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pmid:31010415

Identification of significant genes with poor prognosis in ovarian cancer via bioinformatical analysis.

Hao Feng · Zhong-Yi Gu · Qin Li · Qiong-Hua Liu · Xiao-Yu Yang · Jun-Jie Zhang

Journal of ovarian research · 2019 doi:10.1186/s13048-019-0508-2

Paper

complete

Experiment

complete

Data

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Analysis

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Record details sci_version · id · kind · revision · content_hash · schema · created_at · updated_at · generator
id
pmid:31010415
kind
science-record
content_hash
sha256:cfaf1fad89e92b0e4fb80dba68772effba17174d0ca257fc8a5552c307c362b4
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T15:40:44Z
updated_at
2026-11-01T22:00:30Z
generator object · 2 fields
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corpus-assay-engine
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reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
Identification of significant genes with poor prognosis in ovarian cancer via bioinformatical analysis.
doi
10.1186/s13048-019-0508-2
pmid
31010415
authors array · 6 items
[0]
Hao Feng
[1]
Zhong-Yi Gu
[2]
Qin Li
[3]
Qiong-Hua Liu
[4]
Xiao-Yu Yang
[5]
Jun-Jie Zhang
journal
Journal of ovarian research
year
2019
abstract
Ovarian cancer (OC) is the highest frequent malignant gynecologic tumor with very complicated pathogenesis. The purpose of the present academic work was to identify significant genes with poor outcome and their underlying mechanisms. Gene expression profiles of GSE36668, GSE14407 and GSE18520 were available from GEO database. There are 69 OC tissues and 26 normal tissues in the three profile datasets. Differentially expressed genes (DEGs) between OC tissues and normal ovarian (OV) tissues were picked out by GEO2R tool and Venn diagram software. Next, we made use of the Database for Annotation, Visualization and Integrated Discovery (DAVID) to analyze Kyoto Encyclopedia of Gene and Genome (KEGG) pathway and gene ontology (GO). Then protein-protein interaction (PPI) of these DEGs was visualized by Cytoscape with Search Tool for the Retrieval of Interacting Genes (STRING). There were total of 216 consistently expressed genes in the three datasets, including 110 up-regulated genes enriched in cell division, sister chromatid cohesion, mitotic nuclear division, regulation of cell cycle, protein localization to kinetochore, cell proliferation and Cell cycle, progesterone-mediated oocyte maturation and p53 signaling pathway, while 106 down-regulated genes enriched in palate development, blood coagulation, positive regulation of transcription from RNA polymerase II promoter, axonogenesis, receptor internalization, negative regulation of transcription from RNA polymerase II promoter and no significant signaling pathways. Of PPI network analyzed by Molecular Complex Detection (MCODE) plug-in, all 33 up-regulated genes were selected. Furthermore, for the analysis of overall survival among those genes, Kaplan-Meier analysis was implemented and 20 of 33 genes had a significantly worse prognosis. For validation in Gene Expression Profiling Interactive Analysis (GEPIA), 15 of 20 genes were discovered highly expressed in OC tissues compared to normal OV tissues. Furthermore, four genes (BUB1B, BUB1, TTK and CCNB1) were found to significantly enrich in the cell cycle pathway via re-analysis of DAVID. In conclusion, we have identified four significant up-regulated DEGs with poor prognosis in OC on the basis of integrated bioinformatical methods, which could be potential therapeutic targets for OC patients.
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The log rank P value and hazard ratio (HR) with 95% confidence intervals were computed and showed on the plot.
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methodological
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null
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sections[7] "Survival analysis and RNA sequencing expression of core genes" paragraph 2
quote
The log rank P value and hazard ratio (HR) with 95% confidence intervals were computed and showed on the plot.
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complete
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The datasets used and/or analyzed in the present study are available from the corresponding author on reasonable request.
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methodological
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evidence array · 1 item
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sections[18] "Availability of data and materials" paragraph 2
quote
The datasets used and/or analyzed in the present study are available from the corresponding author on reasonable request.
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null
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[0] object · 13 fields
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1
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Read the published estimate from the source
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The claim, method and evidence span published with the source article.
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the published estimate and its evidence
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Obtain the source data from the named repository
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The GEO series accession resolves and its sample accessions are listed. This lane did not download the dataset or read its licence.
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data:geo:GSE14407
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the source data with its repository provenance
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Apply the paper's statistical method to the resolved series and compare the result with the published target.
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The datasets used and/or analyzed in the present study are available from the corresponding author on reasonable request.
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GEO
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GEO accession URL
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The datasets used and/or analyzed in the present study are available from the corresponding author on reasonable request.
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sample_accessions array · 24 items
[0]
GSM359972
[1]
GSM359973
[2]
GSM359974
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GSM359975
[4]
GSM359976
[5]
GSM359977
[6]
GSM359978
[7]
GSM359979
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GSM359980
[9]
GSM359981
[10]
GSM359982
[11]
GSM359983
[12]
GSM359984
[13]
GSM360039
[14]
GSM360040
[15]
GSM360041
[16]
GSM360042
[17]
GSM360043
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GSM360044
[19]
GSM360045
[20]
GSM360046
[21]
GSM360047
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GSM360048
[23]
GSM360049
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24
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null
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570
taxon
Homo sapiens
title
Ovarian Cancer gene expression profiling identifies the surface of the ovary as a stem cell niche
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2026-11-01T15:39:54Z
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[2] object · 15 fields
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GSE18520
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null
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The datasets used and/or analyzed in the present study are available from the corresponding author on reasonable request.
structure object · 15 fields
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GEO
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GEO accession URL
access_statement_verbatim
The datasets used and/or analyzed in the present study are available from the corresponding author on reasonable request.
access_statement_kind
data_availability_statement
sample_accessions array · 63 items
[0]
GSM461348
[1]
GSM461349
[2]
GSM461350
[3]
GSM461351
[4]
GSM461352
[5]
GSM461353
[6]
GSM461354
[7]
GSM461355
[8]
GSM461356
[9]
GSM461357
[10]
GSM461358
[11]
GSM461359
[12]
GSM461360
[13]
GSM461361
[14]
GSM461362
[15]
GSM461363
[16]
GSM461364
[17]
GSM461365
[18]
GSM461366
[19]
GSM461367
[20]
GSM461368
[21]
GSM461369
[22]
GSM461370
[23]
GSM461371
[24]
GSM461372
[25]
GSM461373
[26]
GSM461374
[27]
GSM461375
[28]
GSM461376
[29]
GSM461377
[30]
GSM461378
[31]
GSM461379
[32]
GSM461380
[33]
GSM461381
[34]
GSM461382
[35]
GSM461383
[36]
GSM461384
[37]
GSM461385
[38]
GSM461386
[39]
GSM461387
[40]
GSM461388
[41]
GSM461389
[42]
GSM461390
[43]
GSM461391
[44]
GSM461392
[45]
GSM461393
[46]
GSM461394
[47]
GSM461395
[48]
GSM461396
[49]
GSM461397
[50]
GSM461398
[51]
GSM461399
[52]
GSM461400
[53]
GSM462643
[54]
GSM462644
[55]
GSM462645
[56]
GSM462646
[57]
GSM462647
[58]
GSM462648
[59]
GSM462649
[60]
GSM462650
[61]
GSM462651
[62]
GSM462652
sample_count
63
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Whole-genome oligonucleotide expression analysis of papillary serous ovarian adenocarcinomas
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
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data:geo:GSE36668
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raw
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geo-series
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application/vnd.ncbi.geo-series+json
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https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE36668
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null
bytes
null
access
open
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resolved
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null
reader_status
reader_required
identifier
GSE36668
version
null
note
The datasets used and/or analyzed in the present study are available from the corresponding author on reasonable request.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The datasets used and/or analyzed in the present study are available from the corresponding author on reasonable request.
access_statement_kind
data_availability_statement
sample_accessions array · 12 items
[0]
GSM898297
[1]
GSM898298
[2]
GSM898299
[3]
GSM898300
[4]
GSM898301
[5]
GSM898302
[6]
GSM898303
[7]
GSM898304
[8]
GSM898305
[9]
GSM898306
[10]
GSM898307
[11]
GSM898308
sample_count
12
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Expression data from serous ovarian carcinomas, serous ovarian borderline tumors and surface epithelium scrapings from normal ovaries
resolution_checked_at
2026-11-01T15:39:54Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
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read_table
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section[9]/table-wrap[1]#Tab1
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note
All 216 commonly differentially expressed genes (DEGs) were detected from three profile datasets, including 106 down-regulated genes and 110 up-regulated genes in the OC tissues compared to normal OV tissues
structure object · 5 fields
pmcid
PMC6477749
section_index
9
section_title
Identifcation of DEGs in ovarian cancers
row_count
3
column_count
2
table object · 8 fields
label
Table 1
caption
All 216 commonly differentially expressed genes (DEGs) were detected from three profile datasets, including 106 down-regulated genes and 110 up-regulated genes in the OC tissues compared to normal OV tissues
rows array · 3 items
[0] array · 2 items
[0]
DEGs
[1]
Genes Name
[1] array · 2 items
[0]
Up-regulated
[1]
C1orf106 MPZL2 EHF KLK6 MMP7 KLHL14 IGF2BP3 CCNB1 FOXQ1 PROM2 SUSD2 CLDN4 DEFB1 MEOX1 SMIM22 KLK8 FOXM1 CDK1 SORT1 MUC1 KIF11 ELF3 E2F1 FOLR1 MAL SULT1C2 CENPU STON2 GRHL2 KIF14 KCCAT333 AURKB MTHFD2 LOC101929219///LOC100505650///C1orf186 KIAA1217 KIF4A MCM10 CBS SOX17 EPHX4 CDH6 MELK CDC20 CXXC5 AIF1L DCDC2 INHBB BUB1 PRR11 TRIP13 CDCA5 SLC2A1 DUXAP10 EPCAM HMGA2 RGS1 ECT2 DEPDC1 MTFR2 LPAR3 UBE2C CCNB2 LOC100288637///ARHGAP11B CRABP2 CD24 LINC00673///LINC00511 PRSS2 LOC613266 TTC39A PRC1 PSAT1 LRP8 PTH2R RRM2 SLC35F6///CENPA TOP2A WDR72 S100A2 PAX8 KIF15 WFDC2 TFAP2A BUB1B TIMELESS NR2F6 MECOM RAD51AP1 ESCO2 LYNX1 ESRP1 DTL FAM83D HMMR C12orf56 GPM6B LOC101928554 CENPK LCN2 PRAME KIAA0101 HMGA1 TTK NCAPG CP SLC52A2 LINC01296///DUXAP10 NEK2 CENPF NUSAP1 ST6GALNAC1
[2] array · 2 items
[0]
Down-regulated
[1]
MUM1L1 NAP1L2 CYP2U1 VGLL3 GHR NEFH TMEM255A PPM1K TSPAN8 BAMBI MICU3 OC101930363///LOC101928349///LOC100507387///FAM153C///FAM153A///FAM153B LOC100507387///FAM153A///FAM153B BDH2 DPYD ANTXR2 HLF PRSS35 THBD PRRX1 LY75-CD302///CD302///LY75 ABCA8 WDR17 ZFPM2 OMD TCF21 PDGFD KLF2 SNCAIP NEGR1 NT5E RUNX1T1 TRPC1 SNCA PLEKHH2 GAS1RR MTUS1 GPM6A CPED1 MGARP LSAMP EFEMP1 B3GALT2 CHGB DIRAS3 PRKAR2B FAM13C KCNT2 TMEM150C ECM2 GIPC2 OGN SNX29P2 ARX TCEAL2 NAP1L3 SDPR TCEAL7 NBEA CXorf57 CSGALNACT1 CYS1 CNTN1 AKAP12 MEOX2 COL14A1 CALCRL ALDH1A1 SMPD3 TBX3 WNT2B ANKRD29 NR2F1-AS1 MCC CBLN4 CELF2 ITM2A GNG11 PGR OGFOD1 TFPI GPRASP1 PEG3 PCDH9 HAND2-AS1 RBMS3 FGF13 PRDM5 MAF PDE8B SIGLEC11 TLE4 DCN PEX5L BNC2 GATM RNF128 LHX9 AOX1 AKT3 OLFML1 RNASE4 GATA4 NXPH2 NDN LOC100506718///FLRT2
locator
section[9]/table-wrap[1]#Tab1
[5] object · 16 fields
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asset:table:pmid:31010415:2
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section[10]/table-wrap[1]#Tab2
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null
note
Gene ontology analysis of differentially expressed genes in ovarian cancer
structure object · 5 fields
pmcid
PMC6477749
section_index
10
section_title
DEGs gene ontology and KEGG pathway analysis in ovarian cancers
row_count
33
column_count
7
table object · 8 fields
label
Table 2
caption
Gene ontology analysis of differentially expressed genes in ovarian cancer
rows array · 33 items
[0] array · 7 items
[0]
Expression
[1]
Category
[2]
Term
[3]
Count
[4]
%
[5]
p-Value
[6]
FDR
[1] array · 7 items
[0]
Up-regulated
[1]
GOTERM_BP_DIRECT
[2]
GO:0051301~cell division
[3]
16
[4]
15.24
[5]
9.45E-10
[6]
1.43E-06
[2] array · 6 items
[0]
GOTERM_BP_DIRECT
[1]
GO:0007067~mitotic nuclear division
[2]
14
[3]
13.33
[4]
1.21E-09
[5]
1.84E-06
[3] array · 6 items
[0]
GOTERM_BP_DIRECT
[1]
GO:0007062~sister chromatid cohesion
[2]
8
[3]
7.62
[4]
1.76E-06
[5]
0.002667
[4] array · 6 items
[0]
GOTERM_BP_DIRECT
[1]
GO:0051726~regulation of cell cycle
[2]
8
[3]
7.62
[4]
6.07E-06
[5]
0.009214
[5] array · 6 items
[0]
GOTERM_BP_DIRECT
[1]
GO:0034501~protein localization to kinetochore
[2]
4
[3]
3.81
[4]
1.98E-05
[5]
0.030061
[6] array · 6 items
[0]
GOTERM_BP_DIRECT
[1]
GO:0008283~cell proliferation
[2]
11
[3]
10.48
[4]
3.81E-05
[5]
0.057753
[7] array · 6 items
[0]
GOTERM_CC_DIRECT
[1]
GO:0005654~nucleoplasm
[2]
37
[3]
35.24
[4]
8.26E-08
[5]
9.94E-05
[8] array · 6 items
[0]
GOTERM_CC_DIRECT
[1]
GO:0030496~midbody
[2]
9
[3]
8.57
[4]
3.99E-07
[5]
4.80E-04
[9] array · 6 items
[0]
GOTERM_CC_DIRECT
[1]
GO:0005876~spindle microtubule
[2]
6
[3]
5.71
[4]
3.37E-06
[5]
0.004057
[10] array · 6 items
[0]
GOTERM_CC_DIRECT
[1]
GO:0005819~spindle
[2]
8
[3]
7.62
[4]
3.49E-06
[5]
0.004203
[11] array · 6 items
[0]
GOTERM_CC_DIRECT
[1]
GO:0005829~cytosol
[2]
35
[3]
33.33
[4]
4.42E-05
[5]
0.053183
[12] array · 6 items
[0]
GOTERM_CC_DIRECT
[1]
GO:0005634~nucleus
[2]
48
[3]
45.71
[4]
5.52E-05
[5]
0.066432
[13] array · 6 items
[0]
GOTERM_MF_DIRECT
[1]
GO:0005515~protein binding
[2]
72
[3]
68.57
[4]
5.60E-07
[5]
7.08E-04
[14] array · 6 items
[0]
GOTERM_MF_DIRECT
[1]
GO:0043565~sequence-specific DNA binding
[2]
11
[3]
10.48
[4]
5.14E-04
[5]
0.647343
[15] array · 6 items
[0]
GOTERM_MF_DIRECT
[1]
GO:0008017~microtubule binding
[2]
7
[3]
6.67
[4]
9.63E-04
[5]
1.210835
[16] array · 6 items
[0]
GOTERM_MF_DIRECT
[1]
GO:0008574~ATP-dependent microt-ubule motor activity, plus-end-directed
[2]
3
[3]
2.86
[4]
0.003788
[5]
4.685832
[17] array · 6 items
[0]
GOTERM_MF_DIRECT
[1]
GO:0019901~protein kinase binding
[2]
8
[3]
7.62
[4]
0.0044544
[5]
5.488301
[18] array · 7 items
[0]
Down-regulated
[1]
GOTERM_BP_DIRECT
[2]
GO:0060021~palate development
[3]
5
[4]
4.91
[5]
4.95E-04
[6]
0.721802
[19] array · 6 items
[0]
GOTERM_BP_DIRECT
[1]
GO:0007596~blood coagulation
[2]
6
[3]
5.89
[4]
0.001956
[5]
2.823695
[20] array · 6 items
[0]
GOTERM_BP_DIRECT
[1]
GO:0045944~positive regulation of transcription from RNA polymerase II promoter
[2]
12
[3]
11.76
[4]
0.00728
[5]
10.1353
[21] array · 6 items
[0]
GOTERM_BP_DIRECT
[1]
GO:0000122~negative regulation of transcription from RNA polymerase II promoter
[2]
10
[3]
9.80
[4]
0.00773
[5]
10.72979
[22] array · 6 items
[0]
GOTERM_BP_DIRECT
[1]
GO:0007409~axonogenesis
[2]
4
[3]
3.92
[4]
0.011841
[5]
15.98884
[23] array · 6 items
[0]
GOTERM_BP_DIRECT
[1]
GO:0031623~receptor internalization
[2]
3
[3]
2.94
[4]
0.018262
[5]
23.62882
[24] array · 6 items
[0]
GOTERM_CC_DIRECT
[1]
GO:0031225~anchored component of membrane
[2]
5
[3]
4.90
[4]
0.002893
[5]
3.225113
[25] array · 6 items
[0]
GOTERM_CC_DIRECT
[1]
GO:0005576~extracellular region
[2]
17
[3]
16.67
[4]
0.008777
[5]
9.4952
[26] array · 6 items
[0]
GOTERM_CC_DIRECT
[1]
GO:0005578~proteinaceous extracellular matrix
[2]
6
[3]
5.88
[4]
0.013131
[5]
13.89424
[27] array · 6 items
[0]
GOTERM_CC_DIRECT
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GO:0005615~extracellular space
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14
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13.72
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0.022365
[5]
22.58432
[28] array · 6 items
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GOTERM_MF_DIRECT
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GO:0043565~sequence-specific DNA binding
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10
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9.80
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0.00117
[5]
1.454993
[29] array · 6 items
[0]
GOTERM_MF_DIRECT
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GO:0001078~transcriptional repressor activity, RNA polymerase II core promoter proximal region sequence-specific binding
[2]
4
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3.92
[4]
0.018506
[5]
20.85873
[30] array · 6 items
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GOTERM_MF_DIRECT
[1]
GO:0001085~RNA polymerase II transcription factor binding
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3
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2.94
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0.023394
[5]
25.65558
[31] array · 6 items
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GOTERM_MF_DIRECT
[1]
GO:0001077~transcriptional activator activity, RNA polymerase II core promoter proximal region sequence-specific binding
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5
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4.90
[4]
0.031296
[5]
32.84726
[32] array · 6 items
[0]
GOTERM_MF_DIRECT
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GO:0008083~growth factor activity
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4
[3]
3.92
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0.048426
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46.29421
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section[10]/table-wrap[1]#Tab2
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jats-table
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application/vnd.jats.table+json
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section[10]/table-wrap[2]#Tab3
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KEGG pathway analysis of differentially expressed genes in ovarian cancer
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PMC6477749
section_index
10
section_title
DEGs gene ontology and KEGG pathway analysis in ovarian cancers
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column_count
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table object · 8 fields
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Table 3
caption
KEGG pathway analysis of differentially expressed genes in ovarian cancer
rows array · 4 items
[0] array · 6 items
[0]
Pathway ID
[1]
Name
[2]
Count
[3]
%
[4]
p-Value
[5]
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[0]
hsa04110
[1]
Cell cycle
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8
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7.62
[4]
7.31E-07
[5]
CCNB1, E2F1, CDK1, CCNB2, BUB1, TTK, BUB1B, CDC20
[2] array · 6 items
[0]
hsa04115
[1]
p53 signaling pathway
[2]
4
[3]
3.81
[4]
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CCNB1, CDK1, CCNB2, RRM2
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[0]
hsa04914
[1]
Progesterone-mediated oocyte maturation
[2]
4
[3]
3.81
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[5]
CCNB1, CDK1, CCNB2, BUB1
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section[10]/table-wrap[2]#Tab3
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jats-table
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section[12]/table-wrap[1]#Tab4
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The prognostic information of the 33 key candidate genes
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pmcid
PMC6477749
section_index
12
section_title
Analysis of core genes by the Kaplan Meier plotter and GEPIA
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3
column_count
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table object · 8 fields
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Table 4
caption
The prognostic information of the 33 key candidate genes
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[0] array · 2 items
[0]
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[1]
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[1] array · 2 items
[0]
Genes with significantly worse survival (P < 0.05)
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BUB1 BUB1B CCNB1 CDCA5 CENPF CENPK DEPDC1 ECT2 FAM83D FOXM1 HMMR KIF11 KIF14 KIF15 MCM10 NCAPG RAD51AP1 TIMELESS TTK UBE2C
[2] array · 2 items
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Genes without significantly worse survival (P > 0.05)
[1]
AURKB CCNB2 CDC20 DTL E2F1 KIAA0101 KIF4A MELK NEK2 NUSAP1 PRC1 RRM2 TRIP13
locator
section[12]/table-wrap[1]#Tab4
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jats-table
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sha256:99b2bc0c0e5f4f0ad1cb55e97bb5eed40eefc4167aeb628182b06cec4750c50f
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section[12]/table-wrap[2]#Tab5
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Vadidation of 20 genes via GEPIA
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pmcid
PMC6477749
section_index
12
section_title
Analysis of core genes by the Kaplan Meier plotter and GEPIA
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3
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Table 5
caption
Vadidation of 20 genes via GEPIA
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[0] array · 2 items
[0]
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[1] array · 2 items
[0]
Genes with high expressed in OC (P < 0.05)
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BUB1 BUB1B CCNB1 CDCA5 CENPF DEPDC1 ECT2 FAM83D FOXM1 HMMR KIF11 NCAPG RAD51AP1 TTK UBE2C
[2] array · 2 items
[0]
Genes without high expressed in OC (P > 0.05)
[1]
CENPK KIF14 KIF15 MCM10 TIMELESS
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section[12]/table-wrap[2]#Tab5
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asset:table:pmid:31010415:6
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jats-table
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section[13]/table-wrap[1]#Tab6
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Re-analysis of 15 selected genes via KEGG pathway enrichment
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pmcid
PMC6477749
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13
section_title
Re-analysis of 15 selected genes via KEGG pathway enrichment
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3
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6
table object · 8 fields
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Table 6
caption
Re-analysis of 15 selected genes via KEGG pathway enrichment
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[0] array · 6 items
[0]
Pathway ID
[1]
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[2]
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Genes
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hsa04110
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Cell cycle
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4
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26.7
[4]
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CCNB1 BUB1 TTK BUB1B
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hsa04914
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Progesterone-mediated oocyte maturation
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2
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13.3
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CCNB1 BUB1
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section[13]/table-wrap[1]#Tab6
gaps array · 6 items
[0]
asset:data:geo:GSE14407 not downloaded
[1]
asset:data:geo:GSE14407 licence not read
[2]
asset:data:geo:GSE18520 not downloaded
[3]
asset:data:geo:GSE18520 licence not read
[4]
asset:data:geo:GSE36668 not downloaded
[5]
asset:data:geo:GSE36668 licence not read
analysis object · 4 fields
state
complete
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[0] object · 10 fields
id
method-1
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survival_analysis
specific
log_rank_test
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Survival analysis
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logrank_test
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parameters object · 0 fields
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time_to_event_with_censoring
evidence object · 3 fields
score
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The log rank P value and hazard ratio (HR) with 95% confidence intervals were computed and showed on the plot.
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survival_analysis
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Survival analysis
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time_to_event_with_censoring
evidence object · 3 fields
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Kaplan-Meier
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method-3
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network_analysis
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Network / pathway analysis
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0.7
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method-4
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network_analysis
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Network / pathway analysis
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pathway_enrich
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edge_list
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0.8
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pathway enrichment
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complete
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capability:computational_analysis
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Computational analysis platform
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meta_analysis
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machine_learning
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statistical_regression
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gwas
candidate
Automated Assays Laravel application and simulated adapters
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readiness object · 8 fields
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complete
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R1
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nothing:replicable_now
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logrank_test
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basis
The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: log_rank_test.
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capability:computational_analysis
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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
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accessions array · 3 items
[0]
GSE36668
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GSE18520
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GSE14407
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[0]
GSE36668
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GSE18520
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GSE14407
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[0]
The datasets used and/or analyzed in the present study are available from the corresponding author on reasonable request.
basis
The paper names GSE36668, GSE18520, GSE14407 in NCBI-GEO (Gene Expression Omnibus) and the accession resolves in the repository. No dataset was downloaded and no licence was read.
can_run object · 3 fields
dsl_operations array · 1 item
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logrank_test
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source:pmid:31010415
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data:geo:GSE14407
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asset:table:pmid:31010415:1
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extraction_review
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minimax
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minimax
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verbatim
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extraction
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complete
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MiniMax-M3.1-Flash
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minimax
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pmid:31010415
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source:pmid:31010415
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PMID 31010415 full text
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data:geo:GSE14407
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GEO GSE14407
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classification
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source:pmid:31010415
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PMID 31010415 full text
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agent:corpus-assay-engine
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pmid:31010415
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The log rank P value and hazard ratio (HR) with 95% confidence intervals were computed and showed on the plot.
order_basis
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{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:31010415", "kind": "science-record", "revision": 7, "content_hash": "sha256:cfaf1fad89e92b0e4fb80dba68772effba17174d0ca257fc8a5552c307c362b4", "created_at": "2026-11-01T15:40:44Z", "updated_at": "2026-11-01T22:00:30Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Identification of significant genes with poor prognosis in ovarian cancer via bioinformatical analysis.", "doi": "10.1186/s13048-019-0508-2", "pmid": "31010415", "authors": ["Hao Feng", "Zhong-Yi Gu", "Qin Li", "Qiong-Hua Liu", "Xiao-Yu Yang", "Jun-Jie Zhang"], "journal": "Journal of ovarian research", "year": 2019, "abstract": "Ovarian cancer (OC) is the highest frequent malignant gynecologic tumor with very complicated pathogenesis. The purpose of the present academic work was to identify significant genes with poor outcome and their underlying mechanisms. Gene expression profiles of GSE36668, GSE14407 and GSE18520 were available from GEO database. There are 69 OC tissues and 26 normal tissues in the three profile datasets. Differentially expressed genes (DEGs) between OC tissues and normal ovarian (OV) tissues were picked out by GEO2R tool and Venn diagram software. Next, we made use of the Database for Annotation, Visualization and Integrated Discovery (DAVID) to analyze Kyoto Encyclopedia of Gene and Genome (KEGG) pathway and gene ontology (GO). Then protein-protein interaction (PPI) of these DEGs was visualized by Cytoscape with Search Tool for the Retrieval of Interacting Genes (STRING). There were total of 216 consistently expressed genes in the three datasets, including 110 up-regulated genes enriched in cell division, sister chromatid cohesion, mitotic nuclear division, regulation of cell cycle, protein localization to kinetochore, cell proliferation and Cell cycle, progesterone-mediated oocyte maturation and p53 signaling pathway, while 106 down-regulated genes enriched in palate development, blood coagulation, positive regulation of transcription from RNA polymerase II promoter, axonogenesis, receptor internalization, negative regulation of transcription from RNA polymerase II promoter and no significant signaling pathways. Of PPI network analyzed by Molecular Complex Detection (MCODE) plug-in, all 33 up-regulated genes were selected. Furthermore, for the analysis of overall survival among those genes, Kaplan-Meier analysis was implemented and 20 of 33 genes had a significantly worse prognosis. For validation in Gene Expression Profiling Interactive Analysis (GEPIA), 15 of 20 genes were discovered highly expressed in OC tissues compared to normal OV tissues. Furthermore, four genes (BUB1B, BUB1, TTK and CCNB1) were found to significantly enrich in the cell cycle pathway via re-analysis of DAVID. In conclusion, we have identified four significant up-regulated DEGs with poor prognosis in OC on the basis of integrated bioinformatical methods, which could be potential therapeutic targets for OC patients.", "claims": [{"id": "claim-method", "statement": "The log rank P value and hazard ratio (HR) with 95% confidence intervals were computed and showed on the plot.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:31010415", "locator": "sections[7] \"Survival analysis and RNA sequencing expression of core genes\" paragraph 2", "quote": "The log rank P value and hazard ratio (HR) with 95% confidence intervals were computed and showed on the plot."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The datasets used and/or analyzed in the present study are available from the corresponding author on reasonable request.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:31010415", "locator": "sections[18] \"Availability of data and materials\" paragraph 2", "quote": "The datasets used and/or analyzed in the present study are available from the corresponding author on 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:31010415"], "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. 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"structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The datasets used and/or analyzed in the present study are available from the corresponding author on reasonable request.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM359972", "GSM359973", "GSM359974", "GSM359975", "GSM359976", "GSM359977", "GSM359978", "GSM359979", "GSM359980", "GSM359981", "GSM359982", "GSM359983", "GSM359984", "GSM360039", "GSM360040", "GSM360041", "GSM360042", "GSM360043", "GSM360044", "GSM360045", "GSM360046", "GSM360047", "GSM360048", "GSM360049"], "sample_count": 24, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "Ovarian Cancer gene expression profiling identifies the surface of the ovary as a stem cell niche", "resolution_checked_at": "2026-11-01T15:39:54Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, 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false, "licence_read": false}}, {"id": "data:geo:GSE36668", "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=GSE36668", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE36668", "version": null, "note": "The datasets used and/or analyzed in the present study are available from the corresponding author on reasonable request.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The datasets used and/or analyzed in the present study are available from the corresponding author on reasonable request.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM898297", "GSM898298", "GSM898299", "GSM898300", "GSM898301", "GSM898302", "GSM898303", "GSM898304", "GSM898305", "GSM898306", "GSM898307", "GSM898308"], "sample_count": 12, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "Expression data from serous ovarian carcinomas, serous ovarian borderline tumors and surface epithelium scrapings from normal ovaries", "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:31010415:1", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:faa85a2946daaae04abf667343bd9fd61cc5af1cbd6241d79393e7ed9aa305f6", "bytes": 1978, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[9]/table-wrap[1]#Tab1", "version": null, "note": "All 216 commonly differentially expressed genes (DEGs) were detected from three profile datasets, including 106 down-regulated genes and 110 up-regulated genes in the OC tissues compared to normal OV tissues", "structure": {"pmcid": "PMC6477749", "section_index": 9, "section_title": "Identifcation of DEGs in ovarian cancers", "row_count": 3, "column_count": 2}, "table": {"label": "Table 1", "caption": "All 216 commonly differentially expressed genes (DEGs) were detected from three profile datasets, including 106 down-regulated genes and 110 up-regulated genes in the OC tissues compared to normal OV tissues", "rows": [["DEGs", "Genes Name"], ["Up-regulated", "C1orf106 MPZL2 EHF KLK6 MMP7 KLHL14 IGF2BP3 CCNB1 FOXQ1 PROM2 SUSD2 CLDN4 DEFB1 MEOX1 SMIM22 KLK8 FOXM1 CDK1 SORT1 MUC1 KIF11 ELF3 E2F1 FOLR1 MAL SULT1C2 CENPU STON2 GRHL2 KIF14 KCCAT333 AURKB MTHFD2 LOC101929219///LOC100505650///C1orf186 KIAA1217 KIF4A MCM10 CBS SOX17 EPHX4 CDH6 MELK CDC20 CXXC5 AIF1L DCDC2 INHBB BUB1 PRR11 TRIP13 CDCA5 SLC2A1 DUXAP10 EPCAM HMGA2 RGS1 ECT2 DEPDC1 MTFR2 LPAR3 UBE2C CCNB2 LOC100288637///ARHGAP11B CRABP2 CD24 LINC00673///LINC00511 PRSS2 LOC613266 TTC39A PRC1 PSAT1 LRP8 PTH2R RRM2 SLC35F6///CENPA TOP2A WDR72 S100A2 PAX8 KIF15 WFDC2 TFAP2A BUB1B TIMELESS NR2F6 MECOM RAD51AP1 ESCO2 LYNX1 ESRP1 DTL FAM83D HMMR C12orf56 GPM6B LOC101928554 CENPK LCN2 PRAME KIAA0101 HMGA1 TTK NCAPG CP SLC52A2 LINC01296///DUXAP10 NEK2 CENPF NUSAP1 ST6GALNAC1"], ["Down-regulated", "MUM1L1 NAP1L2 CYP2U1 VGLL3 GHR NEFH TMEM255A PPM1K TSPAN8 BAMBI MICU3 OC101930363///LOC101928349///LOC100507387///FAM153C///FAM153A///FAM153B LOC100507387///FAM153A///FAM153B BDH2 DPYD ANTXR2 HLF PRSS35 THBD PRRX1 LY75-CD302///CD302///LY75 ABCA8 WDR17 ZFPM2 OMD TCF21 PDGFD KLF2 SNCAIP NEGR1 NT5E RUNX1T1 TRPC1 SNCA PLEKHH2 GAS1RR MTUS1 GPM6A CPED1 MGARP LSAMP EFEMP1 B3GALT2 CHGB DIRAS3 PRKAR2B FAM13C KCNT2 TMEM150C ECM2 GIPC2 OGN SNX29P2 ARX TCEAL2 NAP1L3 SDPR TCEAL7 NBEA CXorf57 CSGALNACT1 CYS1 CNTN1 AKAP12 MEOX2 COL14A1 CALCRL ALDH1A1 SMPD3 TBX3 WNT2B ANKRD29 NR2F1-AS1 MCC CBLN4 CELF2 ITM2A GNG11 PGR OGFOD1 TFPI GPRASP1 PEG3 PCDH9 HAND2-AS1 RBMS3 FGF13 PRDM5 MAF PDE8B SIGLEC11 TLE4 DCN PEX5L BNC2 GATM RNF128 LHX9 AOX1 AKT3 OLFML1 RNASE4 GATA4 NXPH2 NDN LOC100506718///FLRT2"]], "row_count": 3, "column_count": 2, "numeric_cells": 2, "header_rows": 1, "locator": "section[9]/table-wrap[1]#Tab1"}}, {"id": "asset:table:pmid:31010415:2", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:9e019f79efdda720ae65348059b9707ccd5e1f1e14f498c46957883234b9a0c4", "bytes": 3481, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[10]/table-wrap[1]#Tab2", "version": null, "note": "Gene ontology analysis of differentially expressed genes in ovarian cancer", "structure": {"pmcid": "PMC6477749", "section_index": 10, "section_title": "DEGs gene ontology and KEGG pathway analysis in ovarian cancers", "row_count": 33, "column_count": 7}, "table": {"label": "Table 2", "caption": "Gene ontology analysis of differentially expressed genes in ovarian cancer", "rows": [["Expression", "Category", "Term", "Count", "%", "p-Value", "FDR"], ["Up-regulated", "GOTERM_BP_DIRECT", "GO:0051301~cell division", "16", "15.24", "9.45E-10", "1.43E-06"], ["GOTERM_BP_DIRECT", "GO:0007067~mitotic nuclear division", "14", "13.33", "1.21E-09", "1.84E-06"], ["GOTERM_BP_DIRECT", "GO:0007062~sister chromatid cohesion", "8", "7.62", "1.76E-06", "0.002667"], ["GOTERM_BP_DIRECT", "GO:0051726~regulation of cell cycle", "8", "7.62", "6.07E-06", "0.009214"], ["GOTERM_BP_DIRECT", "GO:0034501~protein localization to kinetochore", "4", "3.81", "1.98E-05", "0.030061"], ["GOTERM_BP_DIRECT", "GO:0008283~cell proliferation", "11", "10.48", "3.81E-05", "0.057753"], ["GOTERM_CC_DIRECT", "GO:0005654~nucleoplasm", "37", "35.24", "8.26E-08", "9.94E-05"], ["GOTERM_CC_DIRECT", "GO:0030496~midbody", "9", "8.57", "3.99E-07", "4.80E-04"], ["GOTERM_CC_DIRECT", "GO:0005876~spindle microtubule", "6", "5.71", "3.37E-06", "0.004057"], ["GOTERM_CC_DIRECT", "GO:0005819~spindle", "8", "7.62", "3.49E-06", "0.004203"], ["GOTERM_CC_DIRECT", "GO:0005829~cytosol", "35", "33.33", "4.42E-05", "0.053183"], ["GOTERM_CC_DIRECT", "GO:0005634~nucleus", "48", "45.71", "5.52E-05", "0.066432"], ["GOTERM_MF_DIRECT", "GO:0005515~protein binding", "72", "68.57", "5.60E-07", "7.08E-04"], ["GOTERM_MF_DIRECT", "GO:0043565~sequence-specific DNA binding", "11", "10.48", "5.14E-04", "0.647343"], ["GOTERM_MF_DIRECT", "GO:0008017~microtubule binding", "7", "6.67", "9.63E-04", "1.210835"], ["GOTERM_MF_DIRECT", "GO:0008574~ATP-dependent microt-ubule motor activity, plus-end-directed", "3", "2.86", "0.003788", "4.685832"], ["GOTERM_MF_DIRECT", "GO:0019901~protein kinase binding", "8", "7.62", "0.0044544", "5.488301"], ["Down-regulated", "GOTERM_BP_DIRECT", "GO:0060021~palate development", "5", "4.91", "4.95E-04", "0.721802"], ["GOTERM_BP_DIRECT", "GO:0007596~blood coagulation", "6", "5.89", "0.001956", "2.823695"], ["GOTERM_BP_DIRECT", "GO:0045944~positive regulation of transcription from RNA polymerase II promoter", "12", "11.76", "0.00728", "10.1353"], ["GOTERM_BP_DIRECT", "GO:0000122~negative regulation of transcription from RNA polymerase II promoter", "10", "9.80", "0.00773", "10.72979"], ["GOTERM_BP_DIRECT", "GO:0007409~axonogenesis", "4", "3.92", "0.011841", "15.98884"], ["GOTERM_BP_DIRECT", "GO:0031623~receptor internalization", "3", "2.94", "0.018262", "23.62882"], ["GOTERM_CC_DIRECT", "GO:0031225~anchored component of membrane", "5", "4.90", "0.002893", "3.225113"], ["GOTERM_CC_DIRECT", "GO:0005576~extracellular region", "17", "16.67", "0.008777", "9.4952"], ["GOTERM_CC_DIRECT", "GO:0005578~proteinaceous extracellular matrix", "6", "5.88", "0.013131", "13.89424"], ["GOTERM_CC_DIRECT", "GO:0005615~extracellular space", "14", "13.72", "0.022365", "22.58432"], ["GOTERM_MF_DIRECT", "GO:0043565~sequence-specific DNA binding", "10", "9.80", "0.00117", "1.454993"], ["GOTERM_MF_DIRECT", "GO:0001078~transcriptional repressor activity, RNA polymerase II core promoter proximal region sequence-specific binding", "4", "3.92", "0.018506", "20.85873"], ["GOTERM_MF_DIRECT", "GO:0001085~RNA polymerase II transcription factor binding", "3", "2.94", "0.023394", "25.65558"], ["GOTERM_MF_DIRECT", "GO:0001077~transcriptional activator activity, RNA polymerase II core promoter proximal region sequence-specific binding", "5", "4.90", "0.031296", "32.84726"], ["GOTERM_MF_DIRECT", "GO:0008083~growth factor activity", "4", "3.92", "0.048426", "46.29421"]], "row_count": 33, "column_count": 7, "numeric_cells": 160, "header_rows": 1, "locator": "section[10]/table-wrap[1]#Tab2"}}, {"id": "asset:table:pmid:31010415:3", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:d45fd9b81a414587c3844c7b254e3928338cf0ec24bef0ba97bc64ed00a1ad12", "bytes": 565, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[10]/table-wrap[2]#Tab3", "version": null, "note": "KEGG pathway analysis of differentially expressed genes in ovarian cancer", "structure": {"pmcid": "PMC6477749", "section_index": 10, "section_title": "DEGs gene ontology and KEGG pathway analysis in ovarian cancers", "row_count": 4, "column_count": 6}, "table": {"label": "Table 3", "caption": "KEGG pathway analysis of differentially expressed genes in ovarian cancer", "rows": [["Pathway ID", "Name", "Count", "%", "p-Value", "Genes"], ["hsa04110", "Cell cycle", "8", "7.62", "7.31E-07", "CCNB1, E2F1, CDK1, CCNB2, BUB1, TTK, BUB1B, CDC20"], ["hsa04115", "p53 signaling pathway", "4", "3.81", "0.002934", "CCNB1, CDK1, CCNB2, RRM2"], ["hsa04914", "Progesterone-mediated oocyte maturation", "4", "3.81", "0.006123", "CCNB1, CDK1, CCNB2, BUB1"]], "row_count": 4, "column_count": 6, "numeric_cells": 14, "header_rows": 1, "locator": "section[10]/table-wrap[2]#Tab3"}}, {"id": "asset:table:pmid:31010415:4", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:2aca246bb7a4d0850826f860ef58e00b31b270835231d55acc065fb312983249", "bytes": 542, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[12]/table-wrap[1]#Tab4", "version": null, "note": "The prognostic information of the 33 key candidate genes", "structure": {"pmcid": "PMC6477749", "section_index": 12, "section_title": "Analysis of core genes by the Kaplan Meier plotter and GEPIA", "row_count": 3, "column_count": 2}, "table": {"label": "Table 4", "caption": "The prognostic information of the 33 key candidate genes", "rows": [["Category", "Genes"], ["Genes with significantly worse survival (P < 0.05)", "BUB1 BUB1B CCNB1 CDCA5 CENPF CENPK DEPDC1 ECT2 FAM83D FOXM1 HMMR KIF11 KIF14 KIF15 MCM10 NCAPG RAD51AP1 TIMELESS TTK UBE2C"], ["Genes without significantly worse survival (P > 0.05)", "AURKB CCNB2 CDC20 DTL E2F1 KIAA0101 KIF4A MELK NEK2 NUSAP1 PRC1 RRM2 TRIP13"]], "row_count": 3, "column_count": 2, "numeric_cells": 4, "header_rows": 1, "locator": "section[12]/table-wrap[1]#Tab4"}}, {"id": "asset:table:pmid:31010415:5", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:99b2bc0c0e5f4f0ad1cb55e97bb5eed40eefc4167aeb628182b06cec4750c50f", "bytes": 426, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[12]/table-wrap[2]#Tab5", "version": null, "note": "Vadidation of 20 genes via GEPIA", "structure": {"pmcid": "PMC6477749", "section_index": 12, "section_title": "Analysis of core genes by the Kaplan Meier plotter and GEPIA", "row_count": 3, "column_count": 2}, "table": {"label": "Table 5", "caption": "Vadidation of 20 genes via GEPIA", "rows": [["Category", "Genes"], ["Genes with high expressed in OC (P < 0.05)", "BUB1 BUB1B CCNB1 CDCA5 CENPF DEPDC1 ECT2 FAM83D FOXM1 HMMR KIF11 NCAPG RAD51AP1 TTK UBE2C"], ["Genes without high expressed in OC (P > 0.05)", "CENPK KIF14 KIF15 MCM10 TIMELESS"]], "row_count": 3, "column_count": 2, "numeric_cells": 4, "header_rows": 1, "locator": "section[12]/table-wrap[2]#Tab5"}}, {"id": "asset:table:pmid:31010415:6", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:e10906ff5c84e5a98109bcb892becd6d8426eabd270988f7ffcf8b9b47702076", "bytes": 420, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[13]/table-wrap[1]#Tab6", "version": null, "note": "Re-analysis of 15 selected genes via KEGG pathway enrichment", "structure": {"pmcid": "PMC6477749", "section_index": 13, "section_title": "Re-analysis of 15 selected genes via KEGG pathway enrichment", "row_count": 3, "column_count": 6}, "table": {"label": "Table 6", "caption": "Re-analysis of 15 selected genes via KEGG pathway enrichment", "rows": [["Pathway ID", "Name", "Count", "%", "p-Value", "Genes"], ["hsa04110", "Cell cycle", "4", "26.7", "1.1E-04", "CCNB1 BUB1 TTK BUB1B"], ["hsa04914", "Progesterone-mediated oocyte maturation", "2", "13.3", "7.3E-02", "CCNB1 BUB1"]], "row_count": 3, "column_count": 6, "numeric_cells": 8, "header_rows": 1, "locator": "section[13]/table-wrap[1]#Tab6"}}], "gaps": ["asset:data:geo:GSE14407 not downloaded", "asset:data:geo:GSE14407 licence not read", "asset:data:geo:GSE18520 not downloaded", "asset:data:geo:GSE18520 licence not read", "asset:data:geo:GSE36668 not downloaded", "asset:data:geo:GSE36668 licence not read"]}, "analysis": {"state": "complete", "methods": [{"id": "method-1", "family": "survival_analysis", "specific": "log_rank_test", "label": "Survival analysis", "dsl_operations": ["logrank_test"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["time_to_event_with_censoring"], "evidence": {"score": 1.0, "band": "verbatim", "quote": "The log rank P value and hazard ratio (HR) with 95% confidence intervals were computed and showed on the plot."}}, {"id": "method-2", "family": "survival_analysis", "specific": "kaplan_meier", "label": "Survival analysis", "dsl_operations": ["survival_km"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["time_to_event_with_censoring"], "evidence": {"score": 0.7, "band": "medium", "quote": "Kaplan-Meier"}}, {"id": "method-3", "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-4", "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": 0.8, "band": "high", "quote": "pathway enrichment"}}], "targets": [], "gaps": []}, "capability": {"state": "complete", "requirements": [{"capability_id": "capability:computational_analysis", "label": "Computational analysis platform", "assay_families": ["meta_analysis", "machine_learning", "survival_analysis", "statistical_regression", "pca", "molecular_docking", "network_analysis", "differential_expression", "gwas"], "availability_state": "owned", "tier_unlocked": "R1", "candidate": "Automated Assays Laravel application and simulated adapters"}], "gaps": []}, "readiness": {"state": "complete", "tier": "R1", "blocking_axis": "none", "blocked_on": "nothing:replicable_now", "axes": {"method": {"tier": "R1", "expressible": true, "required_operations": ["logrank_test"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: log_rank_test."}, "capability": {"tier": "R1", "capability_id": "capability:computational_analysis", "availability_state": "owned", "basis": "The computational analysis is owned. The physical bench the paper used is not, so a physical validation cannot be run here."}, "data": {"tier": "R1", "reachable": true, "accessions": ["GSE36668", "GSE18520", "GSE14407"], "resolved_accessions": ["GSE36668", "GSE18520", "GSE14407"], "statements": ["The datasets used and/or analyzed in the present study are available from the corresponding author on reasonable request."], "basis": "The paper names GSE36668, GSE18520, GSE14407 in NCBI-GEO (Gene Expression Omnibus) and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["logrank_test"], "assets": ["source:pmid:31010415", "data:geo:GSE14407", "asset:table:pmid:31010415:1", "asset:table:pmid:31010415:2", "asset:table:pmid:31010415:3", "asset:table:pmid:31010415:4", "asset:table:pmid:31010415:5", "asset:table:pmid:31010415:6"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE14407"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-10-31T18:14:41Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 3, "usage": {"prompt_tokens": 26736, "completion_tokens": 2713, "cached_tokens": 528}}, "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:31010415", "type": "paper", "label": "pmid:31010415"}, {"id": "source:pmid:31010415", "type": "manuscript", "label": "PMID 31010415 full text"}, {"id": "data:geo:GSE14407", "type": "dataset", "label": "GEO GSE14407"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:31010415", "type": "paper", "label": "pmid:31010415"}, {"id": "source:pmid:31010415", "type": "manuscript", "label": "PMID 31010415 full text"}, {"id": "data:geo:GSE14407", "type": "dataset", "label": "GEO GSE14407"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-31010415", "type": "extraction", "used": ["source:pmid:31010415"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE14407", "type": "accession_resolution", "used": ["data:geo:GSE14407"], "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:31010415", "parent_hash": "sha256:d711fb8fa713e776205423e0d7e73a4dc9e6757b6b73999b19c3bc93f341e4bf", "fork_of": null, "generation": 6}, "gaps": ["asset:data:geo:GSE14407 licence not read", "asset:data:geo:GSE14407 not downloaded", "asset:data:geo:GSE18520 licence not read", "asset:data:geo:GSE18520 not downloaded", "asset:data:geo:GSE36668 licence not read", "asset:data:geo:GSE36668 not downloaded", "execution.not_run", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "analysis", "definition_id": "survival_analysis", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["logrank_test"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 1.0, "evidence": ["The log rank P value and hazard ratio (HR) with 95% confidence intervals were computed and showed on the plot."], "order_basis": "analysis_only", "id": "assay:1"}]}