", "kind": "science-record", "revision": 7, "content_hash": "sha256:caa6aacf7ce1ea816afc79f370ef2893096bb9e216d306e57a283d479f0dd75e", "created_at": "2026-11-01T15:41:47Z", "updated_at": "2026-11-01T22:04:25Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "RPL19 Is a Prognostic Biomarker and Promotes Tumor Progression in Hepatocellular Carcinoma.", "doi": "10.3389/fcell.2021.686547", "pmid": "34350180", "authors": ["Benchen Rao", "Jianhao Li", "Tong Ren", "Jing Yang", "Guizhen Zhang", "Liwen Liu", "Haiyu Wang", "Maoxin Huang", "Zhigang Ren", "Zujiang Yu"], "journal": "Frontiers in cell and developmental biology", "year": 2021, "abstract": "BACKGROUND: Hepatocellular carcinoma (HCC) is one of the most common malignancies, and the therapeutic outcome remains undesirable due to its recurrence and metastasis. Gene dysregulation plays a pivotal role in the occurrence and progression of cancer, and the molecular mechanisms are largely unknown.\nMETHODS: The differentially expressed genes of HCC screened from the GSE39791 dataset were used to conduct weighted gene co-expression network analysis. The selected hub genes were validated in The Cancer Genome Atlas (TCGA) database and 11 HCC datasets from the Gene Expression Omnibus (GEO) database. Then, a tissue microarray comprising 90 HCC specimens and 90 adjacent normal specimens was used to validate the hub genes. Moreover, the Hallmark, Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) databases were used to identify enriched pathways. Then, we conducted the immune infiltration analysis.\nRESULTS: A total of 17 co-expression modules were obtained by weighted gene co-expression network analysis. The green, blue, and purple modules were the most relevant to HCC samples. Four hub genes, RPL19, RPL35A, RPL27A, and RPS12, were identified. Interestingly, we found that all four genes were highly expressed in HCC and that their high expression was related to a poor prognosis by analyzing the TCGA and GEO databases. Furthermore, we investigated RPL19 in HCC tissue microarrays and demonstrated that RPL19 was overexpressed in tumor tissues compared with non-tumor tissues (p = 0.016). Moreover, overexpression of RPL19 predicted a poor prognosis in hepatocellular carcinoma (p < 0.0007). Then, enrichment analysis revealed that cell cycle pathways were significantly enriched, and bile acid metabolism-related pathways were significantly down-regulated when RPL19 was highly expressed. Furthermore, immune infiltration analysis showed that immune response was suppressed.\nCONCLUSION: Our study demonstrates that RPL19 may play an important role in promoting tumor progression and is correlated with a poor prognosis in HCC. RPL19 may serve as a promising biomarker and therapeutic target for the precise diagnosis and treatment of HCC in the future.", "claims": [{"id": "claim-method", "statement": "The overall survival (OS), relapse-free survival (RFS), and progress-free survival (PFS) of HCC patients were calculated with Kaplan–Meier curves and log-rank tests.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:34350180", "locator": "sections[9] \"Statistical Analysis\" paragraph 2", "quote": "The overall survival (OS), relapse-free survival (RFS), and progress-free survival (PFS) of HCC patients were calculated with Kaplan–Meier curves and log-rank tests."}], "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:34350180", "locator": "sections[18] \"Data Availability Statement\" paragraph 2", "quote": "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."}], "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:34350180"], "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. 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