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pmid:34522182

Roles of the miR-139-5p/CCT5 axis in hepatocellular carcinoma: a bioinformatic analysis.

Jingjing Xu · Yuan Zhang · Cheng Liu · Ping Yan · Zongguo Yang

International journal of medical sciences · 2021 doi:10.7150/ijms.57504

Paper

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Experiment

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title
Roles of the miR-139-5p/CCT5 axis in hepatocellular carcinoma: a bioinformatic analysis.
doi
10.7150/ijms.57504
pmid
34522182
authors array · 5 items
[0]
Jingjing Xu
[1]
Yuan Zhang
[2]
Cheng Liu
[3]
Ping Yan
[4]
Zongguo Yang
journal
International journal of medical sciences
year
2021
abstract
Background: MiRNAs are pivotal regulators involved in proliferation, apoptosis, invasion, metastasis, epithelial-mesenchymal transition (EMT), angiogenesis, drug resistance and autophagy in hepatocellular carcinoma (HCC). The aim of this study was to investigate the influence of miR-139-5p and its target genes on the outcomes of HCC. Methods: Survival analysis of miR-139-5p in HCC was conducted in Kaplan-Meier plotter. Target genes of miR-139-5p were identified in TargetScan, miRTarBase and starBase. Gene Expression Omnibus (GEO) series were used for the validation of miR-139-5p target genes. Cox proportional regression model was also established. Results: In Kaplan-Meier plotter, 163 HCC patients were included. MiR-139-5p downregulation was significantly associated with unfavorable overall survival (OS) and disease-free survival (DFS) in HCC patients (all P < 0.001). MiR-139-5p was significantly downregulated in HCC tumors and human hepatoma cell lines (all P < 0.05). As a target gene of miR-139-5p, CCT5 was overexpressed in HCC tumor tissues and peripheral blood mononuclear cells (all P < 0.05). A negative correlation between CCT5 and miR-139-5p was found in TCGA dataset. CCT5 overexpression was significantly associated with worse OS in HCC patients (P < 0.001), which was validated in the GSE14520 dataset (P = 0.017). CCT5 mRNA was significantly overexpressed in HCC patients with alpha-fetoprotein (AFP) > 300 ng/ml, BCLC staging B-C, TNM staging III and main tumor size > 5 cm (all P < 0.05). According to the Cox regression model of CCT5-interacting genes, HCC patients with high risk had poor OS compared to those with low risk in the TCGA dataset (P < 0.001), with the 1-year, 3-year, and 5-year ROC curves of an area under the curve (AUC) equal to 0.704, 0.662, and 0.631, respectively. Conclusions: MiR-139-5p suppresses HCC tumor aggression and conversely correlated with CCT5. The miR-139-5p/CCT5 axis might perform crucial functions in the development of HCC.
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Kaplan-Meier survival analysis was performed on the GSE14520 dataset.
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sections[18] "Data Availability" paragraph 2
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The data used to support the findings of this study are available from the corresponding author (Z. Yang) upon request.
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GSM363397
[440]
GSM363400
[441]
GSM363402
[442]
GSM363404
[443]
GSM363407
[444]
GSM363417
[445]
GSM363420
[446]
GSM363421
[447]
GSM363422
[448]
GSM363423
[449]
GSM363424
[450]
GSM363425
[451]
GSM363426
[452]
GSM363427
[453]
GSM363428
[454]
GSM363429
[455]
GSM363430
[456]
GSM363431
[457]
GSM363432
[458]
GSM363433
[459]
GSM363434
[460]
GSM363435
[461]
GSM363436
[462]
GSM363437
[463]
GSM363438
[464]
GSM363439
[465]
GSM363440
[466]
GSM363441
[467]
GSM363442
[468]
GSM363443
[469]
GSM363444
[470]
GSM363445
[471]
GSM363446
[472]
GSM363447
[473]
GSM363448
[474]
GSM363449
[475]
GSM363450
[476]
GSM363451
[477]
GSM712532
[478]
GSM712533
[479]
GSM712534
[480]
GSM712535
[481]
GSM712536
[482]
GSM712537
[483]
GSM712538
[484]
GSM712539
[485]
GSM712540
[486]
GSM712541
[487]
GSM712542
sample_count
488
group_sizes
null
group_sizes_basis
null
platform
3921;571
taxon
Homo sapiens
title
Gene expression data of human hepatocellular carcinoma (HCC)
resolution_checked_at
2026-11-01T15:39:54Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[3] object · 15 fields
id
data:geo:GSE33006
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=GSE33006
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE33006
version
null
note
The data used to support the findings of this study are available from the corresponding author (Z. Yang) 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 (Z. Yang) upon request.
access_statement_kind
data_availability_statement
sample_accessions array · 6 items
[0]
GSM818276
[1]
GSM818277
[2]
GSM818278
[3]
GSM818279
[4]
GSM818280
[5]
GSM818281
sample_count
6
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Gene expression profiles from the hepatocellular carcinoma (HCC) tissues
resolution_checked_at
2026-11-01T15:39:54Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[4] object · 15 fields
id
data:geo:GSE45436
role
raw
format
geo-series
media_type
application/vnd.ncbi.geo-series+json
uri
https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE45436
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE45436
version
null
note
The data used to support the findings of this study are available from the corresponding author (Z. Yang) 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 (Z. Yang) upon request.
access_statement_kind
data_availability_statement
sample_accessions array · 134 items
[0]
GSM1100370
[1]
GSM1100371
[2]
GSM1100372
[3]
GSM1100373
[4]
GSM1100374
[5]
GSM1100375
[6]
GSM1100376
[7]
GSM1100377
[8]
GSM1100378
[9]
GSM1100379
[10]
GSM1100380
[11]
GSM1100381
[12]
GSM1100382
[13]
GSM1100383
[14]
GSM1100384
[15]
GSM1100385
[16]
GSM1100386
[17]
GSM1100387
[18]
GSM1100388
[19]
GSM1100389
[20]
GSM1100390
[21]
GSM1100391
[22]
GSM1100392
[23]
GSM1100393
[24]
GSM1100394
[25]
GSM1100395
[26]
GSM1100396
[27]
GSM1100397
[28]
GSM1100398
[29]
GSM1100399
[30]
GSM1100400
[31]
GSM1100401
[32]
GSM1100402
[33]
GSM1100403
[34]
GSM1100404
[35]
GSM1100405
[36]
GSM1100406
[37]
GSM1100407
[38]
GSM1100408
[39]
GSM1100409
[40]
GSM1100410
[41]
GSM1100411
[42]
GSM1100412
[43]
GSM1100413
[44]
GSM1100414
[45]
GSM1100415
[46]
GSM1100416
[47]
GSM1100417
[48]
GSM1100418
[49]
GSM1100419
[50]
GSM1100420
[51]
GSM1100421
[52]
GSM1100422
[53]
GSM1100423
[54]
GSM1100424
[55]
GSM1100425
[56]
GSM1100426
[57]
GSM1100427
[58]
GSM1100428
[59]
GSM1100429
[60]
GSM1100430
[61]
GSM1100431
[62]
GSM1100432
[63]
GSM1100433
[64]
GSM1100434
[65]
GSM1100435
[66]
GSM1100436
[67]
GSM1100437
[68]
GSM1100438
[69]
GSM1100439
[70]
GSM1100440
[71]
GSM1100441
[72]
GSM1100442
[73]
GSM1100443
[74]
GSM1100444
[75]
GSM1100445
[76]
GSM1100446
[77]
GSM1100447
[78]
GSM1100448
[79]
GSM1100449
[80]
GSM1100450
[81]
GSM1100451
[82]
GSM1100452
[83]
GSM1100453
[84]
GSM1100454
[85]
GSM1100455
[86]
GSM1100456
[87]
GSM1104153
[88]
GSM1104154
[89]
GSM1104155
[90]
GSM1104156
[91]
GSM1104157
[92]
GSM1104158
[93]
GSM1104159
[94]
GSM1104160
[95]
GSM1104161
[96]
GSM1104162
[97]
GSM1104163
[98]
GSM1104164
[99]
GSM1104165
[100]
GSM1104166
[101]
GSM1104167
[102]
GSM1104168
[103]
GSM1104169
[104]
GSM1104170
[105]
GSM1104171
[106]
GSM1104172
[107]
GSM1104173
[108]
GSM1104174
[109]
GSM1104175
[110]
GSM1104176
[111]
GSM1104177
[112]
GSM1104178
[113]
GSM1104179
[114]
GSM1104180
[115]
GSM1104181
[116]
GSM1104182
[117]
GSM1104183
[118]
GSM1104184
[119]
GSM1104185
[120]
GSM1104186
[121]
GSM1104187
[122]
GSM1104188
[123]
GSM1104189
[124]
GSM1104190
[125]
GSM1104191
[126]
GSM1104192
[127]
GSM1104193
[128]
GSM1104194
[129]
GSM1104195
[130]
GSM1104196
[131]
GSM1104197
[132]
GSM1104198
[133]
GSM1104199
sample_count
134
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Gene expression profiles of human hepatocellular carcinoma
resolution_checked_at
2026-11-01T15:39:54Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[5] object · 15 fields
id
data:geo:GSE49515
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=GSE49515
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE49515
version
null
note
The data used to support the findings of this study are available from the corresponding author (Z. Yang) 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 (Z. Yang) upon request.
access_statement_kind
data_availability_statement
sample_accessions array · 26 items
[0]
GSM1200291
[1]
GSM1200292
[2]
GSM1200293
[3]
GSM1200294
[4]
GSM1200295
[5]
GSM1200296
[6]
GSM1200297
[7]
GSM1200298
[8]
GSM1200299
[9]
GSM1200300
[10]
GSM1200301
[11]
GSM1200302
[12]
GSM1200303
[13]
GSM1200304
[14]
GSM1200305
[15]
GSM1200306
[16]
GSM1200307
[17]
GSM1200308
[18]
GSM1200309
[19]
GSM1200310
[20]
GSM1200311
[21]
GSM1200312
[22]
GSM1200313
[23]
GSM1200314
[24]
GSM1200315
[25]
GSM1200316
sample_count
26
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Expression profiling of PBMC from patients with hepatocellular carcinoma
resolution_checked_at
2026-11-01T15:39:54Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[6] object · 15 fields
id
data:geo:GSE55092
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=GSE55092
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE55092
version
null
note
The data used to support the findings of this study are available from the corresponding author (Z. Yang) 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 (Z. Yang) upon request.
access_statement_kind
data_availability_statement
sample_accessions array · 140 items
[0]
GSM1329321
[1]
GSM1329322
[2]
GSM1329323
[3]
GSM1329324
[4]
GSM1329325
[5]
GSM1329326
[6]
GSM1329327
[7]
GSM1329328
[8]
GSM1329329
[9]
GSM1329330
[10]
GSM1329331
[11]
GSM1329332
[12]
GSM1329333
[13]
GSM1329334
[14]
GSM1329335
[15]
GSM1329336
[16]
GSM1329337
[17]
GSM1329338
[18]
GSM1329339
[19]
GSM1329340
[20]
GSM1329341
[21]
GSM1329342
[22]
GSM1329343
[23]
GSM1329344
[24]
GSM1329345
[25]
GSM1329346
[26]
GSM1329347
[27]
GSM1329348
[28]
GSM1329349
[29]
GSM1329350
[30]
GSM1329351
[31]
GSM1329352
[32]
GSM1329353
[33]
GSM1329354
[34]
GSM1329355
[35]
GSM1329356
[36]
GSM1329357
[37]
GSM1329358
[38]
GSM1329359
[39]
GSM1329360
[40]
GSM1329361
[41]
GSM1329362
[42]
GSM1329363
[43]
GSM1329364
[44]
GSM1329365
[45]
GSM1329366
[46]
GSM1329367
[47]
GSM1329368
[48]
GSM1329369
[49]
GSM1329370
[50]
GSM1329371
[51]
GSM1329372
[52]
GSM1329373
[53]
GSM1329374
[54]
GSM1329375
[55]
GSM1329376
[56]
GSM1329377
[57]
GSM1329378
[58]
GSM1329379
[59]
GSM1329380
[60]
GSM1329381
[61]
GSM1329382
[62]
GSM1329383
[63]
GSM1329384
[64]
GSM1329385
[65]
GSM1329386
[66]
GSM1329387
[67]
GSM1329388
[68]
GSM1329389
[69]
GSM1329390
[70]
GSM1329391
[71]
GSM1329392
[72]
GSM1329393
[73]
GSM1329394
[74]
GSM1329395
[75]
GSM1329396
[76]
GSM1329397
[77]
GSM1329398
[78]
GSM1329399
[79]
GSM1329400
[80]
GSM1329401
[81]
GSM1329402
[82]
GSM1329403
[83]
GSM1329404
[84]
GSM1329405
[85]
GSM1329406
[86]
GSM1329407
[87]
GSM1329408
[88]
GSM1329409
[89]
GSM1329410
[90]
GSM1329411
[91]
GSM1329412
[92]
GSM1329413
[93]
GSM1329414
[94]
GSM1329415
[95]
GSM1329416
[96]
GSM1329417
[97]
GSM1329418
[98]
GSM1329419
[99]
GSM1329420
[100]
GSM1329421
[101]
GSM1329422
[102]
GSM1329423
[103]
GSM1329424
[104]
GSM1329425
[105]
GSM1329426
[106]
GSM1329427
[107]
GSM1329428
[108]
GSM1329429
[109]
GSM1329430
[110]
GSM1329431
[111]
GSM1329432
[112]
GSM1329433
[113]
GSM1329434
[114]
GSM1329435
[115]
GSM1329436
[116]
GSM1329437
[117]
GSM1329438
[118]
GSM1329439
[119]
GSM1329440
[120]
GSM1329441
[121]
GSM1329442
[122]
GSM1329443
[123]
GSM1329444
[124]
GSM1329445
[125]
GSM1329446
[126]
GSM1329447
[127]
GSM1329448
[128]
GSM1329449
[129]
GSM1329450
[130]
GSM1329451
[131]
GSM1329452
[132]
GSM1329453
[133]
GSM1329454
[134]
GSM1329455
[135]
GSM1329456
[136]
GSM1329457
[137]
GSM1329458
[138]
GSM1329459
[139]
GSM1329460
sample_count
140
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Viral Expression and Molecular Profiling in Liver Tissue versus Microdissected Hepatocytes in Hepatitis B Virus - Associated Hepatocellular Carcinoma
resolution_checked_at
2026-11-01T15:39:54Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[7] object · 15 fields
id
data:geo:GSE60502
role
raw
format
geo-series
media_type
application/vnd.ncbi.geo-series+json
uri
https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE60502
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE60502
version
null
note
The data used to support the findings of this study are available from the corresponding author (Z. Yang) 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 (Z. Yang) 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
[8] 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 data used to support the findings of this study are available from the corresponding author (Z. Yang) 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 (Z. Yang) upon request.
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
gaps array · 16 items
[0]
asset:data:geo:GSE101685 not downloaded
[1]
asset:data:geo:GSE101685 licence not read
[2]
asset:data:geo:GSE14520 not downloaded
[3]
asset:data:geo:GSE14520 licence not read
[4]
asset:data:geo:GSE33006 not downloaded
[5]
asset:data:geo:GSE33006 licence not read
[6]
asset:data:geo:GSE45436 not downloaded
[7]
asset:data:geo:GSE45436 licence not read
[8]
asset:data:geo:GSE49515 not downloaded
[9]
asset:data:geo:GSE49515 licence not read
[10]
asset:data:geo:GSE55092 not downloaded
[11]
asset:data:geo:GSE55092 licence not read
[12]
asset:data:geo:GSE60502 not downloaded
[13]
asset:data:geo:GSE60502 licence not read
[14]
asset:data:geo:GSE84402 not downloaded
[15]
asset:data:geo:GSE84402 licence not read
analysis object · 4 fields
state
partial
methods array · 4 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
Kaplan-Meier survival analysis was performed on the GSE14520 dataset.
[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
group_comparison
specific
mann_whitney
label
Group comparison
dsl_operations array · 0 items
missing_operations array · 1 item
[0]
group_comparison_mann_whitney
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
Mann-Whitney
[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]
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 · 8 items
[0]
GSE84402
[1]
GSE14520
[2]
GSE33006
[3]
GSE45436
[4]
GSE55092
[5]
GSE60502
[6]
GSE101685
[7]
GSE49515
resolved_accessions array · 8 items
[0]
GSE84402
[1]
GSE14520
[2]
GSE33006
[3]
GSE45436
[4]
GSE55092
[5]
GSE60502
[6]
GSE101685
[7]
GSE49515
statements array · 1 item
[0]
The data used to support the findings of this study are available from the corresponding author (Z. Yang) upon request.
basis
The paper names GSE84402, GSE14520, GSE33006, GSE45436, GSE55092, GSE60502, GSE101685, GSE49515 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 · 2 items
[0]
source:pmid:34522182
[1]
data:geo:GSE101685
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:GSE101685
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
2026-10-31T18:34:46Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
3
usage object · 3 fields
prompt_tokens
33409
completion_tokens
2750
cached_tokens
776
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:34522182
type
paper
label
pmid:34522182
[1] object · 3 fields
id
source:pmid:34522182
type
manuscript
label
PMID 34522182 full text
[2] object · 3 fields
id
data:geo:GSE101685
type
dataset
label
GEO GSE101685
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:34522182
type
paper
label
pmid:34522182
[1] object · 3 fields
id
source:pmid:34522182
type
manuscript
label
PMID 34522182 full text
[2] object · 3 fields
id
data:geo:GSE101685
type
dataset
label
GEO GSE101685
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-34522182
type
extraction
used array · 1 item
[0]
source:pmid:34522182
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE101685
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE101685
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:34522182
parent_hash
sha256:bedeee406f86e57c6ff679265440a29592cbed7b46db7c4cd97a5de022104f15
fork_of
null
gaps array · 21 items
[0]
asset:data:geo:GSE101685 licence not read
[1]
asset:data:geo:GSE101685 not downloaded
[2]
asset:data:geo:GSE14520 licence not read
[3]
asset:data:geo:GSE14520 not downloaded
[4]
asset:data:geo:GSE33006 licence not read
[5]
asset:data:geo:GSE33006 not downloaded
[6]
asset:data:geo:GSE45436 licence not read
[7]
asset:data:geo:GSE45436 not downloaded
[8]
asset:data:geo:GSE49515 licence not read
[9]
asset:data:geo:GSE49515 not downloaded
[10]
asset:data:geo:GSE55092 licence not read
[11]
asset:data:geo:GSE55092 not downloaded
[12]
asset:data:geo:GSE60502 licence not read
[13]
asset:data:geo:GSE60502 not downloaded
[14]
asset:data:geo:GSE84402 licence not read
[15]
asset:data:geo:GSE84402 not downloaded
[16]
execution.not_run
[17]
method.reader_differs_from_extractor
[18]
review.human_critique
[19]
review.independent_reader
[20]
review.machine_critique
assays array · 3 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]
ivotal regulators involved in proliferation, apoptosis, invasion, metastasis, epithelial-mesenchyma
order_basis
paper_text_order:113
id
assay:1
[1] object · 11 fields
role
data_generation
definition_id
cell_culture
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.77
evidence array · 1 item
[0]
lture Collection (ATCC, MD, USA). Cells were cultured in Dulbecco's modified Eagles' medium (DMEM/hig
order_basis
paper_text_order:2241
id
assay:2
[2] 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]
Kaplan-Meier survival analysis was performed on the GSE14520 dataset.
order_basis
consumes_earlier_output
id
assay:3
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:34522182", "kind": "science-record", "revision": 7, "content_hash": "sha256:3c14df1d10977afdb4a8852b6cb2a6b54fafc72d68951447d5370007d0b1d8fa", "created_at": "2026-11-01T15:41:51Z", "updated_at": "2026-11-01T22:04:42Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Roles of the miR-139-5p/CCT5 axis in hepatocellular carcinoma: a bioinformatic analysis.", "doi": "10.7150/ijms.57504", "pmid": "34522182", "authors": ["Jingjing Xu", "Yuan Zhang", "Cheng Liu", "Ping Yan", "Zongguo Yang"], "journal": "International journal of medical sciences", "year": 2021, "abstract": "Background: MiRNAs are pivotal regulators involved in proliferation, apoptosis, invasion, metastasis, epithelial-mesenchymal transition (EMT), angiogenesis, drug resistance and autophagy in hepatocellular carcinoma (HCC). The aim of this study was to investigate the influence of miR-139-5p and its target genes on the outcomes of HCC. Methods: Survival analysis of miR-139-5p in HCC was conducted in Kaplan-Meier plotter. Target genes of miR-139-5p were identified in TargetScan, miRTarBase and starBase. Gene Expression Omnibus (GEO) series were used for the validation of miR-139-5p target genes. Cox proportional regression model was also established. Results: In Kaplan-Meier plotter, 163 HCC patients were included. MiR-139-5p downregulation was significantly associated with unfavorable overall survival (OS) and disease-free survival (DFS) in HCC patients (all P < 0.001). MiR-139-5p was significantly downregulated in HCC tumors and human hepatoma cell lines (all P < 0.05). As a target gene of miR-139-5p, CCT5 was overexpressed in HCC tumor tissues and peripheral blood mononuclear cells (all P < 0.05). A negative correlation between CCT5 and miR-139-5p was found in TCGA dataset. CCT5 overexpression was significantly associated with worse OS in HCC patients (P < 0.001), which was validated in the GSE14520 dataset (P = 0.017). CCT5 mRNA was significantly overexpressed in HCC patients with alpha-fetoprotein (AFP) > 300 ng/ml, BCLC staging B-C, TNM staging III and main tumor size > 5 cm (all P < 0.05). According to the Cox regression model of CCT5-interacting genes, HCC patients with high risk had poor OS compared to those with low risk in the TCGA dataset (P < 0.001), with the 1-year, 3-year, and 5-year ROC curves of an area under the curve (AUC) equal to 0.704, 0.662, and 0.631, respectively. Conclusions: MiR-139-5p suppresses HCC tumor aggression and conversely correlated with CCT5. The miR-139-5p/CCT5 axis might perform crucial functions in the development of HCC.", "claims": [{"id": "claim-method", "statement": "Kaplan-Meier survival analysis was performed on the GSE14520 dataset.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:34522182", "locator": "sections[9] \"Statistical analysis\" paragraph 2", "quote": "Kaplan-Meier survival analysis was performed on the GSE14520 dataset."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The data used to support the findings of this study are available from the corresponding author (Z. Yang) upon request.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:34522182", "locator": "sections[18] \"Data Availability\" paragraph 2", "quote": "The data used to support the findings of this study are available from the corresponding author (Z. Yang) 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:34522182"], "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:GSE101685"], "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:GSE101685"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:34522182", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.7150/ijms.57504", "sha256": "sha256:f913df48d191a0cdbb33baac754b886107a199c8237dade34260d11716f1a2ee", "bytes": 36947, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.7150/ijms.57504", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC8436101", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE101685", "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=GSE101685", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE101685", "version": null, "note": "The data used to support the findings of this study are available from the corresponding author (Z. Yang) 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 (Z. Yang) upon request.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM2711996", "GSM2711997", "GSM2711998", "GSM2711999", "GSM2712000", "GSM2712001", "GSM2712002", "GSM2712003", "GSM2712004", "GSM2712005", "GSM2712006", "GSM2712007", "GSM2712008", "GSM2712009", "GSM2712010", "GSM2712011", "GSM2712012", "GSM2712013", "GSM2712014", "GSM2712015", "GSM2712016", "GSM2712017", "GSM2712018", "GSM2712019", "GSM2712020", "GSM2712021", "GSM2712022", "GSM2712023", "GSM2712024", "GSM2712025", "GSM2712026", "GSM2712027"], "sample_count": 32, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "Gene expression profile of hepatocellular carcinoma patients in Taiwan", "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: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 (Z. 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