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

pmid:32337237

The Oncogenic Role of CENPA in Hepatocellular Carcinoma Development: Evidence from Bioinformatic Analysis.

Yuan Zhang · Lei Yang · Jia Shi · Yunfei Lu · Xiaorong Chen · Zongguo Yang

BioMed research international · 2020 doi:10.1155/2020/3040839

Paper

complete

Experiment

complete

Data

partial

Analysis

partial

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:32337237
kind
science-record
content_hash
sha256:089ebe4993add986de0a614cdc97dfccaecaa70a5cbf809e7ac2e340846a8d5f
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T15:41:00Z
updated_at
2026-11-01T22:01:33Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
The Oncogenic Role of CENPA in Hepatocellular Carcinoma Development: Evidence from Bioinformatic Analysis.
doi
10.1155/2020/3040839
pmid
32337237
authors array · 6 items
[0]
Yuan Zhang
[1]
Lei Yang
[2]
Jia Shi
[3]
Yunfei Lu
[4]
Xiaorong Chen
[5]
Zongguo Yang
journal
BioMed research international
year
2020
abstract
OBJECTIVE: This study is aimed at investigating the predictive value of CENPA in hepatocellular carcinoma (HCC) development. METHODS: Using integrated bioinformatic analysis, we evaluated the CENPA mRNA expression in tumor and adjacent tissues and correlated it with HCC survival and clinicopathological features. A Cox regression hazard model was also performed. RESULTS: CENPA mRNA was significantly upregulated in tumor tissues compared with that in adjacent tissues, which were validated in The Cancer Genome Atlas (TCGA) and Gene Expression Omnibus (GEO) series (all P < 0.01). In the Kaplan-Meier plotter platform, the high level of CENPA mRNA was significantly correlated with overall survival (OS), disease-free survival (DFS), recurrence-free survival (RFS), and progression-free survival (PFS) in HCC patients (all log rank P < 0.01). For validation in GSE14520 and pan-TCGA dataset, HCC patients with CNEPA mRNA overexpression had poor OS compared with those with low CENPA mRNA (log rank P = 0.025 and P < 0.0001, respectively), and those with high CENPA had poor DFS in TCGA (log rank P = 0.0001). Additionally, CENPA mRNA were upregulated in HCC patients with alpha-fetoprotein (AFP) elevation, advanced TNM stage, larger tumor size, advanced AJCC stage, advanced pathology grade, and vascular invasion (all P < 0.05). A Cox regression model including CENPA, OIP5, and AURKB could predict OS in HCC patients effectively (AUC = 0.683). CONCLUSION: Overexpressed in tumors, CENPA might be an oncogenic factor in the development of HCC patients.
claims array · 2 items
[0] object · 6 fields
id
claim-method
statement
Two patient groups were compared by the Kaplan-Meier survival plot and the hazard ratio (HR) with 95% confidence intervals (CI), and log rank P value was calculated.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:32337237
locator
sections[4] "2.2. Survival Analysis" paragraph 2
quote
Two patient groups were compared by the Kaplan-Meier survival plot and the hazard ratio (HR) with 95% confidence intervals (CI), and log rank P value was calculated.
state
complete
[1] object · 6 fields
id
claim-data-access
statement
The data used to support the findings of this study are available from the corresponding author upon request.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:32337237
locator
sections[16] "Data Availability" paragraph 2
quote
The data used to support the findings of this study are available from the corresponding author upon request.
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:32337237
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 · 7 items
[0] object · 15 fields
id
source:pmid:32337237
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.1155/2020/3040839
sha256
sha256:1ff20e41ca540d1069f9c6763696bacf026009334d72631a06ad286c317ad684
bytes
23816
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.1155/2020/3040839
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
PMC7168693
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 data used to support the findings of this study are available from the corresponding author upon request.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The data used to support the findings of this study are available from the corresponding author upon request.
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:GSE36376
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=GSE36376
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE36376
version
null
note
The data used to support the findings of this study are available from the corresponding author upon request.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The data used to support the findings of this study are available from the corresponding author upon request.
access_statement_kind
data_availability_statement
sample_accessions array · 433 items
[0]
GSM890128
[1]
GSM890129
[2]
GSM890130
[3]
GSM890131
[4]
GSM890132
[5]
GSM890133
[6]
GSM890134
[7]
GSM890135
[8]
GSM890136
[9]
GSM890137
[10]
GSM890138
[11]
GSM890139
[12]
GSM890140
[13]
GSM890141
[14]
GSM890142
[15]
GSM890143
[16]
GSM890144
[17]
GSM890145
[18]
GSM890146
[19]
GSM890147
[20]
GSM890148
[21]
GSM890149
[22]
GSM890150
[23]
GSM890151
[24]
GSM890152
[25]
GSM890153
[26]
GSM890154
[27]
GSM890155
[28]
GSM890156
[29]
GSM890157
[30]
GSM890158
[31]
GSM890159
[32]
GSM890160
[33]
GSM890161
[34]
GSM890162
[35]
GSM890163
[36]
GSM890164
[37]
GSM890165
[38]
GSM890166
[39]
GSM890167
[40]
GSM890168
[41]
GSM890169
[42]
GSM890170
[43]
GSM890171
[44]
GSM890172
[45]
GSM890173
[46]
GSM890174
[47]
GSM890175
[48]
GSM890176
[49]
GSM890177
[50]
GSM890178
[51]
GSM890179
[52]
GSM890180
[53]
GSM890181
[54]
GSM890182
[55]
GSM890183
[56]
GSM890184
[57]
GSM890185
[58]
GSM890186
[59]
GSM890187
[60]
GSM890188
[61]
GSM890189
[62]
GSM890190
[63]
GSM890191
[64]
GSM890192
[65]
GSM890193
[66]
GSM890194
[67]
GSM890195
[68]
GSM890196
[69]
GSM890197
[70]
GSM890198
[71]
GSM890199
[72]
GSM890200
[73]
GSM890201
[74]
GSM890202
[75]
GSM890203
[76]
GSM890204
[77]
GSM890205
[78]
GSM890206
[79]
GSM890207
[80]
GSM890208
[81]
GSM890209
[82]
GSM890210
[83]
GSM890211
[84]
GSM890212
[85]
GSM890213
[86]
GSM890214
[87]
GSM890215
[88]
GSM890216
[89]
GSM890217
[90]
GSM890218
[91]
GSM890219
[92]
GSM890220
[93]
GSM890221
[94]
GSM890222
[95]
GSM890223
[96]
GSM890224
[97]
GSM890225
[98]
GSM890226
[99]
GSM890227
[100]
GSM890228
[101]
GSM890229
[102]
GSM890230
[103]
GSM890231
[104]
GSM890232
[105]
GSM890233
[106]
GSM890234
[107]
GSM890235
[108]
GSM890236
[109]
GSM890237
[110]
GSM890238
[111]
GSM890239
[112]
GSM890240
[113]
GSM890241
[114]
GSM890242
[115]
GSM890243
[116]
GSM890244
[117]
GSM890245
[118]
GSM890246
[119]
GSM890247
[120]
GSM890248
[121]
GSM890249
[122]
GSM890250
[123]
GSM890251
[124]
GSM890252
[125]
GSM890253
[126]
GSM890254
[127]
GSM890255
[128]
GSM890256
[129]
GSM890257
[130]
GSM890258
[131]
GSM890259
[132]
GSM890260
[133]
GSM890261
[134]
GSM890262
[135]
GSM890263
[136]
GSM890264
[137]
GSM890265
[138]
GSM890266
[139]
GSM890267
[140]
GSM890268
[141]
GSM890269
[142]
GSM890270
[143]
GSM890271
[144]
GSM890272
[145]
GSM890273
[146]
GSM890274
[147]
GSM890275
[148]
GSM890276
[149]
GSM890277
[150]
GSM890278
[151]
GSM890279
[152]
GSM890280
[153]
GSM890281
[154]
GSM890282
[155]
GSM890283
[156]
GSM890284
[157]
GSM890285
[158]
GSM890286
[159]
GSM890287
[160]
GSM890288
[161]
GSM890289
[162]
GSM890290
[163]
GSM890291
[164]
GSM890292
[165]
GSM890293
[166]
GSM890294
[167]
GSM890295
[168]
GSM890296
[169]
GSM890297
[170]
GSM890298
[171]
GSM890299
[172]
GSM890300
[173]
GSM890301
[174]
GSM890302
[175]
GSM890303
[176]
GSM890304
[177]
GSM890305
[178]
GSM890306
[179]
GSM890307
[180]
GSM890308
[181]
GSM890309
[182]
GSM890310
[183]
GSM890311
[184]
GSM890312
[185]
GSM890313
[186]
GSM890314
[187]
GSM890315
[188]
GSM890316
[189]
GSM890317
[190]
GSM890318
[191]
GSM890319
[192]
GSM890320
[193]
GSM890321
[194]
GSM890322
[195]
GSM890323
[196]
GSM890324
[197]
GSM890325
[198]
GSM890326
[199]
GSM890327
[200]
GSM890328
[201]
GSM890329
[202]
GSM890330
[203]
GSM890331
[204]
GSM890332
[205]
GSM890333
[206]
GSM890334
[207]
GSM890335
[208]
GSM890336
[209]
GSM890337
[210]
GSM890338
[211]
GSM890339
[212]
GSM890340
[213]
GSM890341
[214]
GSM890342
[215]
GSM890343
[216]
GSM890344
[217]
GSM890345
[218]
GSM890346
[219]
GSM890347
[220]
GSM890348
[221]
GSM890349
[222]
GSM890350
[223]
GSM890351
[224]
GSM890352
[225]
GSM890353
[226]
GSM890354
[227]
GSM890355
[228]
GSM890356
[229]
GSM890357
[230]
GSM890358
[231]
GSM890359
[232]
GSM890360
[233]
GSM890361
[234]
GSM890362
[235]
GSM890363
[236]
GSM890364
[237]
GSM890365
[238]
GSM890366
[239]
GSM890367
[240]
GSM890368
[241]
GSM890369
[242]
GSM890370
[243]
GSM890371
[244]
GSM890372
[245]
GSM890373
[246]
GSM890374
[247]
GSM890375
[248]
GSM890376
[249]
GSM890377
[250]
GSM890378
[251]
GSM890379
[252]
GSM890380
[253]
GSM890381
[254]
GSM890382
[255]
GSM890383
[256]
GSM890384
[257]
GSM890385
[258]
GSM890386
[259]
GSM890387
[260]
GSM890388
[261]
GSM890389
[262]
GSM890390
[263]
GSM890391
[264]
GSM890392
[265]
GSM890393
[266]
GSM890394
[267]
GSM890395
[268]
GSM890396
[269]
GSM890397
[270]
GSM890398
[271]
GSM890399
[272]
GSM890400
[273]
GSM890401
[274]
GSM890402
[275]
GSM890403
[276]
GSM890404
[277]
GSM890405
[278]
GSM890406
[279]
GSM890407
[280]
GSM890408
[281]
GSM890409
[282]
GSM890410
[283]
GSM890411
[284]
GSM890412
[285]
GSM890413
[286]
GSM890414
[287]
GSM890415
[288]
GSM890416
[289]
GSM890417
[290]
GSM890418
[291]
GSM890419
[292]
GSM890420
[293]
GSM890421
[294]
GSM890422
[295]
GSM890423
[296]
GSM890424
[297]
GSM890425
[298]
GSM890426
[299]
GSM890427
[300]
GSM890428
[301]
GSM890429
[302]
GSM890430
[303]
GSM890431
[304]
GSM890432
[305]
GSM890433
[306]
GSM890434
[307]
GSM890435
[308]
GSM890436
[309]
GSM890437
[310]
GSM890438
[311]
GSM890439
[312]
GSM890440
[313]
GSM890441
[314]
GSM890442
[315]
GSM890443
[316]
GSM890444
[317]
GSM890445
[318]
GSM890446
[319]
GSM890447
[320]
GSM890448
[321]
GSM890449
[322]
GSM890450
[323]
GSM890451
[324]
GSM890452
[325]
GSM890453
[326]
GSM890454
[327]
GSM890455
[328]
GSM890456
[329]
GSM890457
[330]
GSM890458
[331]
GSM890459
[332]
GSM890460
[333]
GSM890461
[334]
GSM890462
[335]
GSM890463
[336]
GSM890464
[337]
GSM890465
[338]
GSM890466
[339]
GSM890467
[340]
GSM890468
[341]
GSM890469
[342]
GSM890470
[343]
GSM890471
[344]
GSM890472
[345]
GSM890473
[346]
GSM890474
[347]
GSM890475
[348]
GSM890476
[349]
GSM890477
[350]
GSM890478
[351]
GSM890479
[352]
GSM890480
[353]
GSM890481
[354]
GSM890482
[355]
GSM890483
[356]
GSM890484
[357]
GSM890485
[358]
GSM890486
[359]
GSM890487
[360]
GSM890488
[361]
GSM890489
[362]
GSM890490
[363]
GSM890491
[364]
GSM890492
[365]
GSM890493
[366]
GSM890494
[367]
GSM890495
[368]
GSM890496
[369]
GSM890497
[370]
GSM890498
[371]
GSM890499
[372]
GSM890500
[373]
GSM890501
[374]
GSM890502
[375]
GSM890503
[376]
GSM890504
[377]
GSM890505
[378]
GSM890506
[379]
GSM890507
[380]
GSM890508
[381]
GSM890509
[382]
GSM890510
[383]
GSM890511
[384]
GSM890512
[385]
GSM890513
[386]
GSM890514
[387]
GSM890515
[388]
GSM890516
[389]
GSM890517
[390]
GSM890518
[391]
GSM890519
[392]
GSM890520
[393]
GSM890521
[394]
GSM890522
[395]
GSM890523
[396]
GSM890524
[397]
GSM890525
[398]
GSM890526
[399]
GSM890527
[400]
GSM890528
[401]
GSM890529
[402]
GSM890530
[403]
GSM890531
[404]
GSM890532
[405]
GSM890533
[406]
GSM890534
[407]
GSM890535
[408]
GSM890536
[409]
GSM890537
[410]
GSM890538
[411]
GSM890539
[412]
GSM890540
[413]
GSM890541
[414]
GSM890542
[415]
GSM890543
[416]
GSM890544
[417]
GSM890545
[418]
GSM890546
[419]
GSM890547
[420]
GSM890548
[421]
GSM890549
[422]
GSM890550
[423]
GSM890551
[424]
GSM890552
[425]
GSM890553
[426]
GSM890554
[427]
GSM890555
[428]
GSM890556
[429]
GSM890557
[430]
GSM890558
[431]
GSM890559
[432]
GSM890560
sample_count
433
group_sizes
null
group_sizes_basis
null
platform
10558
taxon
Homo sapiens
title
Gene Expression Profiles of both tumor and adjacent non-tumor liver Identify Hepatocellular Carcinoma Patients at High Risk of Recurrence after Curative Hepatectomy
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: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 data used to support the findings of this study are available from the corresponding author upon request.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The data used to support the findings of this study are available from the corresponding author upon request.
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
[4] object · 15 fields
id
data:geo:GSE74656
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=GSE74656
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE74656
version
null
note
The data used to support the findings of this study are available from the corresponding author upon request.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The data used to support the findings of this study are available from the corresponding author upon request.
access_statement_kind
data_availability_statement
sample_accessions array · 15 items
[0]
GSM1924913
[1]
GSM1924914
[2]
GSM1924915
[3]
GSM1924916
[4]
GSM1924917
[5]
GSM1924918
[6]
GSM1924919
[7]
GSM1924920
[8]
GSM1924921
[9]
GSM1924922
[10]
GSM1924923
[11]
GSM1924924
[12]
GSM1924925
[13]
GSM1924926
[14]
GSM1924927
sample_count
15
group_sizes
null
group_sizes_basis
null
platform
16043
taxon
Homo sapiens
title
Gene expression profiling of Human Hepatocellular Carcinoma 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 · 15 fields
id
data:geo:GSE77314
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=GSE77314
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE77314
version
null
note
The data used to support the findings of this study are available from the corresponding author upon request.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The data used to support the findings of this study are available from the corresponding author upon request.
access_statement_kind
data_availability_statement
sample_accessions array · 100 items
[0]
GSM2049057
[1]
GSM2049058
[2]
GSM2049059
[3]
GSM2049060
[4]
GSM2049061
[5]
GSM2049062
[6]
GSM2049063
[7]
GSM2049064
[8]
GSM2049065
[9]
GSM2049066
[10]
GSM2049067
[11]
GSM2049068
[12]
GSM2049069
[13]
GSM2049070
[14]
GSM2049071
[15]
GSM2049072
[16]
GSM2049073
[17]
GSM2049074
[18]
GSM2049075
[19]
GSM2049076
[20]
GSM2049077
[21]
GSM2049078
[22]
GSM2049079
[23]
GSM2049080
[24]
GSM2049081
[25]
GSM2049082
[26]
GSM2049083
[27]
GSM2049084
[28]
GSM2049085
[29]
GSM2049086
[30]
GSM2049087
[31]
GSM2049088
[32]
GSM2049089
[33]
GSM2049090
[34]
GSM2049091
[35]
GSM2049092
[36]
GSM2049093
[37]
GSM2049094
[38]
GSM2049095
[39]
GSM2049096
[40]
GSM2049097
[41]
GSM2049098
[42]
GSM2049099
[43]
GSM2049100
[44]
GSM2049101
[45]
GSM2049102
[46]
GSM2049103
[47]
GSM2049104
[48]
GSM2049105
[49]
GSM2049106
[50]
GSM2049107
[51]
GSM2049108
[52]
GSM2049109
[53]
GSM2049110
[54]
GSM2049111
[55]
GSM2049112
[56]
GSM2049113
[57]
GSM2049114
[58]
GSM2049115
[59]
GSM2049116
[60]
GSM2049117
[61]
GSM2049118
[62]
GSM2049119
[63]
GSM2049120
[64]
GSM2049121
[65]
GSM2049122
[66]
GSM2049123
[67]
GSM2049124
[68]
GSM2049125
[69]
GSM2049126
[70]
GSM2049127
[71]
GSM2049128
[72]
GSM2049129
[73]
GSM2049130
[74]
GSM2049131
[75]
GSM2049132
[76]
GSM2049133
[77]
GSM2049134
[78]
GSM2049135
[79]
GSM2049136
[80]
GSM2049137
[81]
GSM2049138
[82]
GSM2049139
[83]
GSM2049140
[84]
GSM2049141
[85]
GSM2049142
[86]
GSM2049143
[87]
GSM2049144
[88]
GSM2049145
[89]
GSM2049146
[90]
GSM2049147
[91]
GSM2049148
[92]
GSM2049149
[93]
GSM2049150
[94]
GSM2049151
[95]
GSM2049152
[96]
GSM2049153
[97]
GSM2049154
[98]
GSM2049155
[99]
GSM2049156
sample_count
100
group_sizes
null
group_sizes_basis
null
platform
9052
taxon
Homo sapiens
title
RNA-seq of 50 paired hepatocellular carcinoma
resolution_checked_at
2026-11-01T15:39:55Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[6] object · 16 fields
id
asset:table:pmid:32337237:1
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:f1ef2da88b1e3d68b1b9f86176434205628f2c57de18dee0a129b4592a6c69d8
bytes
760
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[3]/table-wrap[1]#tab1
version
null
note
Details of GEO series included in this analysis.
structure object · 5 fields
pmcid
PMC7168693
section_index
3
section_title
2.1. Microarray Data
row_count
6
column_count
5
table object · 8 fields
label
Table 1
caption
Details of GEO series included in this analysis.
rows array · 6 items
[0] array · 5 items
[0]
GEO series
[1]
Contributor(s)
[2]
Tumor
[3]
Nontumor
[4]
Platform
[1] array · 5 items
[0]
GSE14520
[1]
Roessler S et al., 2009
[2]
222
[3]
212
[4]
Affymetrix Human Genome U133A 2.0 Array/Affymetrix HT Human Genome U133A Array
[2] array · 5 items
[0]
GSE36376
[1]
Park CK, 2012
[2]
240
[3]
193
[4]
Illumina HumanHT-12 V4.0 expression beadchip
[3] array · 5 items
[0]
GSE60502
[1]
Kao KJ, 2014
[2]
18
[3]
18
[4]
Affymetrix Human Genome U133A Array
[4] array · 5 items
[0]
GSE74656
[1]
Yin H, 2015
[2]
5
[3]
5
[4]
GeneChip® PrimeView™ Human Gene Expression Array (with external spike-in RNAs)
[5] array · 5 items
[0]
GSE77314
[1]
Hou G et al., 2016
[2]
50
[3]
50
[4]
Illumina Genome Analyzer (Homo sapiens)
locator
section[3]/table-wrap[1]#tab1
gaps array · 10 items
[0]
asset:data:geo:GSE14520 not downloaded
[1]
asset:data:geo:GSE14520 licence not read
[2]
asset:data:geo:GSE36376 not downloaded
[3]
asset:data:geo:GSE36376 licence not read
[4]
asset:data:geo:GSE60502 not downloaded
[5]
asset:data:geo:GSE60502 licence not read
[6]
asset:data:geo:GSE74656 not downloaded
[7]
asset:data:geo:GSE74656 licence not read
[8]
asset:data:geo:GSE77314 not downloaded
[9]
asset:data:geo:GSE77314 licence not read
analysis object · 4 fields
state
partial
methods array · 4 items
[0] object · 10 fields
id
method-1
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
1
band
verbatim
quote
Two patient groups were compared by the Kaplan-Meier survival plot and the hazard ratio (HR) with 95% confidence intervals (CI), and log rank P value was calculated.
[1] object · 10 fields
id
method-2
family
group_comparison
specific
student_t_test
label
Group comparison
dsl_operations array · 0 items
missing_operations array · 1 item
[0]
student_t
expressible
false
parameters object · 0 fields
data_shapes array · 1 item
[0]
two_or_more_groups_continuous
evidence object · 3 fields
score
0.8
band
high
quote
Student's t-test
[2] object · 10 fields
id
method-3
family
survival_analysis
specific
kaplan_meier
label
Survival analysis
dsl_operations array · 1 item
[0]
survival_km
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
time_to_event_with_censoring
evidence object · 3 fields
score
0.7
band
medium
quote
Kaplan-Meier
[3] object · 10 fields
id
method-4
family
survival_analysis
specific
cox_proportional_hazards
label
Survival analysis
dsl_operations array · 1 item
[0]
cox_ph
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
time_to_event_with_censoring
evidence object · 3 fields
score
0.7
band
medium
quote
Cox regression
targets array · 0 items
gaps array · 1 item
[0]
method.reader_differs_from_extractor
capability object · 3 fields
state
complete
requirements array · 1 item
[0] object · 6 fields
capability_id
capability:computational_analysis
label
Computational analysis platform
assay_families array · 9 items
[0]
meta_analysis
[1]
machine_learning
[2]
survival_analysis
[3]
statistical_regression
[4]
pca
[5]
molecular_docking
[6]
network_analysis
[7]
differential_expression
[8]
gwas
candidate
Automated Assays Laravel application and simulated adapters
gaps array · 0 items
readiness object · 8 fields
state
complete
tier
R1
blocked_on
nothing:replicable_now
axes object · 3 fields
method object · 5 fields
tier
R1
expressible
true
required_operations array · 1 item
[0]
logrank_test
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: 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
true
accessions array · 5 items
[0]
GSE36376
[1]
GSE60502
[2]
GSE74656
[3]
GSE77314
[4]
GSE14520
resolved_accessions array · 5 items
[0]
GSE36376
[1]
GSE60502
[2]
GSE74656
[3]
GSE77314
[4]
GSE14520
statements array · 1 item
[0]
The data used to support the findings of this study are available from the corresponding author upon request.
basis
The paper names GSE36376, GSE60502, GSE74656, GSE77314, GSE14520 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]
logrank_test
assets array · 3 items
[0]
source:pmid:32337237
[1]
data:geo:GSE14520
[2]
asset:table:pmid:32337237:1
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
2026-10-31T18:19:37Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
3
usage object · 3 fields
prompt_tokens
21393
completion_tokens
2090
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:32337237
type
paper
label
pmid:32337237
[1] object · 3 fields
id
source:pmid:32337237
type
manuscript
label
PMID 32337237 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:32337237
type
paper
label
pmid:32337237
[1] object · 3 fields
id
source:pmid:32337237
type
manuscript
label
PMID 32337237 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-32337237
type
extraction
used array · 1 item
[0]
source:pmid:32337237
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:32337237
parent_hash
sha256:f72b8f2239b057346c6788a9b1ec1261f68620011a9f0d339db3de053badaaa6
fork_of
null
gaps array · 15 items
[0]
asset:data:geo:GSE14520 licence not read
[1]
asset:data:geo:GSE14520 not downloaded
[2]
asset:data:geo:GSE36376 licence not read
[3]
asset:data:geo:GSE36376 not downloaded
[4]
asset:data:geo:GSE60502 licence not read
[5]
asset:data:geo:GSE60502 not downloaded
[6]
asset:data:geo:GSE74656 licence not read
[7]
asset:data:geo:GSE74656 not downloaded
[8]
asset:data:geo:GSE77314 licence not read
[9]
asset:data:geo:GSE77314 not downloaded
[10]
execution.not_run
[11]
method.reader_differs_from_extractor
[12]
review.human_critique
[13]
review.independent_reader
[14]
review.machine_critique
assays array · 1 item
[0] object · 11 fields
role
analysis
definition_id
survival_analysis
definition_version
f2132e96ae6c7a4e
required_operations array · 1 item
[0]
logrank_test
support_state
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
Two patient groups were compared by the Kaplan-Meier survival plot and the hazard ratio (HR) with 95% confidence intervals (CI), and log rank P value was calculated.
order_basis
analysis_only
id
assay:1
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:32337237", "kind": "science-record", "revision": 7, "content_hash": "sha256:089ebe4993add986de0a614cdc97dfccaecaa70a5cbf809e7ac2e340846a8d5f", "created_at": "2026-11-01T15:41:00Z", "updated_at": "2026-11-01T22:01:33Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "The Oncogenic Role of CENPA in Hepatocellular Carcinoma Development: Evidence from Bioinformatic Analysis.", "doi": "10.1155/2020/3040839", "pmid": "32337237", "authors": ["Yuan Zhang", "Lei Yang", "Jia Shi", "Yunfei Lu", "Xiaorong Chen", "Zongguo Yang"], "journal": "BioMed research international", "year": 2020, "abstract": "OBJECTIVE: This study is aimed at investigating the predictive value of CENPA in hepatocellular carcinoma (HCC) development.\nMETHODS: Using integrated bioinformatic analysis, we evaluated the CENPA mRNA expression in tumor and adjacent tissues and correlated it with HCC survival and clinicopathological features. A Cox regression hazard model was also performed.\nRESULTS: CENPA mRNA was significantly upregulated in tumor tissues compared with that in adjacent tissues, which were validated in The Cancer Genome Atlas (TCGA) and Gene Expression Omnibus (GEO) series (all P < 0.01). In the Kaplan-Meier plotter platform, the high level of CENPA mRNA was significantly correlated with overall survival (OS), disease-free survival (DFS), recurrence-free survival (RFS), and progression-free survival (PFS) in HCC patients (all log rank P < 0.01). For validation in GSE14520 and pan-TCGA dataset, HCC patients with CNEPA mRNA overexpression had poor OS compared with those with low CENPA mRNA (log rank P = 0.025 and P < 0.0001, respectively), and those with high CENPA had poor DFS in TCGA (log rank P = 0.0001). Additionally, CENPA mRNA were upregulated in HCC patients with alpha-fetoprotein (AFP) elevation, advanced TNM stage, larger tumor size, advanced AJCC stage, advanced pathology grade, and vascular invasion (all P < 0.05). A Cox regression model including CENPA, OIP5, and AURKB could predict OS in HCC patients effectively (AUC = 0.683).\nCONCLUSION: Overexpressed in tumors, CENPA might be an oncogenic factor in the development of HCC patients.", "claims": [{"id": "claim-method", "statement": "Two patient groups were compared by the Kaplan-Meier survival plot and the hazard ratio (HR) with 95% confidence intervals (CI), and log rank P value was calculated.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:32337237", "locator": "sections[4] \"2.2. Survival Analysis\" paragraph 2", "quote": "Two patient groups were compared by the Kaplan-Meier survival plot and the hazard ratio (HR) with 95% confidence intervals (CI), and log rank P value was calculated."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The data used to support the findings of this study are available from the corresponding author upon request.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:32337237", "locator": "sections[16] \"Data Availability\" paragraph 2", "quote": "The data used to support the findings of this study are available from the corresponding author upon request."}], "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:32337237"], "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:32337237", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1155/2020/3040839", "sha256": "sha256:1ff20e41ca540d1069f9c6763696bacf026009334d72631a06ad286c317ad684", "bytes": 23816, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1155/2020/3040839", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC7168693", "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 data used to support the findings of this study are available from the corresponding author upon request.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The data used to support the findings of this study are available from the corresponding author upon request.", "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:GSE36376", "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=GSE36376", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE36376", "version": null, "note": "The data used to support the findings of this study are available from the corresponding author upon request.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The data used to support the findings of this study are available from the corresponding author upon request.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM890128", "GSM890129", "GSM890130", "GSM890131", "GSM890132", "GSM890133", "GSM890134", "GSM890135", "GSM890136", "GSM890137", "GSM890138", "GSM890139", "GSM890140", "GSM890141", "GSM890142", "GSM890143", "GSM890144", "GSM890145", "GSM890146", "GSM890147", "GSM890148", "GSM890149", "GSM890150", "GSM890151", "GSM890152", "GSM890153", "GSM890154", "GSM890155", "GSM890156", "GSM890157", "GSM890158", "GSM890159", "GSM890160", "GSM890161", "GSM890162", "GSM890163", "GSM890164", "GSM890165", "GSM890166", "GSM890167", "GSM890168", "GSM890169", "GSM890170", "GSM890171", "GSM890172", "GSM890173", "GSM890174", "GSM890175", "GSM890176", "GSM890177", "GSM890178", "GSM890179", "GSM890180", "GSM890181", "GSM890182", "GSM890183", "GSM890184", "GSM890185", "GSM890186", "GSM890187", "GSM890188", "GSM890189", "GSM890190", "GSM890191", "GSM890192", "GSM890193", "GSM890194", "GSM890195", "GSM890196", "GSM890197", "GSM890198", "GSM890199", "GSM890200", "GSM890201", "GSM890202", "GSM890203", "GSM890204", "GSM890205", "GSM890206", "GSM890207", "GSM890208", "GSM890209", "GSM890210", "GSM890211", "GSM890212", "GSM890213", "GSM890214", "GSM890215", "GSM890216", "GSM890217", "GSM890218", "GSM890219", "GSM890220", "GSM890221", "GSM890222", "GSM890223", "GSM890224", "GSM890225", "GSM890226", "GSM890227", "GSM890228", "GSM890229", "GSM890230", "GSM890231", "GSM890232", "GSM890233", "GSM890234", "GSM890235", "GSM890236", "GSM890237", "GSM890238", "GSM890239", "GSM890240", "GSM890241", "GSM890242", "GSM890243", "GSM890244", "GSM890245", "GSM890246", "GSM890247", "GSM890248", "GSM890249", "GSM890250", "GSM890251", "GSM890252", "GSM890253", "GSM890254", "GSM890255", "GSM890256", "GSM890257", "GSM890258", "GSM890259", "GSM890260", "GSM890261", "GSM890262", "GSM890263", "GSM890264", "GSM890265", "GSM890266", "GSM890267", "GSM890268", "GSM890269", "GSM890270", "GSM890271", "GSM890272", "GSM890273", "GSM890274", "GSM890275", "GSM890276", "GSM890277", "GSM890278", "GSM890279", "GSM890280", "GSM890281", "GSM890282", "GSM890283", "GSM890284", "GSM890285", "GSM890286", "GSM890287", "GSM890288", "GSM890289", "GSM890290", "GSM890291", "GSM890292", "GSM890293", "GSM890294", "GSM890295", "GSM890296", "GSM890297", "GSM890298", "GSM890299", "GSM890300", "GSM890301", "GSM890302", "GSM890303", "GSM890304", "GSM890305", "GSM890306", "GSM890307", "GSM890308", "GSM890309", "GSM890310", "GSM890311", "GSM890312", "GSM890313", "GSM890314", "GSM890315", "GSM890316", "GSM890317", "GSM890318", "GSM890319", "GSM890320", "GSM890321", "GSM890322", "GSM890323", "GSM890324", "GSM890325", "GSM890326", "GSM890327", "GSM890328", "GSM890329", "GSM890330", "GSM890331", "GSM890332", "GSM890333", "GSM890334", "GSM890335", "GSM890336", "GSM890337", "GSM890338", "GSM890339", "GSM890340", "GSM890341", "GSM890342", "GSM890343", "GSM890344", "GSM890345", "GSM890346", "GSM890347", "GSM890348", "GSM890349", "GSM890350", "GSM890351", "GSM890352", "GSM890353", "GSM890354", "GSM890355", "GSM890356", "GSM890357", "GSM890358", "GSM890359", "GSM890360", "GSM890361", "GSM890362", "GSM890363", "GSM890364", "GSM890365", "GSM890366", "GSM890367", "GSM890368", "GSM890369", "GSM890370", "GSM890371", "GSM890372", "GSM890373", "GSM890374", "GSM890375", "GSM890376", "GSM890377", "GSM890378", "GSM890379", "GSM890380", "GSM890381", "GSM890382", "GSM890383", "GSM890384", "GSM890385", "GSM890386", "GSM890387", "GSM890388", "GSM890389", "GSM890390", "GSM890391", "GSM890392", "GSM890393", "GSM890394", "GSM890395", "GSM890396", "GSM890397", "GSM890398", "GSM890399", "GSM890400", "GSM890401", "GSM890402", "GSM890403", "GSM890404", "GSM890405", "GSM890406", "GSM890407", "GSM890408", "GSM890409", "GSM890410", "GSM890411", "GSM890412", "GSM890413", "GSM890414", "GSM890415", "GSM890416", "GSM890417", "GSM890418", "GSM890419", "GSM890420", "GSM890421", "GSM890422", "GSM890423", "GSM890424", "GSM890425", "GSM890426", "GSM890427", "GSM890428", "GSM890429", "GSM890430", "GSM890431", "GSM890432", "GSM890433", "GSM890434", "GSM890435", "GSM890436", "GSM890437", "GSM890438", "GSM890439", "GSM890440", "GSM890441", "GSM890442", "GSM890443", "GSM890444", "GSM890445", "GSM890446", "GSM890447", "GSM890448", "GSM890449", "GSM890450", "GSM890451", "GSM890452", "GSM890453", "GSM890454", "GSM890455", "GSM890456", "GSM890457", "GSM890458", "GSM890459", "GSM890460", "GSM890461", "GSM890462", "GSM890463", "GSM890464", "GSM890465", "GSM890466", "GSM890467", "GSM890468", "GSM890469", "GSM890470", "GSM890471", "GSM890472", "GSM890473", "GSM890474", "GSM890475", "GSM890476", "GSM890477", "GSM890478", "GSM890479", "GSM890480", "GSM890481", "GSM890482", "GSM890483", "GSM890484", "GSM890485", "GSM890486", "GSM890487", "GSM890488", "GSM890489", "GSM890490", "GSM890491", "GSM890492", "GSM890493", "GSM890494", "GSM890495", "GSM890496", "GSM890497", "GSM890498", "GSM890499", "GSM890500", "GSM890501", "GSM890502", "GSM890503", "GSM890504", "GSM890505", "GSM890506", "GSM890507", "GSM890508", "GSM890509", "GSM890510", "GSM890511", "GSM890512", "GSM890513", "GSM890514", "GSM890515", "GSM890516", "GSM890517", "GSM890518", "GSM890519", "GSM890520", "GSM890521", "GSM890522", "GSM890523", "GSM890524", "GSM890525", "GSM890526", "GSM890527", "GSM890528", "GSM890529", "GSM890530", "GSM890531", "GSM890532", "GSM890533", "GSM890534", "GSM890535", "GSM890536", "GSM890537", "GSM890538", "GSM890539", "GSM890540", "GSM890541", "GSM890542", "GSM890543", "GSM890544", "GSM890545", "GSM890546", "GSM890547", "GSM890548", "GSM890549", "GSM890550", "GSM890551", "GSM890552", "GSM890553", "GSM890554", "GSM890555", "GSM890556", "GSM890557", "GSM890558", "GSM890559", "GSM890560"], "sample_count": 433, "group_sizes": null, "group_sizes_basis": null, "platform": "10558", "taxon": "Homo sapiens", "title": "Gene Expression Profiles of both tumor and adjacent non-tumor liver Identify Hepatocellular Carcinoma Patients at High Risk of Recurrence after Curative Hepatectomy", "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: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 data used to support the findings of this study are available from the corresponding author upon request.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The data used to support the findings of this study are available from the corresponding author upon request.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM1481292", "GSM1481293", "GSM1481294", "GSM1481295", "GSM1481296", "GSM1481297", "GSM1481298", "GSM1481299", "GSM1481300", "GSM1481301", "GSM1481302", "GSM1481303", "GSM1481304", "GSM1481305", "GSM1481306", "GSM1481307", "GSM1481308", "GSM1481309", "GSM1481310", "GSM1481311", "GSM1481312", "GSM1481313", "GSM1481314", "GSM1481315", "GSM1481316", "GSM1481317", "GSM1481318", "GSM1481319", "GSM1481320", "GSM1481321", "GSM1481322", "GSM1481323", "GSM1481324", "GSM1481325", "GSM1481326", "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}}, {"id": "data:geo:GSE74656", "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=GSE74656", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE74656", "version": null, "note": "The data used to support the findings of this study are available from the corresponding author upon request.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The data used to support the findings of this study are available from the corresponding author upon request.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM1924913", "GSM1924914", "GSM1924915", "GSM1924916", "GSM1924917", "GSM1924918", "GSM1924919", "GSM1924920", "GSM1924921", "GSM1924922", "GSM1924923", "GSM1924924", "GSM1924925", "GSM1924926", "GSM1924927"], "sample_count": 15, "group_sizes": null, "group_sizes_basis": null, "platform": "16043", "taxon": "Homo sapiens", "title": "Gene expression profiling of Human Hepatocellular Carcinoma 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": "data:geo:GSE77314", "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=GSE77314", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE77314", "version": null, "note": "The data used to support the findings of this study are available from the corresponding author upon request.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The data used to support the findings of this study are available from the corresponding author upon request.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM2049057", "GSM2049058", "GSM2049059", "GSM2049060", "GSM2049061", "GSM2049062", "GSM2049063", "GSM2049064", "GSM2049065", "GSM2049066", "GSM2049067", "GSM2049068", "GSM2049069", "GSM2049070", "GSM2049071", "GSM2049072", "GSM2049073", "GSM2049074", "GSM2049075", "GSM2049076", "GSM2049077", "GSM2049078", "GSM2049079", "GSM2049080", "GSM2049081", "GSM2049082", "GSM2049083", "GSM2049084", "GSM2049085", "GSM2049086", "GSM2049087", "GSM2049088", "GSM2049089", "GSM2049090", "GSM2049091", "GSM2049092", "GSM2049093", "GSM2049094", "GSM2049095", "GSM2049096", "GSM2049097", "GSM2049098", "GSM2049099", "GSM2049100", "GSM2049101", "GSM2049102", "GSM2049103", "GSM2049104", "GSM2049105", "GSM2049106", "GSM2049107", "GSM2049108", "GSM2049109", "GSM2049110", "GSM2049111", "GSM2049112", "GSM2049113", "GSM2049114", "GSM2049115", "GSM2049116", "GSM2049117", "GSM2049118", "GSM2049119", "GSM2049120", "GSM2049121", "GSM2049122", "GSM2049123", "GSM2049124", "GSM2049125", "GSM2049126", "GSM2049127", "GSM2049128", "GSM2049129", "GSM2049130", "GSM2049131", "GSM2049132", "GSM2049133", "GSM2049134", "GSM2049135", "GSM2049136", "GSM2049137", "GSM2049138", "GSM2049139", "GSM2049140", "GSM2049141", "GSM2049142", "GSM2049143", "GSM2049144", "GSM2049145", "GSM2049146", "GSM2049147", "GSM2049148", "GSM2049149", "GSM2049150", "GSM2049151", "GSM2049152", "GSM2049153", "GSM2049154", "GSM2049155", "GSM2049156"], "sample_count": 100, "group_sizes": null, "group_sizes_basis": null, "platform": "9052", "taxon": "Homo sapiens", "title": "RNA-seq of 50 paired hepatocellular carcinoma", "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:32337237:1", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:f1ef2da88b1e3d68b1b9f86176434205628f2c57de18dee0a129b4592a6c69d8", "bytes": 760, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[3]/table-wrap[1]#tab1", "version": null, "note": "Details of GEO series included in this analysis.", "structure": {"pmcid": "PMC7168693", "section_index": 3, "section_title": "2.1. Microarray Data", "row_count": 6, "column_count": 5}, "table": {"label": "Table 1", "caption": "Details of GEO series included in this analysis.", "rows": [["GEO series", "Contributor(s)", "Tumor", "Nontumor", "Platform"], ["GSE14520", "Roessler S et al., 2009", "222", "212", "Affymetrix Human Genome U133A 2.0 Array/Affymetrix HT Human Genome U133A Array"], ["GSE36376", "Park CK, 2012", "240", "193", "Illumina HumanHT-12 V4.0 expression beadchip"], ["GSE60502", "Kao KJ, 2014", "18", "18", "Affymetrix Human Genome U133A Array"], ["GSE74656", "Yin H, 2015", "5", "5", "GeneChip® PrimeView™ Human Gene Expression Array (with external spike-in RNAs)"], ["GSE77314", "Hou G et al., 2016", "50", "50", "Illumina Genome Analyzer (Homo sapiens)"]], "row_count": 6, "column_count": 5, "numeric_cells": 23, "header_rows": 1, "locator": "section[3]/table-wrap[1]#tab1"}}], "gaps": ["asset:data:geo:GSE14520 not downloaded", "asset:data:geo:GSE14520 licence not read", "asset:data:geo:GSE36376 not downloaded", "asset:data:geo:GSE36376 licence not read", "asset:data:geo:GSE60502 not downloaded", "asset:data:geo:GSE60502 licence not read", "asset:data:geo:GSE74656 not downloaded", "asset:data:geo:GSE74656 licence not read", "asset:data:geo:GSE77314 not downloaded", "asset:data:geo:GSE77314 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "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": 1.0, "band": "verbatim", "quote": "Two patient groups were compared by the Kaplan-Meier survival plot and the hazard ratio (HR) with 95% confidence intervals (CI), and log rank P value was calculated."}}, {"id": "method-2", "family": "group_comparison", "specific": "student_t_test", "label": "Group comparison", "dsl_operations": [], "missing_operations": ["student_t"], "expressible": false, "parameters": {}, "data_shapes": ["two_or_more_groups_continuous"], "evidence": {"score": 0.8, "band": "high", "quote": "Student's t-test"}}, {"id": "method-3", "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": 0.7, "band": "medium", "quote": "Kaplan-Meier"}}, {"id": "method-4", "family": "survival_analysis", "specific": "cox_proportional_hazards", "label": "Survival analysis", "dsl_operations": ["cox_ph"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["time_to_event_with_censoring"], "evidence": {"score": 0.7, "band": "medium", "quote": "Cox regression"}}], "targets": [], "gaps": ["method.reader_differs_from_extractor"]}, "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": ["logrank_test"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: log_rank_test."}, "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": ["GSE36376", "GSE60502", "GSE74656", "GSE77314", "GSE14520"], "resolved_accessions": ["GSE36376", "GSE60502", "GSE74656", "GSE77314", "GSE14520"], "statements": ["The data used to support the findings of this study are available from the corresponding author upon request."], "basis": "The paper names GSE36376, GSE60502, GSE74656, GSE77314, GSE14520 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": ["logrank_test"], "assets": ["source:pmid:32337237", "data:geo:GSE14520", "asset:table:pmid:32337237:1"], "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": "2026-10-31T18:19:37Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 3, "usage": {"prompt_tokens": 21393, "completion_tokens": 2090, "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:32337237", "type": "paper", "label": "pmid:32337237"}, {"id": "source:pmid:32337237", "type": "manuscript", "label": "PMID 32337237 full text"}, {"id": "data:geo:GSE14520", "type": "dataset", "label": "GEO GSE14520"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:32337237", "type": "paper", "label": "pmid:32337237"}, {"id": "source:pmid:32337237", "type": "manuscript", "label": "PMID 32337237 full text"}, {"id": "data:geo:GSE14520", "type": "dataset", "label": "GEO GSE14520"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-32337237", "type": "extraction", "used": ["source:pmid:32337237"], "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:32337237", "parent_hash": "sha256:f72b8f2239b057346c6788a9b1ec1261f68620011a9f0d339db3de053badaaa6", "fork_of": null, "generation": 6}, "gaps": ["asset:data:geo:GSE14520 licence not read", "asset:data:geo:GSE14520 not downloaded", "asset:data:geo:GSE36376 licence not read", "asset:data:geo:GSE36376 not downloaded", "asset:data:geo:GSE60502 licence not read", "asset:data:geo:GSE60502 not downloaded", "asset:data:geo:GSE74656 licence not read", "asset:data:geo:GSE74656 not downloaded", "asset:data:geo:GSE77314 licence not read", "asset:data:geo:GSE77314 not downloaded", "execution.not_run", "method.reader_differs_from_extractor", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "analysis", "definition_id": "survival_analysis", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["logrank_test"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 1.0, "evidence": ["Two patient groups were compared by the Kaplan-Meier survival plot and the hazard ratio (HR) with 95% confidence intervals (CI), and log rank P value was calculated."], "order_basis": "analysis_only", "id": "assay:1"}]}