Corpus Engine Towards a reproducible .science file.
← All .science files

pmid:31186759

Identification of the potential therapeutic target gene UBE2C in human hepatocellular carcinoma: An investigation based on GEO and TCGA databases.

Zilun Wei · Yihai Liu · Shuaihua Qiao · Xueling Li · Qiaoling Li · Jinxuan Zhao · Jiaxin Hu · Zhonghai Wei · Anqi Shan · Xuan Sun · Biao Xu

Oncology letters · 2019 doi:10.3892/ol.2019.10232

Paper

complete

Experiment

complete

Data

partial

Analysis

complete

Execution

absent

Execution evidence has not yet been added to this .science file. Explore its methods, data and open questions to plan the next step.
Record details sci_version · id · kind · revision · content_hash · schema · created_at · updated_at · generator
id
pmid:31186759
kind
science-record
content_hash
sha256:86245cdb9f6b630b55c3e77e60ee8495714d40548b3e4ccc0dafa8f275573a49
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T15:40:45Z
updated_at
2026-11-01T21:22:14Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
Identification of the potential therapeutic target gene UBE2C in human hepatocellular carcinoma: An investigation based on GEO and TCGA databases.
doi
10.3892/ol.2019.10232
pmid
31186759
authors array · 11 items
[0]
Zilun Wei
[1]
Yihai Liu
[2]
Shuaihua Qiao
[3]
Xueling Li
[4]
Qiaoling Li
[5]
Jinxuan Zhao
[6]
Jiaxin Hu
[7]
Zhonghai Wei
[8]
Anqi Shan
[9]
Xuan Sun
[10]
Biao Xu
journal
Oncology letters
year
2019
abstract
Hepatocellular carcinoma (HCC) ranks the third major cause of cancer-associated mortality globally. Numerous studies have attempted to elucidate the underlying mechanisms of HCC using various biomarkers. In the present study, two expression profiles datasets from Gene Expression Omnibus (GSE76427 and GSE84402) and data associated with liver cancer samples from The Cancer Genome Atlas (TCGA) were downloaded for integrated analysis. Five differentially expressed genes (DEGs) exhibiting high expression, including ubiquitin-conjugating enzyme 2C (UBE2C), topoisomerase II α, pituitary tumor transforming gene 1, glypican-3 and polycomb-repressive complex 1, were selected and considered as candidate genes. Enrichment analysis demonstrated that these genes were associated with Gene Ontology terms of cellular components and molecular functions, including regulation of apoptosis, stabilization of p53 and Anaphase Promoting Complex/Cyclosome (APC/C) (APC/C:Cdc20)-mediated degradation of Securin. The expression profiles of these genes in HCC, other human malignancies and different human HCC cell lines were validated using GSE14520, GSE3500 and TCGA data. The results confirmed the upregulation of UBE2C in tissues from patients with HCC or other human malignancies and human liver cancer cell lines, compared with the expression levels in the corresponding adjacent non-tumor tissues and cell lines, respectively. Patients with HCC who exhibited an increased messenger RNA level of UBE2C exhibited a significantly shorter survival time. The results of the present study suggest that the overexpression of UBE2C may be used as a novel prognostic biomarker of HCC.
claims array · 2 items
[0] object · 6 fields
id
claim-method
statement
Survival analysis of patients with high expression of candidate DEGs in TCGA HCC data was performed using Kaplan-Meier estimator survival curves with several clinicopathological characteristics taken into consideration, including sex and pathological stage. Data was obtained from cBioPortal (http://www.cbioportal.org) and Kaplan-Meier Plotter (http://kmplot.com/analysis/) was used for analysis.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:31186759
locator
sections[9] "Survival association of candidate genes with clinicopathological parameters of patients with HCC" paragraph 2
quote
Survival analysis of patients with high expression of candidate DEGs in TCGA HCC data was performed using Kaplan-Meier estimator survival curves with several clinicopathological characteristics taken into consideration, including sex and pathological stage. Data was obtained from cBioPortal (http://www.cbioportal.org) and Kaplan-Meier Plotter (http://kmplot.com/analysis/) was used for analysis.
state
complete
[1] object · 6 fields
id
claim-data-access
statement
The datasets analyzed in the present study are all available on NCBI GEO (https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi).
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:31186759
locator
sections[20] "Availability of data and materials" paragraph 2
quote
The datasets analyzed in the present study are all available on NCBI GEO (https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi).
state
complete
gaps array · 0 items
experiment object · 8 fields
state
complete
objective
null
steps array · 3 items
[0] object · 13 fields
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.
parameters object · 0 fields
inputs array · 1 item
[0]
source:pmid:31186759
outputs array · 1 item
[0]
the published estimate and its evidence
instruments array · 0 items
reagents array · 0 items
[1] object · 13 fields
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.
parameters object · 0 fields
inputs array · 1 item
[0]
data:geo:GSE14520
outputs array · 1 item
[0]
the source data with its repository provenance
instruments array · 0 items
reagents array · 0 items
[2] object · 13 fields
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.
parameters object · 0 fields
inputs array · 1 item
[0]
data:geo:GSE14520
outputs array · 1 item
[0]
the replicated result and its comparison
instruments array · 0 items
reagents array · 0 items
materials array · 0 items
instruments array · 0 items
reagents array · 0 items
conditions object · 0 fields
gaps array · 0 items
data object · 3 fields
state
partial
assets array · 6 items
[0] object · 15 fields
id
source:pmid:31186759
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.3892/ol.2019.10232
sha256
sha256:2e1a4c704af05e72b8b37b106e52faa650eaf104ef8da49d51f9ce0c12136a4c
bytes
33488
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.3892/ol.2019.10232
version
null
note
Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.
structure object · 4 fields
pmcid
PMC6507459
source
europe_pmc_fulltext
coverage
whole_body
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:GSE14520
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=GSE14520
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE14520
version
null
note
The datasets analyzed in the present study are all available on NCBI GEO (https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi).
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The datasets analyzed in the present study are all available on NCBI GEO (https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi).
access_statement_kind
data_availability_statement
sample_accessions array · 488 items
[0]
GSM362947
[1]
GSM362948
[2]
GSM362949
[3]
GSM362950
[4]
GSM362951
[5]
GSM362952
[6]
GSM362953
[7]
GSM362954
[8]
GSM362955
[9]
GSM362956
[10]
GSM362957
[11]
GSM362958
[12]
GSM362959
[13]
GSM362960
[14]
GSM362961
[15]
GSM362962
[16]
GSM362963
[17]
GSM362964
[18]
GSM362965
[19]
GSM362966
[20]
GSM362967
[21]
GSM362968
[22]
GSM362969
[23]
GSM362970
[24]
GSM362971
[25]
GSM362972
[26]
GSM362973
[27]
GSM362974
[28]
GSM362975
[29]
GSM362976
[30]
GSM362977
[31]
GSM362978
[32]
GSM362979
[33]
GSM362980
[34]
GSM362981
[35]
GSM362982
[36]
GSM362983
[37]
GSM362984
[38]
GSM362985
[39]
GSM362986
[40]
GSM362987
[41]
GSM362988
[42]
GSM362989
[43]
GSM362990
[44]
GSM362991
[45]
GSM362992
[46]
GSM362993
[47]
GSM362994
[48]
GSM362995
[49]
GSM362996
[50]
GSM362997
[51]
GSM362998
[52]
GSM362999
[53]
GSM363000
[54]
GSM363001
[55]
GSM363002
[56]
GSM363003
[57]
GSM363004
[58]
GSM363005
[59]
GSM363006
[60]
GSM363007
[61]
GSM363008
[62]
GSM363009
[63]
GSM363010
[64]
GSM363011
[65]
GSM363012
[66]
GSM363013
[67]
GSM363014
[68]
GSM363015
[69]
GSM363016
[70]
GSM363017
[71]
GSM363018
[72]
GSM363019
[73]
GSM363020
[74]
GSM363021
[75]
GSM363022
[76]
GSM363023
[77]
GSM363024
[78]
GSM363025
[79]
GSM363026
[80]
GSM363027
[81]
GSM363028
[82]
GSM363029
[83]
GSM363030
[84]
GSM363031
[85]
GSM363032
[86]
GSM363033
[87]
GSM363034
[88]
GSM363035
[89]
GSM363036
[90]
GSM363037
[91]
GSM363038
[92]
GSM363039
[93]
GSM363040
[94]
GSM363041
[95]
GSM363042
[96]
GSM363043
[97]
GSM363044
[98]
GSM363045
[99]
GSM363046
[100]
GSM363047
[101]
GSM363048
[102]
GSM363049
[103]
GSM363050
[104]
GSM363051
[105]
GSM363052
[106]
GSM363053
[107]
GSM363054
[108]
GSM363055
[109]
GSM363056
[110]
GSM363057
[111]
GSM363058
[112]
GSM363059
[113]
GSM363060
[114]
GSM363061
[115]
GSM363062
[116]
GSM363063
[117]
GSM363064
[118]
GSM363065
[119]
GSM363066
[120]
GSM363067
[121]
GSM363068
[122]
GSM363069
[123]
GSM363070
[124]
GSM363071
[125]
GSM363072
[126]
GSM363073
[127]
GSM363074
[128]
GSM363075
[129]
GSM363076
[130]
GSM363077
[131]
GSM363078
[132]
GSM363079
[133]
GSM363080
[134]
GSM363081
[135]
GSM363082
[136]
GSM363083
[137]
GSM363084
[138]
GSM363085
[139]
GSM363086
[140]
GSM363087
[141]
GSM363088
[142]
GSM363089
[143]
GSM363090
[144]
GSM363091
[145]
GSM363092
[146]
GSM363093
[147]
GSM363094
[148]
GSM363095
[149]
GSM363096
[150]
GSM363097
[151]
GSM363098
[152]
GSM363099
[153]
GSM363100
[154]
GSM363101
[155]
GSM363102
[156]
GSM363103
[157]
GSM363104
[158]
GSM363105
[159]
GSM363106
[160]
GSM363107
[161]
GSM363108
[162]
GSM363109
[163]
GSM363110
[164]
GSM363111
[165]
GSM363112
[166]
GSM363113
[167]
GSM363114
[168]
GSM363115
[169]
GSM363116
[170]
GSM363117
[171]
GSM363118
[172]
GSM363119
[173]
GSM363120
[174]
GSM363121
[175]
GSM363122
[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
[2] object · 15 fields
id
data:geo:GSE3500
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=GSE3500
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE3500
version
null
note
The datasets analyzed in the present study are all available on NCBI GEO (https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi).
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The datasets analyzed in the present study are all available on NCBI GEO (https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi).
access_statement_kind
data_availability_statement
sample_accessions array · 207 items
[0]
GSM79784
[1]
GSM79785
[2]
GSM79786
[3]
GSM79787
[4]
GSM79788
[5]
GSM79789
[6]
GSM79790
[7]
GSM79791
[8]
GSM79792
[9]
GSM79793
[10]
GSM79794
[11]
GSM79795
[12]
GSM79796
[13]
GSM79797
[14]
GSM79798
[15]
GSM79799
[16]
GSM79800
[17]
GSM79801
[18]
GSM79802
[19]
GSM79803
[20]
GSM79804
[21]
GSM79805
[22]
GSM79806
[23]
GSM79807
[24]
GSM79808
[25]
GSM79809
[26]
GSM79810
[27]
GSM79811
[28]
GSM79812
[29]
GSM79813
[30]
GSM79814
[31]
GSM79815
[32]
GSM79816
[33]
GSM79817
[34]
GSM79818
[35]
GSM79819
[36]
GSM79820
[37]
GSM79821
[38]
GSM79822
[39]
GSM79823
[40]
GSM79824
[41]
GSM79825
[42]
GSM79826
[43]
GSM79827
[44]
GSM79828
[45]
GSM79829
[46]
GSM79830
[47]
GSM79831
[48]
GSM79832
[49]
GSM79833
[50]
GSM79834
[51]
GSM79835
[52]
GSM79836
[53]
GSM79837
[54]
GSM79838
[55]
GSM79839
[56]
GSM79840
[57]
GSM79841
[58]
GSM79842
[59]
GSM79843
[60]
GSM79844
[61]
GSM79845
[62]
GSM79846
[63]
GSM79847
[64]
GSM79848
[65]
GSM79849
[66]
GSM79850
[67]
GSM79851
[68]
GSM79852
[69]
GSM79853
[70]
GSM79854
[71]
GSM79855
[72]
GSM79856
[73]
GSM79857
[74]
GSM79858
[75]
GSM79859
[76]
GSM79860
[77]
GSM79861
[78]
GSM79862
[79]
GSM79863
[80]
GSM79864
[81]
GSM79865
[82]
GSM79866
[83]
GSM79867
[84]
GSM79868
[85]
GSM79869
[86]
GSM79870
[87]
GSM79871
[88]
GSM79872
[89]
GSM79873
[90]
GSM79874
[91]
GSM79875
[92]
GSM79876
[93]
GSM79877
[94]
GSM79878
[95]
GSM79879
[96]
GSM79880
[97]
GSM79881
[98]
GSM79882
[99]
GSM79883
[100]
GSM79884
[101]
GSM79885
[102]
GSM79886
[103]
GSM79887
[104]
GSM79888
[105]
GSM79889
[106]
GSM79890
[107]
GSM79891
[108]
GSM79892
[109]
GSM79893
[110]
GSM79894
[111]
GSM79895
[112]
GSM79896
[113]
GSM79897
[114]
GSM79898
[115]
GSM79899
[116]
GSM79900
[117]
GSM79901
[118]
GSM79902
[119]
GSM79903
[120]
GSM79904
[121]
GSM79905
[122]
GSM79906
[123]
GSM79907
[124]
GSM79908
[125]
GSM79909
[126]
GSM79910
[127]
GSM79911
[128]
GSM79912
[129]
GSM79913
[130]
GSM79914
[131]
GSM79915
[132]
GSM79916
[133]
GSM79917
[134]
GSM79918
[135]
GSM79919
[136]
GSM79920
[137]
GSM79921
[138]
GSM79922
[139]
GSM79923
[140]
GSM79924
[141]
GSM79925
[142]
GSM79926
[143]
GSM79927
[144]
GSM79928
[145]
GSM79929
[146]
GSM79930
[147]
GSM79931
[148]
GSM79932
[149]
GSM79933
[150]
GSM79934
[151]
GSM79935
[152]
GSM79936
[153]
GSM79937
[154]
GSM79938
[155]
GSM79939
[156]
GSM79940
[157]
GSM79941
[158]
GSM79942
[159]
GSM79943
[160]
GSM79944
[161]
GSM79945
[162]
GSM79946
[163]
GSM79947
[164]
GSM79948
[165]
GSM79949
[166]
GSM79950
[167]
GSM79951
[168]
GSM79952
[169]
GSM79953
[170]
GSM79954
[171]
GSM79955
[172]
GSM79956
[173]
GSM79957
[174]
GSM79958
[175]
GSM79959
[176]
GSM79960
[177]
GSM79961
[178]
GSM79962
[179]
GSM79963
[180]
GSM79964
[181]
GSM79965
[182]
GSM79966
[183]
GSM79967
[184]
GSM79968
[185]
GSM79969
[186]
GSM79970
[187]
GSM79971
[188]
GSM79972
[189]
GSM79973
[190]
GSM79974
[191]
GSM79975
[192]
GSM79976
[193]
GSM79977
[194]
GSM79978
[195]
GSM79979
[196]
GSM79980
[197]
GSM79981
[198]
GSM79982
[199]
GSM79983
[200]
GSM79984
[201]
GSM79985
[202]
GSM79986
[203]
GSM79987
[204]
GSM79988
[205]
GSM79989
[206]
GSM79990
sample_count
207
group_sizes
null
group_sizes_basis
null
platform
3009;2906;2935;3007;2938;2649;3010;3008;3011;2831;2948;2868;2648
taxon
Homo sapiens
title
Gene expression patterns in human liver cancers
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: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 analyzed in the present study are all available on NCBI GEO (https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi).
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The datasets analyzed in the present study are all available on NCBI GEO (https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi).
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
[4] object · 15 fields
id
data:geo:GSE84402
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=GSE84402
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE84402
version
null
note
The datasets analyzed in the present study are all available on NCBI GEO (https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi).
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The datasets analyzed in the present study are all available on NCBI GEO (https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi).
access_statement_kind
data_availability_statement
sample_accessions array · 28 items
[0]
GSM2233086
[1]
GSM2233087
[2]
GSM2233088
[3]
GSM2233089
[4]
GSM2233090
[5]
GSM2233091
[6]
GSM2233092
[7]
GSM2233093
[8]
GSM2233094
[9]
GSM2233095
[10]
GSM2233096
[11]
GSM2233097
[12]
GSM2233098
[13]
GSM2233099
[14]
GSM2233100
[15]
GSM2233101
[16]
GSM2233102
[17]
GSM2233103
[18]
GSM2233104
[19]
GSM2233105
[20]
GSM2233106
[21]
GSM2233107
[22]
GSM2233108
[23]
GSM2233109
[24]
GSM2233110
[25]
GSM2233111
[26]
GSM2233112
[27]
GSM2233113
sample_count
28
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Expression data from human hepatocellular carcinoma tissues and the correponding non-cancerous tissues
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:31186759:1
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:6fe5edaf1d9a99a4f565bafcb055f8028a0f2ba77dfbb60aecef8aa642e0885a
bytes
1326
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[4]/table-wrap[1]#tI-ol-0-0-10232
version
null
note
Detailed information of the datasets in GEO and TCGA patients.
structure object · 5 fields
pmcid
PMC6507459
section_index
4
section_title
Microarray data information
row_count
9
column_count
6
table object · 8 fields
label
Table I.
caption
Detailed information of the datasets in GEO and TCGA patients.
rows array · 9 items
[0] array · 6 items
[0]
GEO ID
[1]
GSE14520
[2]
GSE3500
[3]
GSE76427
[4]
GSE84402
[5]
TCGA
[1] array · 6 items
[0]
Total no. of patients
[1]
22
[2]
82
[3]
Not mentioned
[4]
14
[5]
371
[2] array · 6 items
[0]
Total no. of samples
[1]
132
[2]
193
[3]
167
[4]
14
[5]
373
[3] array · 6 items
[0]
No. of non-tumor samples
[1]
66 (paired non-tumor samples)
[2]
74 (non-tumor samples)
[3]
52 (adjacent non-tumor tissues)
[4]
14 (>5 cm laterally from the edge of the cancerous) region
[5]
42 (healthy tissues)
[4] array · 6 items
[0]
No. of primary HCC samples
[1]
66 (tumor samples)
[2]
102 (tumor samples from HBV+ patients)
[3]
115 (primary tumor tissues)
[4]
14 (percentage of tumor cells >70%)
[5]
84 (tumor samples)
[5] array · 6 items
[0]
Tumor types
[1]
Hepatocellular carcinoma
[2]
Hepatocellular carcinoma
[3]
Hepatocellular carcinoma
[4]
Hepatocellular carcinoma
[5]
Hepatocellular carcinoma
[6] array · 6 items
[0]
Grading of tumors (TNM stage)
[1]
No subdivision
[2]
No subdivision
[3]
No subdivision
[4]
No subdivision
[5]
Stage II
[7] array · 6 items
[0]
Pathological grade
[1]
No subdivision
[2]
No subdivision
[3]
No subdivision
[4]
No subdivision
[5]
No subdivision
[8] array · 6 items
[0]
Comment
[1]
N.A.
[2]
N.A.
[3]
Percentage of HCC patients with HBV infection and cirrhosis were 46% and 54%.
[4]
N.A.
[5]
Using CRN (Cancer RNA-Seq Nexus tool) for analysis.
locator
section[4]/table-wrap[1]#tI-ol-0-0-10232
gaps array · 8 items
[0]
asset:data:geo:GSE14520 not downloaded
[1]
asset:data:geo:GSE14520 licence not read
[2]
asset:data:geo:GSE3500 not downloaded
[3]
asset:data:geo:GSE3500 licence not read
[4]
asset:data:geo:GSE76427 not downloaded
[5]
asset:data:geo:GSE76427 licence not read
[6]
asset:data:geo:GSE84402 not downloaded
[7]
asset:data:geo:GSE84402 licence not read
analysis object · 4 fields
state
complete
methods array · 2 items
[0] object · 10 fields
id
method-1
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
1
band
verbatim
quote
Survival analysis of patients with high expression of candidate DEGs in TCGA HCC data was performed using Kaplan-Meier estimator survival curves with several clinicopathological characteristics taken into consideration, including sex and pathological stage. Data was obtained from cBioPortal (http://www.cbioportal.org) and Kaplan-Meier Plotter (http://kmplot.com/analysis/) was used for analysis.
[1] object · 10 fields
id
method-2
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
targets array · 0 items
gaps array · 0 items
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 · 1 item
[0]
survival_km
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: kaplan_meier.
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]
GSE76427
[1]
GSE84402
[2]
GSE14520
[3]
GSE3500
resolved_accessions array · 4 items
[0]
GSE76427
[1]
GSE84402
[2]
GSE14520
[3]
GSE3500
statements array · 1 item
[0]
The datasets analyzed in the present study are all available on NCBI GEO (https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi).
basis
The paper names GSE76427, GSE84402, GSE14520, GSE3500 in Gene Expression Omnibus (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 · 1 item
[0]
survival_km
assets array · 3 items
[0]
source:pmid:31186759
[1]
data:geo:GSE14520
[2]
asset:table:pmid:31186759:1
steps array · 1 item
[0]
run_analysis
must_build object · 5 fields
dsl_operations array · 0 items
converters array · 0 items
readers array · 0 items
capabilities array · 0 items
data_gaps array · 1 item
[0]
data:geo:GSE14520
gaps array · 0 items
review object · 5 fields
state
partial
machine_critique object · 5 fields
kind
extraction_review
reader object · 5 fields
model
MiniMax-M3.1-Flash
provider
minimax
provider_family
minimax
read_at
2026-10-31T18:14:59Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
3
usage object · 3 fields
prompt_tokens
27668
completion_tokens
2750
cached_tokens
784
stages array · 1 item
[0] object · 4 fields
id
extraction
state
complete
reader
MiniMax-M3.1-Flash
provider
minimax
gaps array · 3 items
[0]
review.independent_reader
[1]
review.machine_critique
[2]
review.human_critique
execution object · 5 fields
state
absent
status
not_run
mode
null
runs array · 0 items
gaps array · 1 item
[0]
execution.not_run
provenance object · 7 fields
entities array · 3 items
[0] object · 3 fields
id
pmid:31186759
type
paper
label
pmid:31186759
[1] object · 3 fields
id
source:pmid:31186759
type
manuscript
label
PMID 31186759 full text
[2] object · 3 fields
id
data:geo:GSE14520
type
dataset
label
GEO GSE14520
activities array · 3 items
[0] object · 4 fields
id
activity-reading-sci-2026-11-01
type
classification
used array · 3 items
[0] object · 3 fields
id
pmid:31186759
type
paper
label
pmid:31186759
[1] object · 3 fields
id
source:pmid:31186759
type
manuscript
label
PMID 31186759 full text
[2] object · 3 fields
id
data:geo:GSE14520
type
dataset
label
GEO GSE14520
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-31186759
type
extraction
used array · 1 item
[0]
source:pmid:31186759
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE14520
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE14520
agent
agent:corpus-assay-engine
agents array · 2 items
[0] object · 3 fields
id
agent:corpus-assay-engine
type
software
label
Corpus assay engine
[1] object · 3 fields
id
agent:minimax-reader
type
software
label
MiniMax literature reader
source_run_id
reading-sci-2026-11-01
dsl_catalogue_fingerprint
343fb30756ba6ec3
capability_table_fingerprint
2cb3e42f047d2ecf
snapshot_id
ba34b49490d9bfaf
lineage object · 4 fields
parent_id
pmid:31186759
parent_hash
sha256:7d8c8f938ecec1a9e48686f8fae62f0b81b57d9be2e6ecae6797c819df48d904
fork_of
null
gaps array · 12 items
[0]
asset:data:geo:GSE14520 licence not read
[1]
asset:data:geo:GSE14520 not downloaded
[2]
asset:data:geo:GSE3500 licence not read
[3]
asset:data:geo:GSE3500 not downloaded
[4]
asset:data:geo:GSE76427 licence not read
[5]
asset:data:geo:GSE76427 not downloaded
[6]
asset:data:geo:GSE84402 licence not read
[7]
asset:data:geo:GSE84402 not downloaded
[8]
execution.not_run
[9]
review.human_critique
[10]
review.independent_reader
[11]
review.machine_critique
assays array · 2 items
[0] object · 11 fields
role
data_generation
definition_id
apoptosis_assay
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.69
evidence array · 1 item
[0]
molecular functions, including regulation of apoptosis, stabilization of p53 and Anaphase Promoting
order_basis
paper_text_order:974
id
assay:1
[1] object · 11 fields
role
analysis
definition_id
survival_analysis
definition_version
f2132e96ae6c7a4e
required_operations array · 1 item
[0]
survival_km
support_state
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
Survival analysis of patients with high expression of candidate DEGs in TCGA HCC data was performed using Kaplan-Meier estimator survival curves with several clinicopathological characteristics taken into consideration, including sex and pathological stage. Data was obtained from cBioPortal (http://www.cbioportal.org) and Kaplan-Meier Plotter (http://kmplot.com/analysis/) was used for analysis.
order_basis
consumes_earlier_output
id
assay:2
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:31186759", "kind": "science-record", "revision": 6, "content_hash": "sha256:86245cdb9f6b630b55c3e77e60ee8495714d40548b3e4ccc0dafa8f275573a49", "created_at": "2026-11-01T15:40:45Z", "updated_at": "2026-11-01T21:22:14Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Identification of the potential therapeutic target gene UBE2C in human hepatocellular carcinoma: An investigation based on GEO and TCGA databases.", "doi": "10.3892/ol.2019.10232", "pmid": "31186759", "authors": ["Zilun Wei", "Yihai Liu", "Shuaihua Qiao", "Xueling Li", "Qiaoling Li", "Jinxuan Zhao", "Jiaxin Hu", "Zhonghai Wei", "Anqi Shan", "Xuan Sun", "Biao Xu"], "journal": "Oncology letters", "year": 2019, "abstract": "Hepatocellular carcinoma (HCC) ranks the third major cause of cancer-associated mortality globally. Numerous studies have attempted to elucidate the underlying mechanisms of HCC using various biomarkers. In the present study, two expression profiles datasets from Gene Expression Omnibus (GSE76427 and GSE84402) and data associated with liver cancer samples from The Cancer Genome Atlas (TCGA) were downloaded for integrated analysis. Five differentially expressed genes (DEGs) exhibiting high expression, including ubiquitin-conjugating enzyme 2C (UBE2C), topoisomerase II α, pituitary tumor transforming gene 1, glypican-3 and polycomb-repressive complex 1, were selected and considered as candidate genes. Enrichment analysis demonstrated that these genes were associated with Gene Ontology terms of cellular components and molecular functions, including regulation of apoptosis, stabilization of p53 and Anaphase Promoting Complex/Cyclosome (APC/C) (APC/C:Cdc20)-mediated degradation of Securin. The expression profiles of these genes in HCC, other human malignancies and different human HCC cell lines were validated using GSE14520, GSE3500 and TCGA data. The results confirmed the upregulation of UBE2C in tissues from patients with HCC or other human malignancies and human liver cancer cell lines, compared with the expression levels in the corresponding adjacent non-tumor tissues and cell lines, respectively. Patients with HCC who exhibited an increased messenger RNA level of UBE2C exhibited a significantly shorter survival time. The results of the present study suggest that the overexpression of UBE2C may be used as a novel prognostic biomarker of HCC.", "claims": [{"id": "claim-method", "statement": "Survival analysis of patients with high expression of candidate DEGs in TCGA HCC data was performed using Kaplan-Meier estimator survival curves with several clinicopathological characteristics taken into consideration, including sex and pathological stage. Data was obtained from cBioPortal (http://www.cbioportal.org) and Kaplan-Meier Plotter (http://kmplot.com/analysis/) was used for analysis.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:31186759", "locator": "sections[9] \"Survival association of candidate genes with clinicopathological parameters of patients with HCC\" paragraph 2", "quote": "Survival analysis of patients with high expression of candidate DEGs in TCGA HCC data was performed using Kaplan-Meier estimator survival curves with several clinicopathological characteristics taken into consideration, including sex and pathological stage. Data was obtained from cBioPortal (http://www.cbioportal.org) and Kaplan-Meier Plotter (http://kmplot.com/analysis/) was used for analysis."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The datasets analyzed in the present study are all available on NCBI GEO (https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi).", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:31186759", "locator": "sections[20] \"Availability of data and materials\" paragraph 2", "quote": "The datasets analyzed in the present study are all available on NCBI GEO (https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi)."}], "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:31186759"], "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:GSE14520"], "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:GSE14520"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:31186759", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.3892/ol.2019.10232", "sha256": "sha256:2e1a4c704af05e72b8b37b106e52faa650eaf104ef8da49d51f9ce0c12136a4c", "bytes": 33488, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.3892/ol.2019.10232", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC6507459", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE14520", "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=GSE14520", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE14520", "version": null, "note": "The datasets analyzed in the present study are all available on NCBI GEO (https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi).", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The datasets analyzed in the present study are all available on NCBI GEO (https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi).", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM362947", "GSM362948", "GSM362949", "GSM362950", "GSM362951", "GSM362952", "GSM362953", "GSM362954", "GSM362955", "GSM362956", "GSM362957", "GSM362958", "GSM362959", "GSM362960", "GSM362961", "GSM362962", "GSM362963", "GSM362964", "GSM362965", "GSM362966", "GSM362967", "GSM362968", "GSM362969", "GSM362970", "GSM362971", "GSM362972", "GSM362973", "GSM362974", "GSM362975", "GSM362976", "GSM362977", "GSM362978", "GSM362979", "GSM362980", "GSM362981", "GSM362982", "GSM362983", "GSM362984", "GSM362985", "GSM362986", "GSM362987", "GSM362988", "GSM362989", "GSM362990", "GSM362991", "GSM362992", "GSM362993", "GSM362994", "GSM362995", "GSM362996", "GSM362997", "GSM362998", "GSM362999", "GSM363000", "GSM363001", "GSM363002", "GSM363003", "GSM363004", "GSM363005", "GSM363006", "GSM363007", "GSM363008", "GSM363009", "GSM363010", "GSM363011", "GSM363012", "GSM363013", "GSM363014", "GSM363015", "GSM363016", "GSM363017", "GSM363018", "GSM363019", "GSM363020", "GSM363021", "GSM363022", "GSM363023", "GSM363024", "GSM363025", "GSM363026", "GSM363027", "GSM363028", "GSM363029", "GSM363030", "GSM363031", "GSM363032", "GSM363033", "GSM363034", "GSM363035", "GSM363036", "GSM363037", "GSM363038", "GSM363039", "GSM363040", "GSM363041", "GSM363042", "GSM363043", "GSM363044", "GSM363045", "GSM363046", "GSM363047", "GSM363048", "GSM363049", "GSM363050", "GSM363051", "GSM363052", "GSM363053", "GSM363054", "GSM363055", "GSM363056", "GSM363057", "GSM363058", "GSM363059", "GSM363060", "GSM363061", "GSM363062", "GSM363063", "GSM363064", "GSM363065", "GSM363066", "GSM363067", "GSM363068", "GSM363069", "GSM363070", "GSM363071", "GSM363072", "GSM363073", "GSM363074", "GSM363075", "GSM363076", "GSM363077", "GSM363078", "GSM363079", "GSM363080", "GSM363081", "GSM363082", "GSM363083", "GSM363084", "GSM363085", "GSM363086", "GSM363087", "GSM363088", "GSM363089", "GSM363090", "GSM363091", "GSM363092", "GSM363093", "GSM363094", "GSM363095", "GSM363096", "GSM363097", "GSM363098", "GSM363099", "GSM363100", "GSM363101", "GSM363102", "GSM363103", "GSM363104", "GSM363105", "GSM363106", "GSM363107", "GSM363108", "GSM363109", "GSM363110", "GSM363111", "GSM363112", "GSM363113", "GSM363114", "GSM363115", "GSM363116", "GSM363117", "GSM363118", "GSM363119", "GSM363120", "GSM363121", "GSM363122", "GSM363123", "GSM363124", "GSM363125", "GSM363126", "GSM363127", "GSM363128", "GSM363129", "GSM363130", "GSM363131", "GSM363132", "GSM363133", "GSM363134", "GSM363135", "GSM363136", "GSM363137", "GSM363138", "GSM363139", "GSM363140", "GSM363141", "GSM363142", "GSM363143", "GSM363144", "GSM363145", "GSM363146", "GSM363147", "GSM363148", "GSM363149", "GSM363150", "GSM363151", "GSM363152", "GSM363153", "GSM363154", "GSM363155", "GSM363156", "GSM363157", "GSM363158", "GSM363159", "GSM363160", "GSM363161", "GSM363162", "GSM363163", "GSM363164", "GSM363165", "GSM363166", "GSM363167", "GSM363168", "GSM363169", "GSM363170", "GSM363171", "GSM363172", "GSM363173", "GSM363174", "GSM363175", "GSM363176", "GSM363177", "GSM363178", "GSM363179", "GSM363180", "GSM363181", "GSM363182", "GSM363183", "GSM363184", "GSM363185", "GSM363186", "GSM363187", "GSM363188", "GSM363189", "GSM363190", "GSM363191", "GSM363192", "GSM363193", "GSM363194", "GSM363195", "GSM363196", "GSM363197", "GSM363198", "GSM363199", "GSM363200", "GSM363201", "GSM363202", "GSM363203", "GSM363204", "GSM363205", "GSM363206", "GSM363207", "GSM363208", "GSM363209", "GSM363210", "GSM363211", "GSM363212", "GSM363213", "GSM363214", "GSM363215", "GSM363216", "GSM363217", "GSM363218", "GSM363219", "GSM363220", "GSM363221", "GSM363222", "GSM363223", "GSM363224", "GSM363225", "GSM363226", "GSM363227", "GSM363228", "GSM363229", "GSM363230", "GSM363231", "GSM363232", "GSM363233", "GSM363234", "GSM363235", "GSM363236", "GSM363237", "GSM363238", "GSM363239", "GSM363240", "GSM363241", "GSM363242", "GSM363243", "GSM363244", "GSM363245", "GSM363246", "GSM363247", "GSM363248", "GSM363249", "GSM363250", "GSM363251", "GSM363252", "GSM363253", "GSM363254", "GSM363255", "GSM363256", "GSM363257", "GSM363258", "GSM363259", "GSM363260", "GSM363261", "GSM363262", "GSM363263", "GSM363264", "GSM363265", "GSM363266", "GSM363267", "GSM363268", "GSM363269", "GSM363270", "GSM363271", "GSM363272", "GSM363273", "GSM363274", "GSM363275", "GSM363276", "GSM363277", "GSM363278", "GSM363279", "GSM363280", "GSM363281", "GSM363282", "GSM363283", "GSM363284", "GSM363285", "GSM363286", "GSM363287", "GSM363288", "GSM363289", "GSM363290", "GSM363291", "GSM363292", "GSM363293", "GSM363294", "GSM363295", "GSM363296", "GSM363297", "GSM363298", "GSM363299", "GSM363300", "GSM363301", "GSM363302", "GSM363303", "GSM363304", "GSM363305", "GSM363306", "GSM363307", "GSM363308", "GSM363309", "GSM363310", "GSM363311", "GSM363312", "GSM363313", "GSM363314", "GSM363315", "GSM363316", "GSM363317", "GSM363318", "GSM363319", "GSM363320", "GSM363321", "GSM363322", "GSM363323", "GSM363324", "GSM363325", "GSM363326", "GSM363327", "GSM363328", "GSM363329", "GSM363330", "GSM363331", "GSM363332", "GSM363333", "GSM363334", "GSM363335", "GSM363336", "GSM363337", "GSM363338", "GSM363339", "GSM363340", "GSM363341", "GSM363342", "GSM363343", "GSM363344", "GSM363345", "GSM363346", "GSM363347", "GSM363348", "GSM363349", "GSM363350", "GSM363351", "GSM363352", "GSM363353", "GSM363354", "GSM363355", "GSM363356", "GSM363357", "GSM363358", "GSM363359", "GSM363360", "GSM363361", "GSM363362", "GSM363363", "GSM363364", "GSM363365", "GSM363366", "GSM363367", "GSM363368", "GSM363369", "GSM363370", "GSM363371", "GSM363372", "GSM363373", "GSM363374", "GSM363375", "GSM363376", "GSM363378", "GSM363380", "GSM363381", "GSM363382", "GSM363384", "GSM363386", "GSM363388", "GSM363391", "GSM363393", "GSM363397", "GSM363400", "GSM363402", "GSM363404", "GSM363407", "GSM363417", "GSM363420", "GSM363421", "GSM363422", "GSM363423", "GSM363424", "GSM363425", "GSM363426", "GSM363427", "GSM363428", "GSM363429", "GSM363430", "GSM363431", "GSM363432", "GSM363433", "GSM363434", "GSM363435", "GSM363436", "GSM363437", "GSM363438", "GSM363439", "GSM363440", "GSM363441", "GSM363442", "GSM363443", "GSM363444", "GSM363445", "GSM363446", "GSM363447", "GSM363448", "GSM363449", "GSM363450", "GSM363451", "GSM712532", "GSM712533", "GSM712534", "GSM712535", "GSM712536", "GSM712537", "GSM712538", "GSM712539", "GSM712540", "GSM712541", "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}}, {"id": "data:geo:GSE3500", "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=GSE3500", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE3500", "version": null, "note": "The datasets analyzed in the present study are all available on NCBI GEO (https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi).", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The datasets analyzed in the present study are all available on NCBI GEO (https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi).", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM79784", "GSM79785", "GSM79786", "GSM79787", "GSM79788", "GSM79789", "GSM79790", "GSM79791", "GSM79792", "GSM79793", "GSM79794", "GSM79795", "GSM79796", "GSM79797", "GSM79798", "GSM79799", "GSM79800", "GSM79801", "GSM79802", "GSM79803", "GSM79804", "GSM79805", "GSM79806", "GSM79807", "GSM79808", "GSM79809", "GSM79810", "GSM79811", "GSM79812", "GSM79813", "GSM79814", "GSM79815", "GSM79816", "GSM79817", "GSM79818", "GSM79819", "GSM79820", "GSM79821", "GSM79822", "GSM79823", "GSM79824", "GSM79825", "GSM79826", "GSM79827", "GSM79828", "GSM79829", "GSM79830", "GSM79831", "GSM79832", "GSM79833", "GSM79834", "GSM79835", "GSM79836", "GSM79837", "GSM79838", "GSM79839", "GSM79840", "GSM79841", "GSM79842", "GSM79843", "GSM79844", "GSM79845", "GSM79846", "GSM79847", "GSM79848", "GSM79849", "GSM79850", "GSM79851", "GSM79852", "GSM79853", "GSM79854", "GSM79855", "GSM79856", "GSM79857", "GSM79858", "GSM79859", "GSM79860", "GSM79861", "GSM79862", "GSM79863", "GSM79864", "GSM79865", "GSM79866", "GSM79867", "GSM79868", "GSM79869", "GSM79870", "GSM79871", "GSM79872", "GSM79873", "GSM79874", "GSM79875", "GSM79876", "GSM79877", "GSM79878", "GSM79879", "GSM79880", "GSM79881", "GSM79882", "GSM79883", "GSM79884", "GSM79885", "GSM79886", "GSM79887", "GSM79888", "GSM79889", "GSM79890", "GSM79891", "GSM79892", "GSM79893", "GSM79894", "GSM79895", "GSM79896", "GSM79897", "GSM79898", "GSM79899", "GSM79900", "GSM79901", "GSM79902", "GSM79903", "GSM79904", "GSM79905", "GSM79906", "GSM79907", "GSM79908", "GSM79909", "GSM79910", "GSM79911", "GSM79912", "GSM79913", "GSM79914", "GSM79915", "GSM79916", "GSM79917", "GSM79918", "GSM79919", "GSM79920", "GSM79921", "GSM79922", "GSM79923", "GSM79924", "GSM79925", "GSM79926", "GSM79927", "GSM79928", "GSM79929", "GSM79930", "GSM79931", "GSM79932", "GSM79933", "GSM79934", "GSM79935", "GSM79936", "GSM79937", "GSM79938", "GSM79939", "GSM79940", "GSM79941", "GSM79942", "GSM79943", "GSM79944", "GSM79945", "GSM79946", "GSM79947", "GSM79948", "GSM79949", "GSM79950", "GSM79951", "GSM79952", "GSM79953", "GSM79954", "GSM79955", "GSM79956", "GSM79957", "GSM79958", "GSM79959", "GSM79960", "GSM79961", "GSM79962", "GSM79963", "GSM79964", "GSM79965", "GSM79966", "GSM79967", "GSM79968", "GSM79969", "GSM79970", "GSM79971", "GSM79972", "GSM79973", "GSM79974", "GSM79975", "GSM79976", "GSM79977", "GSM79978", "GSM79979", "GSM79980", "GSM79981", "GSM79982", "GSM79983", "GSM79984", "GSM79985", "GSM79986", "GSM79987", "GSM79988", "GSM79989", "GSM79990"], "sample_count": 207, "group_sizes": null, "group_sizes_basis": null, "platform": "3009;2906;2935;3007;2938;2649;3010;3008;3011;2831;2948;2868;2648", "taxon": "Homo sapiens", "title": "Gene expression patterns in human liver cancers", "resolution_checked_at": "2026-11-01T15:39:54Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"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 analyzed in the present study are all available on NCBI GEO (https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi).", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The datasets analyzed in the present study are all available on NCBI GEO (https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi).", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM2011285", "GSM2011286", "GSM2011287", "GSM2011288", "GSM2011289", "GSM2011290", "GSM2011291", "GSM2011292", "GSM2011293", "GSM2011294", "GSM2011295", "GSM2011296", "GSM2011297", "GSM2011298", "GSM2011299", "GSM2011300", "GSM2011301", "GSM2011302", "GSM2011303", "GSM2011304", "GSM2011305", "GSM2011306", "GSM2011307", "GSM2011308", "GSM2011309", "GSM2011310", "GSM2011311", "GSM2011312", "GSM2011313", "GSM2011314", "GSM2011315", "GSM2011316", "GSM2011317", "GSM2011318", "GSM2011319", "GSM2011320", "GSM2011321", "GSM2011322", "GSM2011323", "GSM2011324", "GSM2011325", "GSM2011326", "GSM2011327", "GSM2011328", "GSM2011329", "GSM2011330", "GSM2011331", "GSM2011332", "GSM2011333", "GSM2011334", "GSM2011335", "GSM2011336", "GSM2011337", "GSM2011338", "GSM2011339", "GSM2011340", "GSM2011341", "GSM2011342", "GSM2011343", "GSM2011344", "GSM2011345", "GSM2011346", "GSM2011347", "GSM2011348", "GSM2011349", "GSM2011350", "GSM2011351", "GSM2011352", "GSM2011353", "GSM2011354", "GSM2011355", "GSM2011356", "GSM2011357", "GSM2011358", "GSM2011359", "GSM2011360", "GSM2011361", "GSM2011362", "GSM2011363", "GSM2011364", "GSM2011365", "GSM2011366", "GSM2011367", "GSM2011368", "GSM2011369", "GSM2011370", "GSM2011371", "GSM2011372", "GSM2011373", "GSM2011374", "GSM2011375", "GSM2011376", "GSM2011377", "GSM2011378", "GSM2011379", "GSM2011380", "GSM2011381", "GSM2011382", "GSM2011383", "GSM2011384", "GSM2011385", "GSM2011386", "GSM2011387", "GSM2011388", "GSM2011389", "GSM2011390", "GSM2011391", "GSM2011392", "GSM2011393", "GSM2011394", "GSM2011395", "GSM2011396", "GSM2011397", "GSM2011398", "GSM2011399", "GSM2011400", "GSM2011401", "GSM2011402", "GSM2011403", "GSM2011404", "GSM2011405", "GSM2011406", "GSM2011407", "GSM2011408", "GSM2011409", "GSM2011410", "GSM2011411", "GSM2011412", "GSM2011413", "GSM2011414", "GSM2011415", "GSM2011416", "GSM2011417", "GSM2011418", "GSM2011419", "GSM2011420", "GSM2011421", "GSM2011422", "GSM2011423", "GSM2011424", "GSM2011425", "GSM2011426", "GSM2011427", "GSM2011428", "GSM2011429", "GSM2011430", "GSM2011431", "GSM2011432", "GSM2011433", "GSM2011434", "GSM2011435", "GSM2011436", "GSM2011437", "GSM2011438", "GSM2011439", "GSM2011440", "GSM2011441", "GSM2011442", "GSM2011443", "GSM2011444", "GSM2011445", "GSM2011446", "GSM2011447", "GSM2011448", "GSM2011449", "GSM2011450", "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}}, {"id": "data:geo:GSE84402", "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=GSE84402", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE84402", "version": null, "note": "The datasets analyzed in the present study are all available on NCBI GEO (https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi).", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The datasets analyzed in the present study are all available on NCBI GEO (https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi).", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM2233086", "GSM2233087", "GSM2233088", "GSM2233089", "GSM2233090", "GSM2233091", "GSM2233092", "GSM2233093", "GSM2233094", "GSM2233095", "GSM2233096", "GSM2233097", "GSM2233098", "GSM2233099", "GSM2233100", "GSM2233101", "GSM2233102", "GSM2233103", "GSM2233104", "GSM2233105", "GSM2233106", "GSM2233107", "GSM2233108", "GSM2233109", "GSM2233110", "GSM2233111", "GSM2233112", "GSM2233113"], "sample_count": 28, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "Expression data from human hepatocellular carcinoma tissues and the correponding non-cancerous tissues", "resolution_checked_at": "2026-11-01T15:39:55Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "asset:table:pmid:31186759:1", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:6fe5edaf1d9a99a4f565bafcb055f8028a0f2ba77dfbb60aecef8aa642e0885a", "bytes": 1326, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[4]/table-wrap[1]#tI-ol-0-0-10232", "version": null, "note": "Detailed information of the datasets in GEO and TCGA patients.", "structure": {"pmcid": "PMC6507459", "section_index": 4, "section_title": "Microarray data information", "row_count": 9, "column_count": 6}, "table": {"label": "Table I.", "caption": "Detailed information of the datasets in GEO and TCGA patients.", "rows": [["GEO ID", "GSE14520", "GSE3500", "GSE76427", "GSE84402", "TCGA"], ["Total no. of patients", "22", "82", "Not mentioned", "14", "371"], ["Total no. of samples", "132", "193", "167", "14", "373"], ["No. of non-tumor samples", "66 (paired non-tumor samples)", "74 (non-tumor samples)", "52 (adjacent non-tumor tissues)", "14 (>5 cm laterally from the edge of the cancerous) region", "42 (healthy tissues)"], ["No. of primary HCC samples", "66 (tumor samples)", "102 (tumor samples from HBV+ patients)", "115 (primary tumor tissues)", "14 (percentage of tumor cells >70%)", "84 (tumor samples)"], ["Tumor types", "Hepatocellular carcinoma", "Hepatocellular carcinoma", "Hepatocellular carcinoma", "Hepatocellular carcinoma", "Hepatocellular carcinoma"], ["Grading of tumors (TNM stage)", "No subdivision", "No subdivision", "No subdivision", "No subdivision", "Stage II"], ["Pathological grade", "No subdivision", "No subdivision", "No subdivision", "No subdivision", "No subdivision"], ["Comment", "N.A.", "N.A.", "Percentage of HCC patients with HBV infection and cirrhosis were 46% and 54%.", "N.A.", "Using CRN (Cancer RNA-Seq Nexus tool) for analysis."]], "row_count": 9, "column_count": 6, "numeric_cells": 24, "header_rows": 1, "locator": "section[4]/table-wrap[1]#tI-ol-0-0-10232"}}], "gaps": ["asset:data:geo:GSE14520 not downloaded", "asset:data:geo:GSE14520 licence not read", "asset:data:geo:GSE3500 not downloaded", "asset:data:geo:GSE3500 licence not read", "asset:data:geo:GSE76427 not downloaded", "asset:data:geo:GSE76427 licence not read", "asset:data:geo:GSE84402 not downloaded", "asset:data:geo:GSE84402 licence not read"]}, "analysis": {"state": "complete", "methods": [{"id": "method-1", "family": "survival_analysis", "specific": "kaplan_meier", "label": "Survival analysis", "dsl_operations": ["survival_km"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["time_to_event_with_censoring"], "evidence": {"score": 1.0, "band": "verbatim", "quote": "Survival analysis of patients with high expression of candidate DEGs in TCGA HCC data was performed using Kaplan-Meier estimator survival curves with several clinicopathological characteristics taken into consideration, including sex and pathological stage. Data was obtained from cBioPortal (http://www.cbioportal.org) and Kaplan-Meier Plotter (http://kmplot.com/analysis/) was used for analysis."}}, {"id": "method-2", "family": "survival_analysis", "specific": "log_rank_test", "label": "Survival analysis", "dsl_operations": ["logrank_test"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["time_to_event_with_censoring"], "evidence": {"score": 0.8, "band": "high", "quote": "log-rank"}}], "targets": [], "gaps": []}, "capability": {"state": "complete", "requirements": [{"capability_id": "capability:computational_analysis", "label": "Computational analysis platform", "assay_families": ["meta_analysis", "machine_learning", "survival_analysis", "statistical_regression", "pca", "molecular_docking", "network_analysis", "differential_expression", "gwas"], "availability_state": "owned", "tier_unlocked": "R1", "candidate": "Automated Assays Laravel application and simulated adapters"}], "gaps": []}, "readiness": {"state": "complete", "tier": "R1", "blocking_axis": "none", "blocked_on": "nothing:replicable_now", "axes": {"method": {"tier": "R1", "expressible": true, "required_operations": ["survival_km"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: kaplan_meier."}, "capability": {"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": {"tier": "R1", "reachable": true, "accessions": ["GSE76427", "GSE84402", "GSE14520", "GSE3500"], "resolved_accessions": ["GSE76427", "GSE84402", "GSE14520", "GSE3500"], "statements": ["The datasets analyzed in the present study are all available on NCBI GEO (https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi)."], "basis": "The paper names GSE76427, GSE84402, GSE14520, GSE3500 in Gene Expression Omnibus (GEO) and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["survival_km"], "assets": ["source:pmid:31186759", "data:geo:GSE14520", "asset:table:pmid:31186759:1"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE14520"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-10-31T18:14:59Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 3, "usage": {"prompt_tokens": 27668, "completion_tokens": 2750, "cached_tokens": 784}}, "human_critique": null, "stages": [{"id": "extraction", "state": "complete", "reader": "MiniMax-M3.1-Flash", "provider": "minimax"}], "gaps": ["review.independent_reader", "review.machine_critique", "review.human_critique"]}, "execution": {"state": "absent", "status": "not_run", "mode": null, "runs": [], "gaps": ["execution.not_run"]}, "provenance": {"entities": [{"id": "pmid:31186759", "type": "paper", "label": "pmid:31186759"}, {"id": "source:pmid:31186759", "type": "manuscript", "label": "PMID 31186759 full text"}, {"id": "data:geo:GSE14520", "type": "dataset", "label": "GEO GSE14520"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:31186759", "type": "paper", "label": "pmid:31186759"}, {"id": "source:pmid:31186759", "type": "manuscript", "label": "PMID 31186759 full text"}, {"id": "data:geo:GSE14520", "type": "dataset", "label": "GEO GSE14520"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-31186759", "type": "extraction", "used": ["source:pmid:31186759"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE14520", "type": "accession_resolution", "used": ["data:geo:GSE14520"], "agent": "agent:corpus-assay-engine"}], "agents": [{"id": "agent:corpus-assay-engine", "type": "software", "label": "Corpus assay engine"}, {"id": "agent:minimax-reader", "type": "software", "label": "MiniMax literature reader"}], "source_run_id": "reading-sci-2026-11-01", "dsl_catalogue_fingerprint": "343fb30756ba6ec3", "capability_table_fingerprint": "2cb3e42f047d2ecf", "snapshot_id": "ba34b49490d9bfaf"}, "lineage": {"parent_id": "pmid:31186759", "parent_hash": "sha256:7d8c8f938ecec1a9e48686f8fae62f0b81b57d9be2e6ecae6797c819df48d904", "fork_of": null, "generation": 5}, "gaps": ["asset:data:geo:GSE14520 licence not read", "asset:data:geo:GSE14520 not downloaded", "asset:data:geo:GSE3500 licence not read", "asset:data:geo:GSE3500 not downloaded", "asset:data:geo:GSE76427 licence not read", "asset:data:geo:GSE76427 not downloaded", "asset:data:geo:GSE84402 licence not read", "asset:data:geo:GSE84402 not downloaded", "execution.not_run", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "data_generation", "definition_id": "apoptosis_assay", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.69, "evidence": ["molecular functions, including regulation of apoptosis, stabilization of p53 and Anaphase Promoting"], "order_basis": "paper_text_order:974", "id": "assay:1"}, {"role": "analysis", "definition_id": "survival_analysis", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["survival_km"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 1.0, "evidence": ["Survival analysis of patients with high expression of candidate DEGs in TCGA HCC data was performed using Kaplan-Meier estimator survival curves with several clinicopathological characteristics taken into consideration, including sex and pathological stage. Data was obtained from cBioPortal (http://www.cbioportal.org) and Kaplan-Meier Plotter (http://kmplot.com/analysis/) was used for analysis."], "order_basis": "consumes_earlier_output", "id": "assay:2"}]}