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

pmid:33777535

Bioinformatics analysis identified CDC20 as a potential drug target for cholangiocarcinoma.

Prin Sungwan · Worachart Lert-Itthiporn · Atit Silsirivanit · Nathakan Klinhom-On · Seiji Okada · Sopit Wongkham · Wunchana Seubwai

PeerJ · 2021 doi:10.7717/peerj.11067

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:33777535
kind
science-record
content_hash
sha256:f320c8005fc2a98349a1648ec5bb2d52f4b37de82bb85491308703cea0b7bd9b
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T15:41:30Z
updated_at
2026-11-01T22:03:26Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
Bioinformatics analysis identified CDC20 as a potential drug target for cholangiocarcinoma.
doi
10.7717/peerj.11067
pmid
33777535
authors array · 7 items
[0]
Prin Sungwan
[1]
Worachart Lert-Itthiporn
[2]
Atit Silsirivanit
[3]
Nathakan Klinhom-On
[4]
Seiji Okada
[5]
Sopit Wongkham
[6]
Wunchana Seubwai
journal
PeerJ
year
2021
abstract
BACKGROUND: Cholangiocarcinoma (CCA) is a malignancy that originates from bile duct cells. The incidence and mortality of CCA are very high especially in Southeast Asian countries. Moreover, most CCA patients have a very poor outcome. Presently, there are still no effective treatment regimens for CCA. The resistance to several standard chemotherapy drugs occurs frequently; thus, searching for a novel effective treatment for CCA is urgently needed. METHODS: In this study, comprehensive bioinformatics analyses for identification of novel target genes for CCA therapy based on three microarray gene expression profiles (GSE26566, GSE32225 and GSE76297) from the Gene Expression Omnibus (GEO) database were performed. Based on differentially expressed genes (DEGs), gene ontology and pathway enrichment analyses were performed. Protein-protein interactions (PPI) and hub gene identifications were analyzed using STRING and Cytoscape software. Then, the expression of candidate genes from bioinformatics analysis was measured in CCA cell lines using real time PCR. Finally, the anti-tumor activity of specific inhibitor against candidate genes were investigated in CCA cell lines cultured under 2-dimensional and 3-dimensional cell culture models. RESULTS: The three microarray datasets exhibited an intersection consisting of 226 DEGs (124 up-regulated and 102 down-regulated genes) in CCA. DEGs were significantly enriched in cell cycle, hemostasis and metabolism pathways according to Reactome pathway analysis. In addition, 20 potential hub genes in CCA were identified using the protein-protein interaction (PPI) network and sub-PPI network analysis. Subsequently, CDC20 was identified as a potential novel targeted drug for CCA based on a drug prioritizing program. In addition, the anti-tumor activity of a potential CDC20 inhibitor, namely dinaciclib, was investigated in CCA cell lines. Dinaciclib demonstrated huge anti-tumor activity better than gemcitabine, the standard chemotherapeutic drug for CCA. CONCLUSION: Using integrated bioinformatics analysis, CDC20 was identified as a novel candidate therapeutic target for CCA.
claims array · 2 items
[0] object · 6 fields
id
claim-method
statement
Statistical significance was determined by Students’ t test and P < 0.05 was noted as statistical significance.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:33777535
locator
sections[11] "Statistical analysis" paragraph 2
quote
Statistical significance was determined by Students’ t test and P < 0.05 was noted as statistical significance.
state
complete
[1] object · 6 fields
id
claim-data-access
statement
Raw measurements are available in the Supplemental Files.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:33777535
locator
sections[21] "Additional Information and Declarations" paragraph 4
quote
Raw measurements are available in the Supplemental Files.
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:33777535
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:GSE26566
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:GSE26566
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:33777535
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.7717/peerj.11067
sha256
sha256:80b29c7fccbec6486368603db730d77da9e7694ecf8272d5d78c58975612e761
bytes
34341
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.7717/peerj.11067
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
PMC7980698
source
europe_pmc_fulltext
coverage
whole_body_without_references
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:GSE26566
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=GSE26566
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE26566
version
null
note
Raw measurements are available in the Supplemental Files.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
Raw measurements are available in the Supplemental Files.
access_statement_kind
data_availability_statement
sample_accessions array · 169 items
[0]
GSM653015
[1]
GSM653016
[2]
GSM653017
[3]
GSM653018
[4]
GSM653019
[5]
GSM653020
[6]
GSM653021
[7]
GSM653022
[8]
GSM653023
[9]
GSM653024
[10]
GSM653025
[11]
GSM653026
[12]
GSM653027
[13]
GSM653028
[14]
GSM653029
[15]
GSM653030
[16]
GSM653031
[17]
GSM653032
[18]
GSM653033
[19]
GSM653034
[20]
GSM653035
[21]
GSM653036
[22]
GSM653037
[23]
GSM653038
[24]
GSM653039
[25]
GSM653040
[26]
GSM653041
[27]
GSM653042
[28]
GSM653043
[29]
GSM653044
[30]
GSM653045
[31]
GSM653046
[32]
GSM653047
[33]
GSM653048
[34]
GSM653049
[35]
GSM653050
[36]
GSM653051
[37]
GSM653052
[38]
GSM653053
[39]
GSM653054
[40]
GSM653055
[41]
GSM653056
[42]
GSM653057
[43]
GSM653058
[44]
GSM653059
[45]
GSM653060
[46]
GSM653061
[47]
GSM653062
[48]
GSM653063
[49]
GSM653064
[50]
GSM653065
[51]
GSM653066
[52]
GSM653067
[53]
GSM653068
[54]
GSM653069
[55]
GSM653070
[56]
GSM653071
[57]
GSM653072
[58]
GSM653073
[59]
GSM653074
[60]
GSM653075
[61]
GSM653076
[62]
GSM653077
[63]
GSM653078
[64]
GSM653079
[65]
GSM653080
[66]
GSM653081
[67]
GSM653082
[68]
GSM653083
[69]
GSM653084
[70]
GSM653085
[71]
GSM653086
[72]
GSM653087
[73]
GSM653088
[74]
GSM653089
[75]
GSM653090
[76]
GSM653091
[77]
GSM653092
[78]
GSM653093
[79]
GSM653094
[80]
GSM653095
[81]
GSM653096
[82]
GSM653097
[83]
GSM653098
[84]
GSM653099
[85]
GSM653100
[86]
GSM653101
[87]
GSM653102
[88]
GSM653103
[89]
GSM653104
[90]
GSM653105
[91]
GSM653106
[92]
GSM653107
[93]
GSM653108
[94]
GSM653109
[95]
GSM653110
[96]
GSM653111
[97]
GSM653112
[98]
GSM653113
[99]
GSM653114
[100]
GSM653115
[101]
GSM653116
[102]
GSM653117
[103]
GSM653118
[104]
GSM653119
[105]
GSM653120
[106]
GSM653121
[107]
GSM653122
[108]
GSM653123
[109]
GSM653124
[110]
GSM653125
[111]
GSM653126
[112]
GSM653127
[113]
GSM653128
[114]
GSM653129
[115]
GSM653130
[116]
GSM653131
[117]
GSM653132
[118]
GSM653133
[119]
GSM653134
[120]
GSM653135
[121]
GSM653136
[122]
GSM653137
[123]
GSM653138
[124]
GSM653139
[125]
GSM653140
[126]
GSM653141
[127]
GSM653142
[128]
GSM653143
[129]
GSM653144
[130]
GSM653145
[131]
GSM653146
[132]
GSM653147
[133]
GSM653148
[134]
GSM653149
[135]
GSM653150
[136]
GSM653151
[137]
GSM653152
[138]
GSM653153
[139]
GSM653154
[140]
GSM653155
[141]
GSM653156
[142]
GSM653157
[143]
GSM653158
[144]
GSM653159
[145]
GSM653160
[146]
GSM653161
[147]
GSM653162
[148]
GSM653163
[149]
GSM653164
[150]
GSM653165
[151]
GSM653166
[152]
GSM653167
[153]
GSM653168
[154]
GSM653169
[155]
GSM653170
[156]
GSM653171
[157]
GSM653172
[158]
GSM653173
[159]
GSM653174
[160]
GSM653175
[161]
GSM653176
[162]
GSM653177
[163]
GSM653178
[164]
GSM653179
[165]
GSM653180
[166]
GSM653181
[167]
GSM653182
[168]
GSM653183
sample_count
169
group_sizes
null
group_sizes_basis
null
platform
6104
taxon
Homo sapiens
title
Molecular classification of human cholangiocarcinoma
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:GSE32225
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=GSE32225
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE32225
version
null
note
Raw measurements are available in the Supplemental Files.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
Raw measurements are available in the Supplemental Files.
access_statement_kind
data_availability_statement
sample_accessions array · 155 items
[0]
GSM798481
[1]
GSM798482
[2]
GSM798483
[3]
GSM798484
[4]
GSM798485
[5]
GSM798486
[6]
GSM798487
[7]
GSM798488
[8]
GSM798489
[9]
GSM798490
[10]
GSM798491
[11]
GSM798492
[12]
GSM798493
[13]
GSM798494
[14]
GSM798495
[15]
GSM798496
[16]
GSM798497
[17]
GSM798498
[18]
GSM798499
[19]
GSM798500
[20]
GSM798501
[21]
GSM798502
[22]
GSM798503
[23]
GSM798504
[24]
GSM798505
[25]
GSM798506
[26]
GSM798507
[27]
GSM798508
[28]
GSM798509
[29]
GSM798510
[30]
GSM798511
[31]
GSM798512
[32]
GSM798513
[33]
GSM798514
[34]
GSM798515
[35]
GSM798516
[36]
GSM798517
[37]
GSM798518
[38]
GSM798519
[39]
GSM798520
[40]
GSM798521
[41]
GSM798522
[42]
GSM798523
[43]
GSM798524
[44]
GSM798525
[45]
GSM798526
[46]
GSM798527
[47]
GSM798528
[48]
GSM798529
[49]
GSM798530
[50]
GSM798531
[51]
GSM798532
[52]
GSM798533
[53]
GSM798534
[54]
GSM798535
[55]
GSM798536
[56]
GSM798537
[57]
GSM798538
[58]
GSM798539
[59]
GSM798540
[60]
GSM798541
[61]
GSM798542
[62]
GSM798543
[63]
GSM798544
[64]
GSM798545
[65]
GSM798546
[66]
GSM798547
[67]
GSM798548
[68]
GSM798549
[69]
GSM798550
[70]
GSM798551
[71]
GSM798552
[72]
GSM798553
[73]
GSM798554
[74]
GSM798555
[75]
GSM798556
[76]
GSM798557
[77]
GSM798558
[78]
GSM798559
[79]
GSM798560
[80]
GSM798561
[81]
GSM798562
[82]
GSM798563
[83]
GSM798564
[84]
GSM798565
[85]
GSM798566
[86]
GSM798567
[87]
GSM798568
[88]
GSM798569
[89]
GSM798570
[90]
GSM798571
[91]
GSM798572
[92]
GSM798573
[93]
GSM798574
[94]
GSM798575
[95]
GSM798576
[96]
GSM798577
[97]
GSM798578
[98]
GSM798579
[99]
GSM798580
[100]
GSM798581
[101]
GSM798582
[102]
GSM798583
[103]
GSM798584
[104]
GSM798585
[105]
GSM798586
[106]
GSM798587
[107]
GSM798588
[108]
GSM798589
[109]
GSM798590
[110]
GSM798591
[111]
GSM798592
[112]
GSM798593
[113]
GSM798594
[114]
GSM798595
[115]
GSM798596
[116]
GSM798597
[117]
GSM798598
[118]
GSM798599
[119]
GSM798600
[120]
GSM798601
[121]
GSM798602
[122]
GSM798603
[123]
GSM798604
[124]
GSM798605
[125]
GSM798606
[126]
GSM798607
[127]
GSM798608
[128]
GSM798609
[129]
GSM798610
[130]
GSM798611
[131]
GSM798612
[132]
GSM798613
[133]
GSM798614
[134]
GSM798615
[135]
GSM798616
[136]
GSM798617
[137]
GSM798618
[138]
GSM798619
[139]
GSM798620
[140]
GSM798621
[141]
GSM798622
[142]
GSM798623
[143]
GSM798624
[144]
GSM798625
[145]
GSM798626
[146]
GSM798627
[147]
GSM798628
[148]
GSM798629
[149]
GSM798630
[150]
GSM798631
[151]
GSM798632
[152]
GSM798633
[153]
GSM798634
[154]
GSM798635
sample_count
155
group_sizes
null
group_sizes_basis
null
platform
8432
taxon
Homo sapiens
title
Gene-expression profiles of formalin-fixed, paraffin-embedded human intrahepatic cholangiocarcinoma
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:GSE76297
role
raw
format
geo-series
media_type
application/vnd.ncbi.geo-series+json
uri
https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE76297
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE76297
version
null
note
Raw measurements are available in the Supplemental Files.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
Raw measurements are available in the Supplemental Files.
access_statement_kind
data_availability_statement
sample_accessions array · 304 items
[0]
GSM1979367
[1]
GSM1979368
[2]
GSM1979369
[3]
GSM1979370
[4]
GSM1979371
[5]
GSM1979372
[6]
GSM1979373
[7]
GSM1979374
[8]
GSM1979375
[9]
GSM1979376
[10]
GSM1979377
[11]
GSM1979378
[12]
GSM1979379
[13]
GSM1979380
[14]
GSM1979381
[15]
GSM1979382
[16]
GSM1979383
[17]
GSM1979384
[18]
GSM1979385
[19]
GSM1979386
[20]
GSM1979387
[21]
GSM1979388
[22]
GSM1979389
[23]
GSM1979390
[24]
GSM1979391
[25]
GSM1979392
[26]
GSM1979393
[27]
GSM1979394
[28]
GSM1979395
[29]
GSM1979396
[30]
GSM1979397
[31]
GSM1979398
[32]
GSM1979399
[33]
GSM1979400
[34]
GSM1979401
[35]
GSM1979402
[36]
GSM1979403
[37]
GSM1979404
[38]
GSM1979405
[39]
GSM1979406
[40]
GSM1979407
[41]
GSM1979408
[42]
GSM1979409
[43]
GSM1979410
[44]
GSM1979411
[45]
GSM1979412
[46]
GSM1979413
[47]
GSM1979414
[48]
GSM1979415
[49]
GSM1979416
[50]
GSM1979417
[51]
GSM1979418
[52]
GSM1979419
[53]
GSM1979420
[54]
GSM1979421
[55]
GSM1979422
[56]
GSM1979423
[57]
GSM1979424
[58]
GSM1979425
[59]
GSM1979426
[60]
GSM1979427
[61]
GSM1979428
[62]
GSM1979429
[63]
GSM1979430
[64]
GSM1979431
[65]
GSM1979432
[66]
GSM1979433
[67]
GSM1979434
[68]
GSM1979435
[69]
GSM1979436
[70]
GSM1979437
[71]
GSM1979438
[72]
GSM1979439
[73]
GSM1979440
[74]
GSM1979441
[75]
GSM1979442
[76]
GSM1979443
[77]
GSM1979444
[78]
GSM1979445
[79]
GSM1979446
[80]
GSM1979447
[81]
GSM1979448
[82]
GSM1979449
[83]
GSM1979450
[84]
GSM1979451
[85]
GSM1979452
[86]
GSM1979453
[87]
GSM1979454
[88]
GSM1979455
[89]
GSM1979456
[90]
GSM1979457
[91]
GSM1979458
[92]
GSM1979459
[93]
GSM1979460
[94]
GSM1979461
[95]
GSM1979462
[96]
GSM1979463
[97]
GSM1979464
[98]
GSM1979465
[99]
GSM1979466
[100]
GSM1979467
[101]
GSM1979468
[102]
GSM1979469
[103]
GSM1979470
[104]
GSM1979471
[105]
GSM1979472
[106]
GSM1979473
[107]
GSM1979474
[108]
GSM1979475
[109]
GSM1979476
[110]
GSM1979477
[111]
GSM1979478
[112]
GSM1979479
[113]
GSM1979480
[114]
GSM1979481
[115]
GSM1979482
[116]
GSM1979483
[117]
GSM1979484
[118]
GSM1979485
[119]
GSM1979486
[120]
GSM1979487
[121]
GSM1979488
[122]
GSM1979489
[123]
GSM1979490
[124]
GSM1979491
[125]
GSM1979492
[126]
GSM1979493
[127]
GSM1979494
[128]
GSM1979495
[129]
GSM1979496
[130]
GSM1979497
[131]
GSM1979498
[132]
GSM1979499
[133]
GSM1979500
[134]
GSM1979501
[135]
GSM1979502
[136]
GSM1979503
[137]
GSM1979504
[138]
GSM1979505
[139]
GSM1979506
[140]
GSM1979507
[141]
GSM1979508
[142]
GSM1979509
[143]
GSM1979510
[144]
GSM1979511
[145]
GSM1979512
[146]
GSM1979513
[147]
GSM1979514
[148]
GSM1979515
[149]
GSM1979516
[150]
GSM1979517
[151]
GSM1979518
[152]
GSM1979519
[153]
GSM1979520
[154]
GSM1979521
[155]
GSM1979522
[156]
GSM1979523
[157]
GSM1979524
[158]
GSM1979525
[159]
GSM1979526
[160]
GSM1979527
[161]
GSM1979528
[162]
GSM1979529
[163]
GSM1979530
[164]
GSM1979531
[165]
GSM1979532
[166]
GSM1979533
[167]
GSM1979534
[168]
GSM1979535
[169]
GSM1979536
[170]
GSM1979537
[171]
GSM1979538
[172]
GSM1979539
[173]
GSM1979540
[174]
GSM1979541
[175]
GSM1979542
[176]
GSM1979543
[177]
GSM1979544
[178]
GSM1979545
[179]
GSM1979546
[180]
GSM1979547
[181]
GSM1979548
[182]
GSM1979549
[183]
GSM1979550
[184]
GSM1979551
[185]
GSM1979552
[186]
GSM1979553
[187]
GSM1979554
[188]
GSM1979555
[189]
GSM1979556
[190]
GSM1979557
[191]
GSM1979558
[192]
GSM1979559
[193]
GSM1979560
[194]
GSM1979561
[195]
GSM1979562
[196]
GSM1979563
[197]
GSM1979564
[198]
GSM1979565
[199]
GSM1979566
[200]
GSM1979567
[201]
GSM1979568
[202]
GSM1979569
[203]
GSM1979570
[204]
GSM1979571
[205]
GSM1979572
[206]
GSM1979573
[207]
GSM1979574
[208]
GSM1979575
[209]
GSM1979576
[210]
GSM1979577
[211]
GSM1979578
[212]
GSM1979579
[213]
GSM1979580
[214]
GSM1979581
[215]
GSM1979582
[216]
GSM1979583
[217]
GSM1979584
[218]
GSM1979585
[219]
GSM1979586
[220]
GSM1979587
[221]
GSM1979588
[222]
GSM1979589
[223]
GSM1979590
[224]
GSM1979591
[225]
GSM1979592
[226]
GSM1979593
[227]
GSM1979594
[228]
GSM1979595
[229]
GSM1979596
[230]
GSM1979597
[231]
GSM1979598
[232]
GSM1979599
[233]
GSM1979600
[234]
GSM1979601
[235]
GSM1979602
[236]
GSM1979603
[237]
GSM1979604
[238]
GSM1979605
[239]
GSM1979606
[240]
GSM1979607
[241]
GSM1979608
[242]
GSM1979609
[243]
GSM1979610
[244]
GSM1979611
[245]
GSM1979612
[246]
GSM1979613
[247]
GSM1979614
[248]
GSM1979615
[249]
GSM1979616
[250]
GSM1979617
[251]
GSM1979618
[252]
GSM1979619
[253]
GSM1979620
[254]
GSM1979621
[255]
GSM1979622
[256]
GSM1979623
[257]
GSM1979624
[258]
GSM1979625
[259]
GSM1979626
[260]
GSM1979627
[261]
GSM1979628
[262]
GSM1979629
[263]
GSM1979630
[264]
GSM1979631
[265]
GSM1979632
[266]
GSM1979633
[267]
GSM1979634
[268]
GSM1979635
[269]
GSM1979636
[270]
GSM1979637
[271]
GSM1979638
[272]
GSM1979639
[273]
GSM1979640
[274]
GSM1979641
[275]
GSM1979642
[276]
GSM1979643
[277]
GSM1979644
[278]
GSM1979645
[279]
GSM1979646
[280]
GSM1979647
[281]
GSM1979648
[282]
GSM1979649
[283]
GSM1979650
[284]
GSM1979651
[285]
GSM1979652
[286]
GSM1979653
[287]
GSM1979654
[288]
GSM1979655
[289]
GSM1979656
[290]
GSM1979657
[291]
GSM1979658
[292]
GSM1979659
[293]
GSM1979660
[294]
GSM1979661
[295]
GSM1979662
[296]
GSM1979663
[297]
GSM1979664
[298]
GSM1979665
[299]
GSM1979666
[300]
GSM1979667
[301]
GSM1979668
[302]
GSM1979669
[303]
GSM1979670
sample_count
304
group_sizes
null
group_sizes_basis
null
platform
17586
taxon
Homo sapiens
title
Gene expression data of human hepatocellular carcinoma (HCC) and Cholangiocarcinoma (CCA) from Thailand Initiative in Genomics and Expression Research for Liver Cancer (TIGER-LC)
resolution_checked_at
2026-11-01T15:39:55Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[4] object · 16 fields
id
asset:table:pmid:33777535:1
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:3e6563c2040893e004279b901554ae5eb00a5a3157f7df7f9ced855dd752df86
bytes
226
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[18]/table-wrap[1]#table-1
version
null
note
Functional roles of top 20 hub genes in CCA based on transcriptomic data.
structure object · 5 fields
pmcid
PMC7980698
section_index
18
section_title
Discussion
row_count
0
column_count
0
table object · 8 fields
label
Table 1
caption
Functional roles of top 20 hub genes in CCA based on transcriptomic data.
rows array · 0 items
locator
section[18]/table-wrap[1]#table-1
[5] object · 16 fields
id
asset:table:pmid:33777535:2
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:c3940127ed64d3dd0cd2ad2e098f52402c40690c607ad6698c283ac6908e37c0
bytes
262
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[18]/table-wrap[2]#table-2
version
null
note
The potentially druggable targets and prioritized drugs identified for CCA treatment using PanDrugs software.
structure object · 5 fields
pmcid
PMC7980698
section_index
18
section_title
Discussion
row_count
0
column_count
0
table object · 8 fields
label
Table 2
caption
The potentially druggable targets and prioritized drugs identified for CCA treatment using PanDrugs software.
rows array · 0 items
locator
section[18]/table-wrap[2]#table-2
[6] object · 16 fields
id
asset:table:pmid:33777535:3
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:c22c98ce5fe364341f8625e74a20d5aaf62c90535f4f4cc13dc2b933bbb6c3f3
bytes
281
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[18]/table-wrap[3]#table-3
version
null
note
Comparison the anti-tumor activity of dinaciclib and gemcitabine in CCA cell lines cultured under 2D and 3D cell culture models.
structure object · 5 fields
pmcid
PMC7980698
section_index
18
section_title
Discussion
row_count
0
column_count
0
table object · 8 fields
label
Table 3
caption
Comparison the anti-tumor activity of dinaciclib and gemcitabine in CCA cell lines cultured under 2D and 3D cell culture models.
rows array · 0 items
locator
section[18]/table-wrap[3]#table-3
gaps array · 6 items
[0]
asset:data:geo:GSE26566 not downloaded
[1]
asset:data:geo:GSE26566 licence not read
[2]
asset:data:geo:GSE32225 not downloaded
[3]
asset:data:geo:GSE32225 licence not read
[4]
asset:data:geo:GSE76297 not downloaded
[5]
asset:data:geo:GSE76297 licence not read
analysis object · 4 fields
state
partial
methods array · 3 items
[0] object · 10 fields
id
method-1
family
network_analysis
specific
ppi_network
label
Network / pathway analysis
dsl_operations array · 3 items
[0]
build_graph
[1]
centrality_scores
[2]
pathway_enrich
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
edge_list
evidence object · 3 fields
score
0.7
band
medium
quote
PPI
[1] object · 10 fields
id
method-2
family
network_analysis
specific
pathway_enrichment
label
Network / pathway analysis
dsl_operations array · 1 item
[0]
pathway_enrich
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
edge_list
evidence object · 3 fields
score
0.7
band
medium
quote
pathway enrichment
[2] object · 10 fields
id
method-3
family
null
specific
null
label
Students’ t test
dsl_operations array · 0 items
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 0 items
evidence object · 3 fields
score
1
band
verbatim
quote
Statistical significance was determined by Students’ t test and P < 0.05 was noted as statistical significance.
targets array · 0 items
gaps array · 1 item
[0]
method.reader_named_unmapped
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 · 3 items
[0]
build_graph
[1]
centrality_scores
[2]
pathway_enrich
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: ppi_network.
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 · 3 items
[0]
GSE26566
[1]
GSE32225
[2]
GSE76297
resolved_accessions array · 3 items
[0]
GSE26566
[1]
GSE32225
[2]
GSE76297
statements array · 1 item
[0]
Raw measurements are available in the Supplemental Files.
basis
The paper names GSE26566, GSE32225, GSE76297 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 · 3 items
[0]
build_graph
[1]
centrality_scores
[2]
pathway_enrich
assets array · 5 items
[0]
source:pmid:33777535
[1]
data:geo:GSE26566
[2]
asset:table:pmid:33777535:1
[3]
asset:table:pmid:33777535:2
[4]
asset:table:pmid:33777535:3
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:GSE26566
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
2026-10-31T18:28:41Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
3
usage object · 3 fields
prompt_tokens
25921
completion_tokens
2252
cached_tokens
8704
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:33777535
type
paper
label
pmid:33777535
[1] object · 3 fields
id
source:pmid:33777535
type
manuscript
label
PMID 33777535 full text
[2] object · 3 fields
id
data:geo:GSE26566
type
dataset
label
GEO GSE26566
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:33777535
type
paper
label
pmid:33777535
[1] object · 3 fields
id
source:pmid:33777535
type
manuscript
label
PMID 33777535 full text
[2] object · 3 fields
id
data:geo:GSE26566
type
dataset
label
GEO GSE26566
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-33777535
type
extraction
used array · 1 item
[0]
source:pmid:33777535
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE26566
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE26566
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:33777535
parent_hash
sha256:172c7a123f393fae4701f8f888d8500a3d7bfba2065a0eff2141c287ac62851c
fork_of
null
gaps array · 11 items
[0]
asset:data:geo:GSE26566 licence not read
[1]
asset:data:geo:GSE26566 not downloaded
[2]
asset:data:geo:GSE32225 licence not read
[3]
asset:data:geo:GSE32225 not downloaded
[4]
asset:data:geo:GSE76297 licence not read
[5]
asset:data:geo:GSE76297 not downloaded
[6]
execution.not_run
[7]
method.reader_named_unmapped
[8]
review.human_critique
[9]
review.independent_reader
[10]
review.machine_critique
assays array · 3 items
[0] object · 11 fields
role
data_generation
definition_id
microarray
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.99
evidence array · 2 items
[0]
target genes for CCA therapy based on three microarray gene expression profiles (GSE26566, GSE32225
[1]
onal cell culture models. RESULTS: The three microarray datasets exhibited an intersection consistin
order_basis
paper_text_order:634
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
0.99
evidence array · 4 items
[0]
te genes were investigated in CCA cell lines cultured under 2-dimensional and 3-dimensional cell c
[1]
enocarcinoma) (Saensa-ard et al., 2017) were cultured in Dulbecco’s Modified Eagle’s Medium (DMEM)(Gi
[2]
using SpectraMax L Microplate Reader. Cells cultured in DMSO; 0.01% for 2D-culture and 0.4% for 3-D
[3]
etts) for luminescence detection of ATP from cultured cells under the 2D model using SpectraMax L
order_basis
paper_text_order:1228
id
assay:2
[2] object · 11 fields
role
analysis
definition_id
network_analysis
definition_version
f2132e96ae6c7a4e
required_operations array · 3 items
[0]
build_graph
[1]
centrality_scores
[2]
pathway_enrich
support_state
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
PPI
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:33777535", "kind": "science-record", "revision": 7, "content_hash": "sha256:f320c8005fc2a98349a1648ec5bb2d52f4b37de82bb85491308703cea0b7bd9b", "created_at": "2026-11-01T15:41:30Z", "updated_at": "2026-11-01T22:03:26Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Bioinformatics analysis identified CDC20 as a potential drug target for cholangiocarcinoma.", "doi": "10.7717/peerj.11067", "pmid": "33777535", "authors": ["Prin Sungwan", "Worachart Lert-Itthiporn", "Atit Silsirivanit", "Nathakan Klinhom-On", "Seiji Okada", "Sopit Wongkham", "Wunchana Seubwai"], "journal": "PeerJ", "year": 2021, "abstract": "BACKGROUND: Cholangiocarcinoma (CCA) is a malignancy that originates from bile duct cells. The incidence and mortality of CCA are very high especially in Southeast Asian countries. Moreover, most CCA patients have a very poor outcome. Presently, there are still no effective treatment regimens for CCA. The resistance to several standard chemotherapy drugs occurs frequently; thus, searching for a novel effective treatment for CCA is urgently needed.\nMETHODS: In this study, comprehensive bioinformatics analyses for identification of novel target genes for CCA therapy based on three microarray gene expression profiles (GSE26566, GSE32225 and GSE76297) from the Gene Expression Omnibus (GEO) database were performed. Based on differentially expressed genes (DEGs), gene ontology and pathway enrichment analyses were performed. Protein-protein interactions (PPI) and hub gene identifications were analyzed using STRING and Cytoscape software. Then, the expression of candidate genes from bioinformatics analysis was measured in CCA cell lines using real time PCR. Finally, the anti-tumor activity of specific inhibitor against candidate genes were investigated in CCA cell lines cultured under 2-dimensional and 3-dimensional cell culture models.\nRESULTS: The three microarray datasets exhibited an intersection consisting of 226 DEGs (124 up-regulated and 102 down-regulated genes) in CCA. DEGs were significantly enriched in cell cycle, hemostasis and metabolism pathways according to Reactome pathway analysis. In addition, 20 potential hub genes in CCA were identified using the protein-protein interaction (PPI) network and sub-PPI network analysis. Subsequently, CDC20 was identified as a potential novel targeted drug for CCA based on a drug prioritizing program. In addition, the anti-tumor activity of a potential CDC20 inhibitor, namely dinaciclib, was investigated in CCA cell lines. Dinaciclib demonstrated huge anti-tumor activity better than gemcitabine, the standard chemotherapeutic drug for CCA.\nCONCLUSION: Using integrated bioinformatics analysis, CDC20 was identified as a novel candidate therapeutic target for CCA.", "claims": [{"id": "claim-method", "statement": "Statistical significance was determined by Students’ t test and P < 0.05 was noted as statistical significance.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:33777535", "locator": "sections[11] \"Statistical analysis\" paragraph 2", "quote": "Statistical significance was determined by Students’ t test and P < 0.05 was noted as statistical significance."}], "state": "complete"}, {"id": "claim-data-access", "statement": "Raw measurements are available in the Supplemental Files.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:33777535", "locator": "sections[21] \"Additional Information and Declarations\" paragraph 4", "quote": "Raw measurements are available in the Supplemental Files."}], "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:33777535"], "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:GSE26566"], "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:GSE26566"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:33777535", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.7717/peerj.11067", "sha256": "sha256:80b29c7fccbec6486368603db730d77da9e7694ecf8272d5d78c58975612e761", "bytes": 34341, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.7717/peerj.11067", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC7980698", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE26566", "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=GSE26566", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE26566", "version": null, "note": "Raw measurements are available in the Supplemental Files.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Raw measurements are available in the Supplemental Files.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM653015", "GSM653016", "GSM653017", "GSM653018", "GSM653019", "GSM653020", "GSM653021", "GSM653022", "GSM653023", "GSM653024", "GSM653025", "GSM653026", "GSM653027", "GSM653028", "GSM653029", "GSM653030", "GSM653031", "GSM653032", "GSM653033", "GSM653034", "GSM653035", "GSM653036", "GSM653037", "GSM653038", "GSM653039", "GSM653040", "GSM653041", "GSM653042", "GSM653043", "GSM653044", "GSM653045", "GSM653046", "GSM653047", "GSM653048", "GSM653049", "GSM653050", "GSM653051", "GSM653052", "GSM653053", "GSM653054", "GSM653055", "GSM653056", "GSM653057", "GSM653058", "GSM653059", "GSM653060", "GSM653061", "GSM653062", "GSM653063", "GSM653064", "GSM653065", "GSM653066", "GSM653067", "GSM653068", "GSM653069", "GSM653070", "GSM653071", "GSM653072", "GSM653073", "GSM653074", "GSM653075", "GSM653076", "GSM653077", "GSM653078", "GSM653079", "GSM653080", "GSM653081", "GSM653082", "GSM653083", "GSM653084", "GSM653085", "GSM653086", "GSM653087", "GSM653088", "GSM653089", "GSM653090", "GSM653091", "GSM653092", "GSM653093", "GSM653094", "GSM653095", "GSM653096", "GSM653097", "GSM653098", "GSM653099", "GSM653100", "GSM653101", "GSM653102", "GSM653103", "GSM653104", "GSM653105", "GSM653106", "GSM653107", "GSM653108", "GSM653109", "GSM653110", "GSM653111", "GSM653112", "GSM653113", "GSM653114", "GSM653115", "GSM653116", "GSM653117", "GSM653118", "GSM653119", "GSM653120", "GSM653121", "GSM653122", "GSM653123", "GSM653124", "GSM653125", "GSM653126", "GSM653127", "GSM653128", "GSM653129", "GSM653130", "GSM653131", "GSM653132", "GSM653133", "GSM653134", "GSM653135", "GSM653136", "GSM653137", "GSM653138", "GSM653139", "GSM653140", "GSM653141", "GSM653142", "GSM653143", "GSM653144", "GSM653145", "GSM653146", "GSM653147", "GSM653148", "GSM653149", "GSM653150", "GSM653151", "GSM653152", "GSM653153", "GSM653154", "GSM653155", "GSM653156", "GSM653157", "GSM653158", "GSM653159", "GSM653160", "GSM653161", "GSM653162", "GSM653163", "GSM653164", "GSM653165", "GSM653166", "GSM653167", "GSM653168", "GSM653169", "GSM653170", "GSM653171", "GSM653172", "GSM653173", "GSM653174", "GSM653175", "GSM653176", "GSM653177", "GSM653178", "GSM653179", "GSM653180", "GSM653181", "GSM653182", "GSM653183"], "sample_count": 169, "group_sizes": null, "group_sizes_basis": null, "platform": "6104", "taxon": "Homo sapiens", "title": "Molecular classification of human cholangiocarcinoma", "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:GSE32225", "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=GSE32225", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE32225", "version": null, "note": "Raw measurements are available in the Supplemental Files.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Raw measurements are available in the Supplemental Files.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM798481", "GSM798482", "GSM798483", "GSM798484", "GSM798485", "GSM798486", "GSM798487", "GSM798488", "GSM798489", "GSM798490", "GSM798491", "GSM798492", "GSM798493", "GSM798494", "GSM798495", "GSM798496", "GSM798497", "GSM798498", "GSM798499", "GSM798500", "GSM798501", "GSM798502", "GSM798503", "GSM798504", "GSM798505", "GSM798506", "GSM798507", "GSM798508", "GSM798509", "GSM798510", "GSM798511", "GSM798512", "GSM798513", "GSM798514", "GSM798515", "GSM798516", "GSM798517", "GSM798518", "GSM798519", "GSM798520", "GSM798521", "GSM798522", "GSM798523", "GSM798524", "GSM798525", "GSM798526", "GSM798527", "GSM798528", "GSM798529", "GSM798530", "GSM798531", "GSM798532", "GSM798533", "GSM798534", "GSM798535", "GSM798536", "GSM798537", "GSM798538", "GSM798539", "GSM798540", "GSM798541", "GSM798542", "GSM798543", "GSM798544", "GSM798545", "GSM798546", "GSM798547", "GSM798548", "GSM798549", "GSM798550", "GSM798551", "GSM798552", "GSM798553", "GSM798554", "GSM798555", "GSM798556", "GSM798557", "GSM798558", "GSM798559", "GSM798560", "GSM798561", "GSM798562", "GSM798563", "GSM798564", "GSM798565", "GSM798566", "GSM798567", "GSM798568", "GSM798569", "GSM798570", "GSM798571", "GSM798572", "GSM798573", "GSM798574", "GSM798575", "GSM798576", "GSM798577", "GSM798578", "GSM798579", "GSM798580", "GSM798581", "GSM798582", "GSM798583", "GSM798584", "GSM798585", "GSM798586", "GSM798587", "GSM798588", "GSM798589", "GSM798590", "GSM798591", "GSM798592", "GSM798593", "GSM798594", "GSM798595", "GSM798596", "GSM798597", "GSM798598", "GSM798599", "GSM798600", "GSM798601", "GSM798602", "GSM798603", "GSM798604", "GSM798605", "GSM798606", "GSM798607", "GSM798608", "GSM798609", "GSM798610", "GSM798611", "GSM798612", "GSM798613", "GSM798614", "GSM798615", "GSM798616", "GSM798617", "GSM798618", "GSM798619", "GSM798620", "GSM798621", "GSM798622", "GSM798623", "GSM798624", "GSM798625", "GSM798626", "GSM798627", "GSM798628", "GSM798629", "GSM798630", "GSM798631", "GSM798632", "GSM798633", "GSM798634", "GSM798635"], "sample_count": 155, "group_sizes": null, "group_sizes_basis": null, "platform": "8432", "taxon": "Homo sapiens", "title": "Gene-expression profiles of formalin-fixed, paraffin-embedded human intrahepatic cholangiocarcinoma", "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:GSE76297", "role": "raw", "format": "geo-series", "media_type": "application/vnd.ncbi.geo-series+json", "uri": "https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE76297", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE76297", "version": null, "note": "Raw measurements are available in the Supplemental Files.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Raw measurements are available in the Supplemental Files.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM1979367", "GSM1979368", "GSM1979369", "GSM1979370", "GSM1979371", "GSM1979372", "GSM1979373", "GSM1979374", "GSM1979375", "GSM1979376", "GSM1979377", "GSM1979378", "GSM1979379", "GSM1979380", "GSM1979381", "GSM1979382", "GSM1979383", "GSM1979384", "GSM1979385", "GSM1979386", "GSM1979387", "GSM1979388", "GSM1979389", "GSM1979390", "GSM1979391", "GSM1979392", "GSM1979393", "GSM1979394", "GSM1979395", "GSM1979396", "GSM1979397", "GSM1979398", "GSM1979399", "GSM1979400", "GSM1979401", "GSM1979402", "GSM1979403", "GSM1979404", "GSM1979405", "GSM1979406", "GSM1979407", "GSM1979408", "GSM1979409", "GSM1979410", "GSM1979411", "GSM1979412", "GSM1979413", "GSM1979414", "GSM1979415", "GSM1979416", "GSM1979417", "GSM1979418", "GSM1979419", "GSM1979420", "GSM1979421", "GSM1979422", "GSM1979423", "GSM1979424", "GSM1979425", "GSM1979426", "GSM1979427", "GSM1979428", "GSM1979429", "GSM1979430", "GSM1979431", "GSM1979432", "GSM1979433", "GSM1979434", "GSM1979435", "GSM1979436", "GSM1979437", "GSM1979438", "GSM1979439", "GSM1979440", "GSM1979441", "GSM1979442", "GSM1979443", "GSM1979444", "GSM1979445", "GSM1979446", "GSM1979447", "GSM1979448", "GSM1979449", "GSM1979450", "GSM1979451", "GSM1979452", "GSM1979453", "GSM1979454", "GSM1979455", "GSM1979456", "GSM1979457", "GSM1979458", "GSM1979459", "GSM1979460", "GSM1979461", "GSM1979462", "GSM1979463", "GSM1979464", "GSM1979465", "GSM1979466", "GSM1979467", "GSM1979468", "GSM1979469", "GSM1979470", "GSM1979471", "GSM1979472", "GSM1979473", "GSM1979474", "GSM1979475", "GSM1979476", "GSM1979477", "GSM1979478", "GSM1979479", "GSM1979480", "GSM1979481", "GSM1979482", "GSM1979483", "GSM1979484", "GSM1979485", "GSM1979486", "GSM1979487", "GSM1979488", "GSM1979489", "GSM1979490", "GSM1979491", "GSM1979492", "GSM1979493", "GSM1979494", "GSM1979495", "GSM1979496", "GSM1979497", "GSM1979498", "GSM1979499", "GSM1979500", "GSM1979501", "GSM1979502", "GSM1979503", "GSM1979504", "GSM1979505", "GSM1979506", "GSM1979507", "GSM1979508", "GSM1979509", "GSM1979510", "GSM1979511", "GSM1979512", "GSM1979513", "GSM1979514", "GSM1979515", "GSM1979516", "GSM1979517", "GSM1979518", "GSM1979519", "GSM1979520", "GSM1979521", "GSM1979522", "GSM1979523", "GSM1979524", "GSM1979525", "GSM1979526", "GSM1979527", "GSM1979528", "GSM1979529", "GSM1979530", "GSM1979531", "GSM1979532", "GSM1979533", "GSM1979534", "GSM1979535", "GSM1979536", "GSM1979537", "GSM1979538", "GSM1979539", "GSM1979540", "GSM1979541", "GSM1979542", "GSM1979543", "GSM1979544", "GSM1979545", "GSM1979546", "GSM1979547", "GSM1979548", "GSM1979549", "GSM1979550", "GSM1979551", "GSM1979552", "GSM1979553", "GSM1979554", "GSM1979555", "GSM1979556", "GSM1979557", "GSM1979558", "GSM1979559", "GSM1979560", "GSM1979561", "GSM1979562", "GSM1979563", "GSM1979564", "GSM1979565", "GSM1979566", "GSM1979567", "GSM1979568", "GSM1979569", "GSM1979570", "GSM1979571", "GSM1979572", "GSM1979573", "GSM1979574", "GSM1979575", "GSM1979576", "GSM1979577", "GSM1979578", "GSM1979579", "GSM1979580", "GSM1979581", "GSM1979582", "GSM1979583", "GSM1979584", "GSM1979585", "GSM1979586", "GSM1979587", "GSM1979588", "GSM1979589", "GSM1979590", "GSM1979591", "GSM1979592", "GSM1979593", "GSM1979594", "GSM1979595", "GSM1979596", "GSM1979597", "GSM1979598", "GSM1979599", "GSM1979600", "GSM1979601", "GSM1979602", "GSM1979603", "GSM1979604", "GSM1979605", "GSM1979606", "GSM1979607", "GSM1979608", "GSM1979609", "GSM1979610", "GSM1979611", "GSM1979612", "GSM1979613", "GSM1979614", "GSM1979615", "GSM1979616", "GSM1979617", "GSM1979618", "GSM1979619", "GSM1979620", "GSM1979621", "GSM1979622", "GSM1979623", "GSM1979624", "GSM1979625", "GSM1979626", "GSM1979627", "GSM1979628", "GSM1979629", "GSM1979630", "GSM1979631", "GSM1979632", "GSM1979633", "GSM1979634", "GSM1979635", "GSM1979636", "GSM1979637", "GSM1979638", "GSM1979639", "GSM1979640", "GSM1979641", "GSM1979642", "GSM1979643", "GSM1979644", "GSM1979645", "GSM1979646", "GSM1979647", "GSM1979648", "GSM1979649", "GSM1979650", "GSM1979651", "GSM1979652", "GSM1979653", "GSM1979654", "GSM1979655", "GSM1979656", "GSM1979657", "GSM1979658", "GSM1979659", "GSM1979660", "GSM1979661", "GSM1979662", "GSM1979663", "GSM1979664", "GSM1979665", "GSM1979666", "GSM1979667", "GSM1979668", "GSM1979669", "GSM1979670"], "sample_count": 304, "group_sizes": null, "group_sizes_basis": null, "platform": "17586", "taxon": "Homo sapiens", "title": "Gene expression data of human hepatocellular carcinoma (HCC) and Cholangiocarcinoma (CCA) from Thailand Initiative in Genomics and Expression Research for Liver Cancer (TIGER-LC)", "resolution_checked_at": "2026-11-01T15:39:55Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "asset:table:pmid:33777535:1", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:3e6563c2040893e004279b901554ae5eb00a5a3157f7df7f9ced855dd752df86", "bytes": 226, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[18]/table-wrap[1]#table-1", "version": null, "note": "Functional roles of top 20 hub genes in CCA based on transcriptomic data.", "structure": {"pmcid": "PMC7980698", "section_index": 18, "section_title": "Discussion", "row_count": 0, "column_count": 0}, "table": {"label": "Table 1", "caption": "Functional roles of top 20 hub genes in CCA based on transcriptomic data.", "rows": [], "row_count": 0, "column_count": 0, "numeric_cells": 0, "header_rows": 0, "locator": "section[18]/table-wrap[1]#table-1"}}, {"id": "asset:table:pmid:33777535:2", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:c3940127ed64d3dd0cd2ad2e098f52402c40690c607ad6698c283ac6908e37c0", "bytes": 262, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[18]/table-wrap[2]#table-2", "version": null, "note": "The potentially druggable targets and prioritized drugs identified for CCA treatment using PanDrugs software.", "structure": {"pmcid": "PMC7980698", "section_index": 18, "section_title": "Discussion", "row_count": 0, "column_count": 0}, "table": {"label": "Table 2", "caption": "The potentially druggable targets and prioritized drugs identified for CCA treatment using PanDrugs software.", "rows": [], "row_count": 0, "column_count": 0, "numeric_cells": 0, "header_rows": 0, "locator": "section[18]/table-wrap[2]#table-2"}}, {"id": "asset:table:pmid:33777535:3", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:c22c98ce5fe364341f8625e74a20d5aaf62c90535f4f4cc13dc2b933bbb6c3f3", "bytes": 281, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[18]/table-wrap[3]#table-3", "version": null, "note": "Comparison the anti-tumor activity of dinaciclib and gemcitabine in CCA cell lines cultured under 2D and 3D cell culture models.", "structure": {"pmcid": "PMC7980698", "section_index": 18, "section_title": "Discussion", "row_count": 0, "column_count": 0}, "table": {"label": "Table 3", "caption": "Comparison the anti-tumor activity of dinaciclib and gemcitabine in CCA cell lines cultured under 2D and 3D cell culture models.", "rows": [], "row_count": 0, "column_count": 0, "numeric_cells": 0, "header_rows": 0, "locator": "section[18]/table-wrap[3]#table-3"}}], "gaps": ["asset:data:geo:GSE26566 not downloaded", "asset:data:geo:GSE26566 licence not read", "asset:data:geo:GSE32225 not downloaded", "asset:data:geo:GSE32225 licence not read", "asset:data:geo:GSE76297 not downloaded", "asset:data:geo:GSE76297 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": "network_analysis", "specific": "ppi_network", "label": "Network / pathway analysis", "dsl_operations": ["build_graph", "centrality_scores", "pathway_enrich"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["edge_list"], "evidence": {"score": 0.7, "band": "medium", "quote": "PPI"}}, {"id": "method-2", "family": "network_analysis", "specific": "pathway_enrichment", "label": "Network / pathway analysis", "dsl_operations": ["pathway_enrich"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["edge_list"], "evidence": {"score": 0.7, "band": "medium", "quote": "pathway enrichment"}}, {"id": "method-3", "family": null, "specific": null, "label": "Students’ t test", "dsl_operations": [], "missing_operations": [], "expressible": null, "parameters": {}, "data_shapes": [], "evidence": {"score": 1.0, "band": "verbatim", "quote": "Statistical significance was determined by Students’ t test and P < 0.05 was noted as statistical significance."}}], "targets": [], "gaps": ["method.reader_named_unmapped"]}, "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": ["build_graph", "centrality_scores", "pathway_enrich"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: ppi_network."}, "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": ["GSE26566", "GSE32225", "GSE76297"], "resolved_accessions": ["GSE26566", "GSE32225", "GSE76297"], "statements": ["Raw measurements are available in the Supplemental Files."], "basis": "The paper names GSE26566, GSE32225, GSE76297 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": ["build_graph", "centrality_scores", "pathway_enrich"], "assets": ["source:pmid:33777535", "data:geo:GSE26566", "asset:table:pmid:33777535:1", "asset:table:pmid:33777535:2", "asset:table:pmid:33777535:3"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE26566"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-10-31T18:28:41Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 3, "usage": {"prompt_tokens": 25921, "completion_tokens": 2252, "cached_tokens": 8704}}, "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:33777535", "type": "paper", "label": "pmid:33777535"}, {"id": "source:pmid:33777535", "type": "manuscript", "label": "PMID 33777535 full text"}, {"id": "data:geo:GSE26566", "type": "dataset", "label": "GEO GSE26566"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:33777535", "type": "paper", "label": "pmid:33777535"}, {"id": "source:pmid:33777535", "type": "manuscript", "label": "PMID 33777535 full text"}, {"id": "data:geo:GSE26566", "type": "dataset", "label": "GEO GSE26566"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-33777535", "type": "extraction", "used": ["source:pmid:33777535"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE26566", "type": "accession_resolution", "used": ["data:geo:GSE26566"], "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:33777535", "parent_hash": "sha256:172c7a123f393fae4701f8f888d8500a3d7bfba2065a0eff2141c287ac62851c", "fork_of": null, "generation": 6}, "gaps": ["asset:data:geo:GSE26566 licence not read", "asset:data:geo:GSE26566 not downloaded", "asset:data:geo:GSE32225 licence not read", "asset:data:geo:GSE32225 not downloaded", "asset:data:geo:GSE76297 licence not read", "asset:data:geo:GSE76297 not downloaded", "execution.not_run", "method.reader_named_unmapped", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "data_generation", "definition_id": "microarray", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["target genes for CCA therapy based on three microarray gene expression profiles (GSE26566, GSE32225", "onal cell culture models. RESULTS: The three microarray datasets exhibited an intersection consistin"], "order_basis": "paper_text_order:634", "id": "assay:1"}, {"role": "data_generation", "definition_id": "cell_culture", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["te genes were investigated in CCA cell lines cultured under 2-dimensional and 3-dimensional cell c", "enocarcinoma) (Saensa-ard et al., 2017) were cultured in Dulbecco’s Modified Eagle’s Medium (DMEM)(Gi", "using SpectraMax L Microplate Reader. Cells cultured in DMSO; 0.01% for 2D-culture and 0.4% for 3-D", "etts) for luminescence detection of ATP from cultured cells under the 2D model using SpectraMax L"], "order_basis": "paper_text_order:1228", "id": "assay:2"}, {"role": "analysis", "definition_id": "network_analysis", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["build_graph", "centrality_scores", "pathway_enrich"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 0.7, "evidence": ["PPI"], "order_basis": "consumes_earlier_output", "id": "assay:3"}]}