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

pmid:33123295

Construction of novel mRNA-miRNA-lncRNA regulatory networks associated with prognosis of ovarian cancer.

Lingling Gao · Xiao Li · Xin Nie · Qian Guo · Qing Liu · Yue Qi · Juanjuan Liu · Bei Lin

Journal of Cancer · 2020 doi:10.7150/jca.49557

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:33123295
kind
science-record
content_hash
sha256:d84c5841462ba50a4e6be3549f351c3e2790e5979bd0f5747b891984a298610c
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T15:41:14Z
updated_at
2026-11-01T22:02:25Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
Construction of novel mRNA-miRNA-lncRNA regulatory networks associated with prognosis of ovarian cancer.
doi
10.7150/jca.49557
pmid
33123295
authors array · 8 items
[0]
Lingling Gao
[1]
Xiao Li
[2]
Xin Nie
[3]
Qian Guo
[4]
Qing Liu
[5]
Yue Qi
[6]
Juanjuan Liu
[7]
Bei Lin
journal
Journal of Cancer
year
2020
abstract
Background: Ovarian cancer (OC) is the most lethal malignancy in the female reproductive system. Growing evidences demonstrates that competing endogenous RNA (ceRNA) network play crucial roles in the occurrence and progression of tumors. Therefore, we aimed to explore and identify novel mRNA-miRNA-lncRNA ceRNA networks associated with prognosis of OC. Methods: The differentially expressed gene (DEGs) of four expression profiles datasets (GSE5438, GSE40595, GSE38666 and GSE26712) were collected from Gene Expression Omnibus (GEO) database and analyzed with NetworkAnalyst. Intersection of DEGs were further employed for Gene Ontology (GO) and Kyoto Encyclopedia of Gene and Genome (KEGG) pathway analysis. Protein-protein interaction (PPI) network and hub genes of DEGs were also identified. The expression levels and survival analysis of the hub genes in OC and their upstream miRNAs and lncRNAs were performed by various bioinformatics databases. More importantly, ceRNA networks were constructed based on mRNA-miRNA-lncRNA in OC. Results: A total of 178 DEGs including 38 upregulated and 140 downregulated genes from intersected DEGs of four expression profiles were identified in OC. Functional enrichment analysis suggested that the commonly DEGs were enriched in regulating enzyme inhibitor activity, glycosaminoglycan and G protein-coupled receptor binding, cell morphogenesis, and involved in pathways including metabolic process, proteoglycans in cancer. Top 10 hub genes with higher connectivity degree were selected for subsequent expression and prognosis analysis. After take expression levels and prognostic roles of hub genes and their upstream miRNAs and lncRNAs in OC into consideration, 2 mRNAs (TACC3 and CXCR4), 2 miRNAs (hsa-miR-425-5p and hsa-miR-146a-5p) and 3 lncRNAs (FUT8-AS1, LINC00665 and LINC01535) were significantly associated with the poor prognosis of OC. The mRNA-miRNA-lncRNA networks (TACC3-hsa-miR-425-5p-FUT8-AS1 and CXCR4-hsa-miR-146a-5p-LINC00665/LINC01535) were eventually constructed in OC based on ceRNA mechanism. Conclusion: We successfully constructed novel ceRNA network associated with the prognosis of ovarian cancer, which may provide a new strategy for early diagnosis and therapeutic intervention of OC.
claims array · 2 items
[0] object · 6 fields
id
claim-method
statement
In this study, NetworkAnalyst 3.0 was employed to normalize the data and identify DEGs in each dataset, the cut-off criteria were set as follows: adjusted P < 0.05 and log2 fold change (log2 FC) ≥1.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:33123295
locator
sections[4] "Identification of differentially expressed genes (DEGs)" paragraph 2
quote
In this study, NetworkAnalyst 3.0 was employed to normalize the data and identify DEGs in each dataset, the cut-off criteria were set as follows: adjusted P < 0.05 and log2 fold change (log2 FC) ≥1.
state
complete
[1] object · 6 fields
id
claim-data-access
statement
The datasets used or analyzed during the current study are available from the corresponding author upon reasonable request.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:33123295
locator
sections[23] "Availability of data and materials" paragraph 2
quote
The datasets used or analyzed during the current study are available from the corresponding author upon reasonable 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:33123295
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:GSE26712
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:GSE26712
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 · 8 items
[0] object · 15 fields
id
source:pmid:33123295
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.7150/jca.49557
sha256
sha256:dd125cdb70e133557d4beed47062a35438906a3942006000c180c834d89c6811
bytes
48990
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.7150/jca.49557
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
PMC7592000
source
europe_pmc_fulltext
coverage
whole_body
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:GSE26712
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=GSE26712
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE26712
version
null
note
The datasets used or analyzed during the current study are available from the corresponding author upon reasonable request.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The datasets used or analyzed during the current study are available from the corresponding author upon reasonable request.
access_statement_kind
data_availability_statement
sample_accessions array · 195 items
[0]
GSM657519
[1]
GSM657520
[2]
GSM657521
[3]
GSM657522
[4]
GSM657523
[5]
GSM657524
[6]
GSM657525
[7]
GSM657526
[8]
GSM657527
[9]
GSM657528
[10]
GSM657529
[11]
GSM657530
[12]
GSM657531
[13]
GSM657532
[14]
GSM657533
[15]
GSM657534
[16]
GSM657535
[17]
GSM657536
[18]
GSM657537
[19]
GSM657538
[20]
GSM657539
[21]
GSM657540
[22]
GSM657541
[23]
GSM657542
[24]
GSM657543
[25]
GSM657544
[26]
GSM657545
[27]
GSM657546
[28]
GSM657547
[29]
GSM657548
[30]
GSM657549
[31]
GSM657550
[32]
GSM657551
[33]
GSM657552
[34]
GSM657553
[35]
GSM657554
[36]
GSM657555
[37]
GSM657556
[38]
GSM657557
[39]
GSM657558
[40]
GSM657559
[41]
GSM657560
[42]
GSM657561
[43]
GSM657562
[44]
GSM657563
[45]
GSM657564
[46]
GSM657565
[47]
GSM657566
[48]
GSM657567
[49]
GSM657568
[50]
GSM657569
[51]
GSM657570
[52]
GSM657571
[53]
GSM657572
[54]
GSM657573
[55]
GSM657574
[56]
GSM657575
[57]
GSM657576
[58]
GSM657577
[59]
GSM657578
[60]
GSM657579
[61]
GSM657580
[62]
GSM657581
[63]
GSM657582
[64]
GSM657583
[65]
GSM657584
[66]
GSM657585
[67]
GSM657586
[68]
GSM657587
[69]
GSM657588
[70]
GSM657589
[71]
GSM657590
[72]
GSM657591
[73]
GSM657592
[74]
GSM657593
[75]
GSM657594
[76]
GSM657595
[77]
GSM657596
[78]
GSM657597
[79]
GSM657598
[80]
GSM657599
[81]
GSM657600
[82]
GSM657601
[83]
GSM657602
[84]
GSM657603
[85]
GSM657604
[86]
GSM657605
[87]
GSM657606
[88]
GSM657607
[89]
GSM657608
[90]
GSM657609
[91]
GSM657610
[92]
GSM657611
[93]
GSM657612
[94]
GSM657613
[95]
GSM657614
[96]
GSM657615
[97]
GSM657616
[98]
GSM657617
[99]
GSM657618
[100]
GSM657619
[101]
GSM657620
[102]
GSM657621
[103]
GSM657622
[104]
GSM657623
[105]
GSM657624
[106]
GSM657625
[107]
GSM657626
[108]
GSM657627
[109]
GSM657628
[110]
GSM657629
[111]
GSM657630
[112]
GSM657631
[113]
GSM657632
[114]
GSM657633
[115]
GSM657634
[116]
GSM657635
[117]
GSM657636
[118]
GSM657637
[119]
GSM657638
[120]
GSM657639
[121]
GSM657640
[122]
GSM657641
[123]
GSM657642
[124]
GSM657643
[125]
GSM657644
[126]
GSM657645
[127]
GSM657646
[128]
GSM657647
[129]
GSM657648
[130]
GSM657649
[131]
GSM657650
[132]
GSM657651
[133]
GSM657652
[134]
GSM657653
[135]
GSM657654
[136]
GSM657655
[137]
GSM657656
[138]
GSM657657
[139]
GSM657658
[140]
GSM657659
[141]
GSM657660
[142]
GSM657661
[143]
GSM657662
[144]
GSM657663
[145]
GSM657664
[146]
GSM657665
[147]
GSM657666
[148]
GSM657667
[149]
GSM657668
[150]
GSM657669
[151]
GSM657670
[152]
GSM657671
[153]
GSM657672
[154]
GSM657673
[155]
GSM657674
[156]
GSM657675
[157]
GSM657676
[158]
GSM657677
[159]
GSM657678
[160]
GSM657679
[161]
GSM657680
[162]
GSM657681
[163]
GSM657682
[164]
GSM657683
[165]
GSM657684
[166]
GSM657685
[167]
GSM657686
[168]
GSM657687
[169]
GSM657688
[170]
GSM657689
[171]
GSM657690
[172]
GSM657691
[173]
GSM657692
[174]
GSM657693
[175]
GSM657694
[176]
GSM657695
[177]
GSM657696
[178]
GSM657697
[179]
GSM657698
[180]
GSM657699
[181]
GSM657700
[182]
GSM657701
[183]
GSM657702
[184]
GSM657703
[185]
GSM657704
[186]
GSM657705
[187]
GSM657706
[188]
GSM657707
[189]
GSM657708
[190]
GSM657709
[191]
GSM657710
[192]
GSM657711
[193]
GSM657712
[194]
GSM657713
sample_count
195
group_sizes
null
group_sizes_basis
null
platform
96
taxon
Homo sapiens
title
A Gene Signature Predicting for Survival in Suboptimally Debulked Patients with Ovarian Cancer
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:GSE38666
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=GSE38666
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE38666
version
null
note
The datasets used or analyzed during the current study are available from the corresponding author upon reasonable request.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The datasets used or analyzed during the current study are available from the corresponding author upon reasonable request.
access_statement_kind
data_availability_statement
sample_accessions array · 45 items
[0]
GSM947269
[1]
GSM947270
[2]
GSM947271
[3]
GSM947272
[4]
GSM947273
[5]
GSM947274
[6]
GSM947275
[7]
GSM947276
[8]
GSM947277
[9]
GSM947278
[10]
GSM947279
[11]
GSM947280
[12]
GSM947281
[13]
GSM947282
[14]
GSM947283
[15]
GSM947284
[16]
GSM947285
[17]
GSM947286
[18]
GSM947287
[19]
GSM947288
[20]
GSM947289
[21]
GSM947290
[22]
GSM947291
[23]
GSM947292
[24]
GSM947293
[25]
GSM947294
[26]
GSM947295
[27]
GSM947296
[28]
GSM947297
[29]
GSM947298
[30]
GSM947299
[31]
GSM947300
[32]
GSM947301
[33]
GSM947302
[34]
GSM947303
[35]
GSM947304
[36]
GSM947305
[37]
GSM947306
[38]
GSM947307
[39]
GSM947308
[40]
GSM947309
[41]
GSM947310
[42]
GSM947311
[43]
GSM947312
[44]
GSM947313
sample_count
45
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Molecular Profiling provides evidence of the existence of two functionally distinct classes of ovarian cancer stroma
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:GSE40595
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=GSE40595
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE40595
version
null
note
The datasets used or analyzed during the current study are available from the corresponding author upon reasonable request.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The datasets used or analyzed during the current study are available from the corresponding author upon reasonable request.
access_statement_kind
data_availability_statement
sample_accessions array · 77 items
[0]
GSM997591
[1]
GSM997592
[2]
GSM997593
[3]
GSM997594
[4]
GSM997595
[5]
GSM997596
[6]
GSM997597
[7]
GSM997598
[8]
GSM997599
[9]
GSM997600
[10]
GSM997601
[11]
GSM997602
[12]
GSM997603
[13]
GSM997604
[14]
GSM997605
[15]
GSM997606
[16]
GSM997607
[17]
GSM997608
[18]
GSM997609
[19]
GSM997610
[20]
GSM997611
[21]
GSM997612
[22]
GSM997613
[23]
GSM997614
[24]
GSM997615
[25]
GSM997616
[26]
GSM997617
[27]
GSM997618
[28]
GSM997619
[29]
GSM997620
[30]
GSM997621
[31]
GSM997622
[32]
GSM997623
[33]
GSM997624
[34]
GSM997625
[35]
GSM997626
[36]
GSM997627
[37]
GSM997628
[38]
GSM997629
[39]
GSM997630
[40]
GSM997631
[41]
GSM997632
[42]
GSM997633
[43]
GSM997634
[44]
GSM997635
[45]
GSM997636
[46]
GSM997637
[47]
GSM997638
[48]
GSM997639
[49]
GSM997640
[50]
GSM997641
[51]
GSM997642
[52]
GSM997643
[53]
GSM997644
[54]
GSM997645
[55]
GSM997646
[56]
GSM997647
[57]
GSM997648
[58]
GSM997649
[59]
GSM997650
[60]
GSM997651
[61]
GSM997652
[62]
GSM997653
[63]
GSM997654
[64]
GSM997655
[65]
GSM997656
[66]
GSM997657
[67]
GSM997658
[68]
GSM997659
[69]
GSM997660
[70]
GSM997661
[71]
GSM997662
[72]
GSM997663
[73]
GSM997664
[74]
GSM997665
[75]
GSM997666
[76]
GSM997667
sample_count
77
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
A cancer associated fibroblasts (CAFs) specific gene signature in high grade serous ovarian cancer
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:GSE54388
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=GSE54388
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE54388
version
null
note
The datasets used or analyzed during the current study are available from the corresponding author upon reasonable request.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The datasets used or analyzed during the current study are available from the corresponding author upon reasonable request.
access_statement_kind
data_availability_statement
sample_accessions array · 22 items
[0]
GSM1314222
[1]
GSM1314223
[2]
GSM1314224
[3]
GSM1314225
[4]
GSM1314226
[5]
GSM1314227
[6]
GSM1314228
[7]
GSM1314229
[8]
GSM1314230
[9]
GSM1314231
[10]
GSM1314232
[11]
GSM1314233
[12]
GSM1314234
[13]
GSM1314235
[14]
GSM1314236
[15]
GSM1314237
[16]
GSM1314238
[17]
GSM1314239
[18]
GSM1314240
[19]
GSM1314241
[20]
GSM1314242
[21]
GSM1314243
sample_count
22
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Identification of differentially expressed transcription factors in ovarian cancer
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 · 16 fields
id
asset:table:pmid:33123295:1
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:58aaf18cae73b919c004cbce97a5f72d3f0ac9197f26e52c134d98a27d3f3417
bytes
482
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[12]/table-wrap[1]#T1
version
null
note
Details of the four datasets from GEO
structure object · 5 fields
pmcid
PMC7592000
section_index
12
section_title
Identification of significant DEGs in ovarian cancer from GEO database
row_count
5
column_count
5
table object · 8 fields
label
Table 1
caption
Details of the four datasets from GEO
rows array · 5 items
[0] array · 5 items
[0]
Dataset
[1]
Platform
[2]
Epithelial ovarian cancer
[3]
Normal
[4]
Reference
[1] array · 5 items
[0]
GSE54388
[1]
GPL570
[2]
16
[3]
6
[4]
Yeung TL et al. (2017)
[2] array · 5 items
[0]
GSE40595
[1]
GPL570
[2]
32
[3]
6
[4]
Yeung TL et al. (2015)
[3] array · 5 items
[0]
GSE38666
[1]
GPL570
[2]
18
[3]
12
[4]
Lili LN et al. (2013)
[4] array · 5 items
[0]
GSE26712
[1]
GPL96
[2]
185
[3]
10
[4]
Bonome T et al. (2018)
locator
section[12]/table-wrap[1]#T1
[6] object · 16 fields
id
asset:table:pmid:33123295:2
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:896f3a7611822d3a1bca642f6d24823440afc48c3ccca43a28c65edea161ca33
bytes
1060
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[14]/table-wrap[1]#T2
version
null
note
Top 20 upregulated and downregulated DEGs in network ranked by connectivity degree with Cytoscape software
structure object · 5 fields
pmcid
PMC7592000
section_index
14
section_title
PPI network construction and identification of hub genes
row_count
22
column_count
6
table object · 8 fields
label
Table 2
caption
Top 20 upregulated and downregulated DEGs in network ranked by connectivity degree with Cytoscape software
rows array · 22 items
[0] array · 2 items
[0]
Upregulated DEGs
[1]
Downregulated DEGs
[1] array · 6 items
[0]
Rank
[1]
Name
[2]
Score
[3]
Rank
[4]
Name
[5]
Score
[2] array · 6 items
[0]
1
[1]
UBE2C
[2]
32
[3]
1
[4]
KDR
[5]
11
[3] array · 6 items
[0]
1
[1]
CDC20
[2]
32
[3]
2
[4]
HSD17B6
[5]
7
[4] array · 6 items
[0]
3
[1]
BIRC5
[2]
30
[3]
3
[4]
NANOG
[5]
6
[5] array · 6 items
[0]
4
[1]
RNASEH2A
[2]
26
[3]
3
[4]
AOX1
[5]
6
[6] array · 6 items
[0]
5
[1]
TK1
[2]
24
[3]
3
[4]
CYP3A5
[5]
6
[7] array · 6 items
[0]
6
[1]
TACC3
[2]
6
[3]
3
[4]
ALDH1A1
[5]
6
[8] array · 6 items
[0]
7
[1]
CXCR4
[2]
2
[3]
7
[4]
ADH1B
[5]
5
[9] array · 6 items
[0]
7
[1]
SDC1
[2]
2
[3]
7
[4]
MAOB
[5]
5
[10] array · 6 items
[0]
7
[1]
RNASEH2B
[2]
2
[3]
7
[4]
ALDH1A2
[5]
5
[11] array · 6 items
[0]
7
[1]
RNASEH2C
[2]
2
[3]
10
[4]
FGF13
[5]
4
[12] array · 6 items
[0]
7
[1]
ANAPC11
[2]
2
[3]
10
[4]
ANXA5
[5]
4
[13] array · 6 items
[0]
12
[1]
FXYD3
[2]
1
[3]
10
[4]
HSD17B2
[5]
4
[14] array · 6 items
[0]
12
[1]
S100A14
[2]
1
[3]
10
[4]
NR3C2
[5]
4
[15] array · 6 items
[0]
12
[1]
KLK8
[2]
1
[3]
10
[4]
ANXA1
[5]
4
[16] array · 6 items
[0]
12
[1]
DEFB1
[2]
1
[3]
10
[4]
ADRA2A
[5]
4
[17] array · 6 items
[0]
12
[1]
SST
[2]
1
[3]
16
[4]
SCG5
[5]
3
[18] array · 6 items
[0]
12
[1]
LCN2
[2]
1
[3]
16
[4]
S100A10
[5]
3
[19] array · 6 items
[0]
12
[1]
PTX3
[2]
1
[3]
16
[4]
CPE
[5]
3
[20] array · 6 items
[0]
12
[1]
APOA1
[2]
1
[3]
16
[4]
RTN1
[5]
3
[21] array · 6 items
[0]
12
[1]
SCGB2A1
[2]
1
[3]
16
[4]
GFPT2
[5]
3
locator
section[14]/table-wrap[1]#T2
[7] object · 16 fields
id
asset:table:pmid:33123295:3
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:9b46dce6afbe37920f50560d5b959dd288b21b1d8df4f6c7bb9d7ae6fd783a54
bytes
719
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[16]/table-wrap[1]#T3
version
null
note
Identification of upstream miRNA of the 5 hub genes in ovarian cancer with miRTarBase
structure object · 5 fields
pmcid
PMC7592000
section_index
16
section_title
Detection and validation of upstream miRNAs of the 5 key genes in ovarian cancer
row_count
23
column_count
2
table object · 8 fields
label
Table 3
caption
Identification of upstream miRNA of the 5 hub genes in ovarian cancer with miRTarBase
rows array · 23 items
[0] array · 2 items
[0]
mRNA
[1]
miRNA
[1] array · 2 items
[0]
UBE2C
[1]
hsa-miR-20a-5p
[2] array · 2 items
[0]
[1]
hsa-miR-17-5p
[3] array · 2 items
[0]
[1]
hsa-miR-631
[4] array · 2 items
[0]
TK1
[1]
-
[5] array · 2 items
[0]
TACC3
[1]
hsa-miR-24-3p
[6] array · 2 items
[0]
[1]
hsa-miR-152-3p
[7] array · 2 items
[0]
[1]
hsa-miR-425-5p
[8] array · 2 items
[0]
CXCR4
[1]
hsa-miR-146a-5p
[9] array · 2 items
[0]
[1]
hsa-miR-146a-3p
[10] array · 2 items
[0]
[1]
hsa-miR-224-5p
[11] array · 2 items
[0]
[1]
hsa-miR-150-5p
[12] array · 2 items
[0]
[1]
hsa-miR-139-5p
[13] array · 2 items
[0]
[1]
hsa-miR-126-3p
[14] array · 2 items
[0]
[1]
hsa-miR-9-5p
[15] array · 2 items
[0]
[1]
hsa-miR-133b
[16] array · 2 items
[0]
[1]
hsa-miR-494-3p
[17] array · 2 items
[0]
[1]
hsa-miR-494-5p
[18] array · 2 items
[0]
[1]
hsa-miR-622
[19] array · 2 items
[0]
[1]
hsa-miR-204-5p
[20] array · 2 items
[0]
[1]
hsa-miR-663a
[21] array · 2 items
[0]
[1]
hsa-miR-335-5p
[22] array · 2 items
[0]
MAOB
[1]
-
locator
section[16]/table-wrap[1]#T3
gaps array · 8 items
[0]
asset:data:geo:GSE26712 not downloaded
[1]
asset:data:geo:GSE26712 licence not read
[2]
asset:data:geo:GSE38666 not downloaded
[3]
asset:data:geo:GSE38666 licence not read
[4]
asset:data:geo:GSE40595 not downloaded
[5]
asset:data:geo:GSE40595 licence not read
[6]
asset:data:geo:GSE54388 not downloaded
[7]
asset:data:geo:GSE54388 licence not read
analysis object · 4 fields
state
partial
methods array · 2 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
Protein-protein interaction
[1] object · 10 fields
id
method-2
family
null
specific
null
label
NetworkAnalyst 3.0
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
In this study, NetworkAnalyst 3.0 was employed to normalize the data and identify DEGs in each dataset, the cut-off criteria were set as follows: adjusted P < 0.05 and log2 fold change (log2 FC) ≥1.
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 · 4 items
[0]
GSE54388
[1]
GSE40595
[2]
GSE38666
[3]
GSE26712
resolved_accessions array · 4 items
[0]
GSE54388
[1]
GSE40595
[2]
GSE38666
[3]
GSE26712
statements array · 1 item
[0]
The datasets used or analyzed during the current study are available from the corresponding author upon reasonable request.
basis
The paper names GSE54388, GSE40595, GSE38666, GSE26712 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:33123295
[1]
data:geo:GSE26712
[2]
asset:table:pmid:33123295:1
[3]
asset:table:pmid:33123295:2
[4]
asset:table:pmid:33123295:3
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:GSE26712
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
2026-10-31T18:23:46Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
3
usage object · 3 fields
prompt_tokens
39584
completion_tokens
2105
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:33123295
type
paper
label
pmid:33123295
[1] object · 3 fields
id
source:pmid:33123295
type
manuscript
label
PMID 33123295 full text
[2] object · 3 fields
id
data:geo:GSE26712
type
dataset
label
GEO GSE26712
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:33123295
type
paper
label
pmid:33123295
[1] object · 3 fields
id
source:pmid:33123295
type
manuscript
label
PMID 33123295 full text
[2] object · 3 fields
id
data:geo:GSE26712
type
dataset
label
GEO GSE26712
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-33123295
type
extraction
used array · 1 item
[0]
source:pmid:33123295
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE26712
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE26712
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:33123295
parent_hash
sha256:2dc230b6321b754c49636624ad67166c4fe38ce12a22b170367e07beeefbd496
fork_of
null
gaps array · 13 items
[0]
asset:data:geo:GSE26712 licence not read
[1]
asset:data:geo:GSE26712 not downloaded
[2]
asset:data:geo:GSE38666 licence not read
[3]
asset:data:geo:GSE38666 not downloaded
[4]
asset:data:geo:GSE40595 licence not read
[5]
asset:data:geo:GSE40595 not downloaded
[6]
asset:data:geo:GSE54388 licence not read
[7]
asset:data:geo:GSE54388 not downloaded
[8]
execution.not_run
[9]
method.reader_named_unmapped
[10]
review.human_critique
[11]
review.independent_reader
[12]
review.machine_critique
assays array · 1 item
[0] 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]
Protein-protein interaction
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:33123295", "kind": "science-record", "revision": 7, "content_hash": "sha256:d84c5841462ba50a4e6be3549f351c3e2790e5979bd0f5747b891984a298610c", "created_at": "2026-11-01T15:41:14Z", "updated_at": "2026-11-01T22:02:25Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Construction of novel mRNA-miRNA-lncRNA regulatory networks associated with prognosis of ovarian cancer.", "doi": "10.7150/jca.49557", "pmid": "33123295", "authors": ["Lingling Gao", "Xiao Li", "Xin Nie", "Qian Guo", "Qing Liu", "Yue Qi", "Juanjuan Liu", "Bei Lin"], "journal": "Journal of Cancer", "year": 2020, "abstract": "Background: Ovarian cancer (OC) is the most lethal malignancy in the female reproductive system. Growing evidences demonstrates that competing endogenous RNA (ceRNA) network play crucial roles in the occurrence and progression of tumors. Therefore, we aimed to explore and identify novel mRNA-miRNA-lncRNA ceRNA networks associated with prognosis of OC. Methods: The differentially expressed gene (DEGs) of four expression profiles datasets (GSE5438, GSE40595, GSE38666 and GSE26712) were collected from Gene Expression Omnibus (GEO) database and analyzed with NetworkAnalyst. Intersection of DEGs were further employed for Gene Ontology (GO) and Kyoto Encyclopedia of Gene and Genome (KEGG) pathway analysis. Protein-protein interaction (PPI) network and hub genes of DEGs were also identified. The expression levels and survival analysis of the hub genes in OC and their upstream miRNAs and lncRNAs were performed by various bioinformatics databases. More importantly, ceRNA networks were constructed based on mRNA-miRNA-lncRNA in OC. Results: A total of 178 DEGs including 38 upregulated and 140 downregulated genes from intersected DEGs of four expression profiles were identified in OC. Functional enrichment analysis suggested that the commonly DEGs were enriched in regulating enzyme inhibitor activity, glycosaminoglycan and G protein-coupled receptor binding, cell morphogenesis, and involved in pathways including metabolic process, proteoglycans in cancer. Top 10 hub genes with higher connectivity degree were selected for subsequent expression and prognosis analysis. After take expression levels and prognostic roles of hub genes and their upstream miRNAs and lncRNAs in OC into consideration, 2 mRNAs (TACC3 and CXCR4), 2 miRNAs (hsa-miR-425-5p and hsa-miR-146a-5p) and 3 lncRNAs (FUT8-AS1, LINC00665 and LINC01535) were significantly associated with the poor prognosis of OC. The mRNA-miRNA-lncRNA networks (TACC3-hsa-miR-425-5p-FUT8-AS1 and CXCR4-hsa-miR-146a-5p-LINC00665/LINC01535) were eventually constructed in OC based on ceRNA mechanism. Conclusion: We successfully constructed novel ceRNA network associated with the prognosis of ovarian cancer, which may provide a new strategy for early diagnosis and therapeutic intervention of OC.", "claims": [{"id": "claim-method", "statement": "In this study, NetworkAnalyst 3.0 was employed to normalize the data and identify DEGs in each dataset, the cut-off criteria were set as follows: adjusted P < 0.05 and log2 fold change (log2 FC) ≥1.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:33123295", "locator": "sections[4] \"Identification of differentially expressed genes (DEGs)\" paragraph 2", "quote": "In this study, NetworkAnalyst 3.0 was employed to normalize the data and identify DEGs in each dataset, the cut-off criteria were set as follows: adjusted P < 0.05 and log2 fold change (log2 FC) ≥1."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The datasets used or analyzed during the current study are available from the corresponding author upon reasonable request.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:33123295", "locator": "sections[23] \"Availability of data and materials\" paragraph 2", "quote": "The datasets used or analyzed during the current study are available from the corresponding author upon reasonable 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:33123295"], "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:GSE26712"], "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:GSE26712"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:33123295", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.7150/jca.49557", "sha256": "sha256:dd125cdb70e133557d4beed47062a35438906a3942006000c180c834d89c6811", "bytes": 48990, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.7150/jca.49557", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC7592000", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE26712", "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=GSE26712", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE26712", "version": null, "note": "The datasets used or analyzed during the current study are available from the corresponding author upon reasonable request.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The datasets used or analyzed during the current study are available from the corresponding author upon reasonable request.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM657519", "GSM657520", "GSM657521", "GSM657522", "GSM657523", "GSM657524", "GSM657525", "GSM657526", "GSM657527", "GSM657528", "GSM657529", "GSM657530", "GSM657531", "GSM657532", "GSM657533", "GSM657534", "GSM657535", "GSM657536", "GSM657537", "GSM657538", "GSM657539", "GSM657540", "GSM657541", "GSM657542", "GSM657543", "GSM657544", "GSM657545", "GSM657546", "GSM657547", "GSM657548", "GSM657549", "GSM657550", "GSM657551", "GSM657552", "GSM657553", "GSM657554", "GSM657555", "GSM657556", "GSM657557", "GSM657558", "GSM657559", "GSM657560", "GSM657561", "GSM657562", "GSM657563", "GSM657564", "GSM657565", "GSM657566", "GSM657567", "GSM657568", "GSM657569", "GSM657570", "GSM657571", "GSM657572", "GSM657573", "GSM657574", "GSM657575", "GSM657576", "GSM657577", "GSM657578", "GSM657579", "GSM657580", "GSM657581", "GSM657582", "GSM657583", "GSM657584", "GSM657585", "GSM657586", "GSM657587", "GSM657588", "GSM657589", "GSM657590", "GSM657591", "GSM657592", "GSM657593", "GSM657594", "GSM657595", "GSM657596", "GSM657597", "GSM657598", "GSM657599", "GSM657600", "GSM657601", "GSM657602", "GSM657603", "GSM657604", "GSM657605", "GSM657606", "GSM657607", "GSM657608", "GSM657609", "GSM657610", "GSM657611", "GSM657612", "GSM657613", "GSM657614", "GSM657615", "GSM657616", "GSM657617", "GSM657618", "GSM657619", "GSM657620", "GSM657621", "GSM657622", "GSM657623", "GSM657624", "GSM657625", "GSM657626", "GSM657627", "GSM657628", "GSM657629", "GSM657630", "GSM657631", "GSM657632", "GSM657633", "GSM657634", "GSM657635", "GSM657636", "GSM657637", "GSM657638", "GSM657639", "GSM657640", "GSM657641", "GSM657642", "GSM657643", "GSM657644", "GSM657645", "GSM657646", "GSM657647", "GSM657648", "GSM657649", "GSM657650", "GSM657651", "GSM657652", "GSM657653", "GSM657654", "GSM657655", "GSM657656", "GSM657657", "GSM657658", "GSM657659", "GSM657660", "GSM657661", "GSM657662", "GSM657663", "GSM657664", "GSM657665", "GSM657666", "GSM657667", "GSM657668", "GSM657669", "GSM657670", "GSM657671", "GSM657672", "GSM657673", "GSM657674", "GSM657675", "GSM657676", "GSM657677", "GSM657678", "GSM657679", "GSM657680", "GSM657681", "GSM657682", "GSM657683", "GSM657684", "GSM657685", "GSM657686", "GSM657687", "GSM657688", "GSM657689", "GSM657690", "GSM657691", "GSM657692", "GSM657693", "GSM657694", "GSM657695", "GSM657696", "GSM657697", "GSM657698", "GSM657699", "GSM657700", "GSM657701", "GSM657702", "GSM657703", "GSM657704", "GSM657705", "GSM657706", "GSM657707", "GSM657708", "GSM657709", "GSM657710", "GSM657711", "GSM657712", "GSM657713"], "sample_count": 195, "group_sizes": null, "group_sizes_basis": null, "platform": "96", "taxon": "Homo sapiens", "title": "A Gene Signature Predicting for Survival in Suboptimally Debulked Patients with Ovarian Cancer", "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:GSE38666", "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=GSE38666", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE38666", "version": null, "note": "The datasets used or analyzed during the current study are available from the corresponding author upon reasonable request.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The datasets used or analyzed during the current study are available from the corresponding author upon reasonable request.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM947269", "GSM947270", "GSM947271", "GSM947272", "GSM947273", "GSM947274", "GSM947275", "GSM947276", "GSM947277", "GSM947278", "GSM947279", "GSM947280", "GSM947281", "GSM947282", "GSM947283", "GSM947284", "GSM947285", "GSM947286", "GSM947287", "GSM947288", "GSM947289", "GSM947290", "GSM947291", "GSM947292", "GSM947293", "GSM947294", "GSM947295", "GSM947296", "GSM947297", "GSM947298", "GSM947299", "GSM947300", "GSM947301", "GSM947302", "GSM947303", "GSM947304", "GSM947305", "GSM947306", "GSM947307", "GSM947308", "GSM947309", "GSM947310", "GSM947311", "GSM947312", "GSM947313"], "sample_count": 45, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "Molecular Profiling provides evidence of the existence of two functionally distinct classes of ovarian cancer stroma", "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:GSE40595", "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=GSE40595", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE40595", "version": null, "note": "The datasets used or analyzed during the current study are available from the corresponding author upon reasonable request.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The datasets used or analyzed during the current study are available from the corresponding author upon reasonable request.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM997591", "GSM997592", "GSM997593", "GSM997594", "GSM997595", "GSM997596", "GSM997597", "GSM997598", "GSM997599", "GSM997600", "GSM997601", "GSM997602", "GSM997603", "GSM997604", "GSM997605", "GSM997606", "GSM997607", "GSM997608", "GSM997609", "GSM997610", "GSM997611", "GSM997612", "GSM997613", "GSM997614", "GSM997615", "GSM997616", "GSM997617", "GSM997618", "GSM997619", "GSM997620", "GSM997621", "GSM997622", "GSM997623", "GSM997624", "GSM997625", "GSM997626", "GSM997627", "GSM997628", "GSM997629", "GSM997630", "GSM997631", "GSM997632", "GSM997633", "GSM997634", "GSM997635", "GSM997636", "GSM997637", "GSM997638", "GSM997639", "GSM997640", "GSM997641", "GSM997642", "GSM997643", "GSM997644", "GSM997645", "GSM997646", "GSM997647", "GSM997648", "GSM997649", "GSM997650", "GSM997651", "GSM997652", "GSM997653", "GSM997654", "GSM997655", "GSM997656", "GSM997657", "GSM997658", "GSM997659", "GSM997660", "GSM997661", "GSM997662", "GSM997663", "GSM997664", "GSM997665", "GSM997666", "GSM997667"], "sample_count": 77, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "A cancer associated fibroblasts (CAFs) specific gene signature in high grade serous ovarian cancer", "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:GSE54388", "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=GSE54388", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE54388", "version": null, "note": "The datasets used or analyzed during the current study are available from the corresponding author upon reasonable request.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The datasets used or analyzed during the current study are available from the corresponding author upon reasonable request.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM1314222", "GSM1314223", "GSM1314224", "GSM1314225", "GSM1314226", "GSM1314227", "GSM1314228", "GSM1314229", "GSM1314230", "GSM1314231", "GSM1314232", "GSM1314233", "GSM1314234", "GSM1314235", "GSM1314236", "GSM1314237", "GSM1314238", "GSM1314239", "GSM1314240", "GSM1314241", "GSM1314242", "GSM1314243"], "sample_count": 22, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "Identification of differentially expressed transcription factors in ovarian cancer", "resolution_checked_at": "2026-11-01T15:39:54Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "asset:table:pmid:33123295:1", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:58aaf18cae73b919c004cbce97a5f72d3f0ac9197f26e52c134d98a27d3f3417", "bytes": 482, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[12]/table-wrap[1]#T1", "version": null, "note": "Details of the four datasets from GEO", "structure": {"pmcid": "PMC7592000", "section_index": 12, "section_title": "Identification of significant DEGs in ovarian cancer from GEO database", "row_count": 5, "column_count": 5}, "table": {"label": "Table 1", "caption": "Details of the four datasets from GEO", "rows": [["Dataset", "Platform", "Epithelial ovarian cancer", "Normal", "Reference"], ["GSE54388", "GPL570", "16", "6", "Yeung TL et al. (2017)"], ["GSE40595", "GPL570", "32", "6", "Yeung TL et al. (2015)"], ["GSE38666", "GPL570", "18", "12", "Lili LN et al. (2013)"], ["GSE26712", "GPL96", "185", "10", "Bonome T et al. (2018)"]], "row_count": 5, "column_count": 5, "numeric_cells": 20, "header_rows": 1, "locator": "section[12]/table-wrap[1]#T1"}}, {"id": "asset:table:pmid:33123295:2", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:896f3a7611822d3a1bca642f6d24823440afc48c3ccca43a28c65edea161ca33", "bytes": 1060, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[14]/table-wrap[1]#T2", "version": null, "note": "Top 20 upregulated and downregulated DEGs in network ranked by connectivity degree with Cytoscape software", "structure": {"pmcid": "PMC7592000", "section_index": 14, "section_title": "PPI network construction and identification of hub genes", "row_count": 22, "column_count": 6}, "table": {"label": "Table 2", "caption": "Top 20 upregulated and downregulated DEGs in network ranked by connectivity degree with Cytoscape software", "rows": [["Upregulated DEGs", "Downregulated DEGs"], ["Rank", "Name", "Score", "Rank", "Name", "Score"], ["1", "UBE2C", "32", "1", "KDR", "11"], ["1", "CDC20", "32", "2", "HSD17B6", "7"], ["3", "BIRC5", "30", "3", "NANOG", "6"], ["4", "RNASEH2A", "26", "3", "AOX1", "6"], ["5", "TK1", "24", "3", "CYP3A5", "6"], ["6", "TACC3", "6", "3", "ALDH1A1", "6"], ["7", "CXCR4", "2", "7", "ADH1B", "5"], ["7", "SDC1", "2", "7", "MAOB", "5"], ["7", "RNASEH2B", "2", "7", "ALDH1A2", "5"], ["7", "RNASEH2C", "2", "10", "FGF13", "4"], ["7", "ANAPC11", "2", "10", "ANXA5", "4"], ["12", "FXYD3", "1", "10", "HSD17B2", "4"], ["12", "S100A14", "1", "10", "NR3C2", "4"], ["12", "KLK8", "1", "10", "ANXA1", "4"], ["12", "DEFB1", "1", "10", "ADRA2A", "4"], ["12", "SST", "1", "16", "SCG5", "3"], ["12", "LCN2", "1", "16", "S100A10", "3"], ["12", "PTX3", "1", "16", "CPE", "3"], ["12", "APOA1", "1", "16", "RTN1", "3"], ["12", "SCGB2A1", "1", "16", "GFPT2", "3"]], "row_count": 22, "column_count": 6, "numeric_cells": 87, "header_rows": 1, "locator": "section[14]/table-wrap[1]#T2"}}, {"id": "asset:table:pmid:33123295:3", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:9b46dce6afbe37920f50560d5b959dd288b21b1d8df4f6c7bb9d7ae6fd783a54", "bytes": 719, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[16]/table-wrap[1]#T3", "version": null, "note": "Identification of upstream miRNA of the 5 hub genes in ovarian cancer with miRTarBase", "structure": {"pmcid": "PMC7592000", "section_index": 16, "section_title": "Detection and validation of upstream miRNAs of the 5 key genes in ovarian cancer", "row_count": 23, "column_count": 2}, "table": {"label": "Table 3", "caption": "Identification of upstream miRNA of the 5 hub genes in ovarian cancer with miRTarBase", "rows": [["mRNA", "miRNA"], ["UBE2C", "hsa-miR-20a-5p"], ["", "hsa-miR-17-5p"], ["", "hsa-miR-631"], ["TK1", "-"], ["TACC3", "hsa-miR-24-3p"], ["", "hsa-miR-152-3p"], ["", "hsa-miR-425-5p"], ["CXCR4", "hsa-miR-146a-5p"], ["", "hsa-miR-146a-3p"], ["", "hsa-miR-224-5p"], ["", "hsa-miR-150-5p"], ["", "hsa-miR-139-5p"], ["", "hsa-miR-126-3p"], ["", "hsa-miR-9-5p"], ["", "hsa-miR-133b"], ["", "hsa-miR-494-3p"], ["", "hsa-miR-494-5p"], ["", "hsa-miR-622"], ["", "hsa-miR-204-5p"], ["", "hsa-miR-663a"], ["", "hsa-miR-335-5p"], ["MAOB", "-"]], "row_count": 23, "column_count": 2, "numeric_cells": 20, "header_rows": 1, "locator": "section[16]/table-wrap[1]#T3"}}], "gaps": ["asset:data:geo:GSE26712 not downloaded", "asset:data:geo:GSE26712 licence not read", "asset:data:geo:GSE38666 not downloaded", "asset:data:geo:GSE38666 licence not read", "asset:data:geo:GSE40595 not downloaded", "asset:data:geo:GSE40595 licence not read", "asset:data:geo:GSE54388 not downloaded", "asset:data:geo:GSE54388 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": "Protein-protein interaction"}}, {"id": "method-2", "family": null, "specific": null, "label": "NetworkAnalyst 3.0", "dsl_operations": [], "missing_operations": [], "expressible": null, "parameters": {}, "data_shapes": [], "evidence": {"score": 1.0, "band": "verbatim", "quote": "In this study, NetworkAnalyst 3.0 was employed to normalize the data and identify DEGs in each dataset, the cut-off criteria were set as follows: adjusted P < 0.05 and log2 fold change (log2 FC) ≥1."}}], "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": ["GSE54388", "GSE40595", "GSE38666", "GSE26712"], "resolved_accessions": ["GSE54388", "GSE40595", "GSE38666", "GSE26712"], "statements": ["The datasets used or analyzed during the current study are available from the corresponding author upon reasonable request."], "basis": "The paper names GSE54388, GSE40595, GSE38666, GSE26712 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:33123295", "data:geo:GSE26712", "asset:table:pmid:33123295:1", "asset:table:pmid:33123295:2", "asset:table:pmid:33123295:3"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE26712"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-10-31T18:23:46Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 3, "usage": {"prompt_tokens": 39584, "completion_tokens": 2105, "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:33123295", "type": "paper", "label": "pmid:33123295"}, {"id": "source:pmid:33123295", "type": "manuscript", "label": "PMID 33123295 full text"}, {"id": "data:geo:GSE26712", "type": "dataset", "label": "GEO GSE26712"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:33123295", "type": "paper", "label": "pmid:33123295"}, {"id": "source:pmid:33123295", "type": "manuscript", "label": "PMID 33123295 full text"}, {"id": "data:geo:GSE26712", "type": "dataset", "label": "GEO GSE26712"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-33123295", "type": "extraction", "used": ["source:pmid:33123295"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE26712", "type": "accession_resolution", "used": ["data:geo:GSE26712"], "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:33123295", "parent_hash": "sha256:2dc230b6321b754c49636624ad67166c4fe38ce12a22b170367e07beeefbd496", "fork_of": null, "generation": 6}, "gaps": ["asset:data:geo:GSE26712 licence not read", "asset:data:geo:GSE26712 not downloaded", "asset:data:geo:GSE38666 licence not read", "asset:data:geo:GSE38666 not downloaded", "asset:data:geo:GSE40595 licence not read", "asset:data:geo:GSE40595 not downloaded", "asset:data:geo:GSE54388 licence not read", "asset:data:geo:GSE54388 not downloaded", "execution.not_run", "method.reader_named_unmapped", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"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": ["Protein-protein interaction"], "order_basis": "analysis_only", "id": "assay:1"}]}