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

pmid:31788082

Identification of biomarkers and construction of a microRNA-mRNA regulatory network for ependymoma using integrated bioinformatics analysis.

Biao Yang · Jun-Xi Dai · Yuan-Bo Pan · Yan-Bin Ma · Sheng-Hua Chu

Oncology letters · 2019 doi:10.3892/ol.2019.10941

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:31788082
kind
science-record
content_hash
sha256:347845451f1a23ea461c6ed19cac34a0772e7d754ebd4a6057e53c8e9a30a7df
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T15:40:52Z
updated_at
2026-11-01T22:01:03Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
Identification of biomarkers and construction of a microRNA-mRNA regulatory network for ependymoma using integrated bioinformatics analysis.
doi
10.3892/ol.2019.10941
pmid
31788082
authors array · 5 items
[0]
Biao Yang
[1]
Jun-Xi Dai
[2]
Yuan-Bo Pan
[3]
Yan-Bin Ma
[4]
Sheng-Hua Chu
journal
Oncology letters
year
2019
abstract
Ependymomas (EPNs) are one of the most common types of malignant neuroepithelial tumors. In an effort to identify potential biomarkers involved in the pathogenesis of EPN, the mRNA expression profiles of the GSE25604, GSE50161, GSE66354, GSE74195 and GSE86574 datasets, in addition to the microRNA (miRNA/miR) expression profiles of GSE42657 were downloaded from the Gene Expression Omnibus (GEO) database. Differentially expressed genes (DEGs) and differentially expressed miRNAs (DEMs) between EPN and normal brain tissue samples were identified using the Limma package in R and GEO2R, respectively. Functional and pathway enrichment analyses were conducted using the Database for Annotation, Visualization and Integrated Discovery. A protein-protein interaction network was constructed using the Search Tool for Retrieval of Interacting Genes database, which was visualized using Cytoscape. The targeted genes of DEMs were predicted using miRWalk2.0 and a miRNA-mRNA regulatory network was constructed. Following analysis, a total of 948 DEGs and 129 DEMs were identified. Functional enrichment analysis revealed that 609 upregulated DEGs were significantly enriched in 'PI3K-Akt signaling pathway', while 339 downregulated DEGs were primarily involved in 'cell junction' and 'retrograde endocannabinoid signaling'. In addition, 6 hub genes [cyclin dependent kinase 1, CD44 molecule (Indian blood group) (CD44), proliferating cell nuclear antigen (PCNA), MYC, synaptotagmin 1 (SYT1) and kinesin family member 4A] and 6 crucial miRNAs [homo sapiens (hsa)-miR-34a-5p, hsa-miR-449a, hsa-miR-106a-5p, hsa-miR-124-3p, hsa-miR-128-3p and hsa-miR-330-3p] were identified as biomarkers and potential therapeutic targets for EPN. Furthermore, a microRNA-mRNA regulatory network was constructed to highlight the interactions between DEMs and their target DEGs; this included the hsa-miR-449a-SYT1, hsa-miR-34a-5p-SYT1, hsa-miR-330-3p-CD44 and hsa-miR-124-3p-PCNA pairs, whose expression levels were confirmed using reverse transcription-quantitative polymerase chain reaction. In conclusion, the present study may provide important data for the investigation of the molecular mechanisms of EPN pathogenesis.
claims array · 2 items
[0] object · 6 fields
id
claim-method
statement
The statistical significance between EPN and normal brain tissues was determined using an independent sample t-test.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:31788082
locator
sections[12] "Statistical analysis" paragraph 2
quote
The statistical significance between EPN and normal brain tissues was determined using an independent sample t-test.
state
complete
[1] object · 6 fields
id
claim-data-access
statement
The datasets generated and/or analyzed during the current study are available the GEO database repository (http://www.ncbi.nlm.nih.gov/geo/).
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:31788082
locator
sections[26] "Availability of data and materials" paragraph 2
quote
The datasets generated and/or analyzed during the current study are available the GEO database repository (http://www.ncbi.nlm.nih.gov/geo/).
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:31788082
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:GSE25604
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:GSE25604
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:31788082
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.3892/ol.2019.10941
sha256
sha256:ab4e1cc728fa3e8957519bc13067a6fccf7c7e4dfbedf83b62dde2805379e381
bytes
41340
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.3892/ol.2019.10941
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
PMC6865127
source
europe_pmc_fulltext
coverage
whole_body
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:GSE25604
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=GSE25604
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE25604
version
null
note
The datasets generated and/or analyzed during the current study are available the GEO database repository (http://www.ncbi.nlm.nih.gov/geo/).
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The datasets generated and/or analyzed during the current study are available the GEO database repository (http://www.ncbi.nlm.nih.gov/geo/).
access_statement_kind
data_availability_statement
sample_accessions array · 22 items
[0]
GSM629283
[1]
GSM629284
[2]
GSM629285
[3]
GSM629286
[4]
GSM629287
[5]
GSM629288
[6]
GSM629289
[7]
GSM629290
[8]
GSM629291
[9]
GSM629292
[10]
GSM629293
[11]
GSM629294
[12]
GSM629295
[13]
GSM629296
[14]
GSM629297
[15]
GSM629298
[16]
GSM629299
[17]
GSM629300
[18]
GSM629301
[19]
GSM629302
[20]
GSM629303
[21]
GSM629304
sample_count
22
group_sizes
null
group_sizes_basis
null
platform
571
taxon
Homo sapiens
title
Gene expression of LMPC cells of infratentorial ependymomas when compared to LMPC ependymal cells
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:GSE42657
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=GSE42657
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE42657
version
null
note
The datasets generated and/or analyzed during the current study are available the GEO database repository (http://www.ncbi.nlm.nih.gov/geo/).
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The datasets generated and/or analyzed during the current study are available the GEO database repository (http://www.ncbi.nlm.nih.gov/geo/).
access_statement_kind
data_availability_statement
sample_accessions array · 64 items
[0]
GSM1047468
[1]
GSM1047469
[2]
GSM1047470
[3]
GSM1047471
[4]
GSM1047472
[5]
GSM1047473
[6]
GSM1047474
[7]
GSM1047475
[8]
GSM1047476
[9]
GSM1047477
[10]
GSM1047478
[11]
GSM1047479
[12]
GSM1047480
[13]
GSM1047481
[14]
GSM1047482
[15]
GSM1047483
[16]
GSM1047484
[17]
GSM1047485
[18]
GSM1047486
[19]
GSM1047487
[20]
GSM1047488
[21]
GSM1047489
[22]
GSM1047490
[23]
GSM1047491
[24]
GSM1047492
[25]
GSM1047493
[26]
GSM1047494
[27]
GSM1047495
[28]
GSM1047496
[29]
GSM1047497
[30]
GSM1047498
[31]
GSM1047499
[32]
GSM1047500
[33]
GSM1047501
[34]
GSM1047502
[35]
GSM1047503
[36]
GSM1047504
[37]
GSM1047505
[38]
GSM1047506
[39]
GSM1047507
[40]
GSM1047508
[41]
GSM1047509
[42]
GSM1047510
[43]
GSM1047511
[44]
GSM1047512
[45]
GSM1047513
[46]
GSM1047514
[47]
GSM1047515
[48]
GSM1047516
[49]
GSM1047517
[50]
GSM1047518
[51]
GSM1047519
[52]
GSM1047520
[53]
GSM1047521
[54]
GSM1047522
[55]
GSM1047523
[56]
GSM1047524
[57]
GSM1047525
[58]
GSM1047526
[59]
GSM1047527
[60]
GSM1047528
[61]
GSM1047529
[62]
GSM1047530
[63]
GSM1047531
sample_count
64
group_sizes
null
group_sizes_basis
null
platform
8179
taxon
Homo sapiens
title
MicroRNA expression profiles for paediatric brain tumours
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:GSE50161
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=GSE50161
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE50161
version
null
note
The datasets generated and/or analyzed during the current study are available the GEO database repository (http://www.ncbi.nlm.nih.gov/geo/).
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The datasets generated and/or analyzed during the current study are available the GEO database repository (http://www.ncbi.nlm.nih.gov/geo/).
access_statement_kind
data_availability_statement
sample_accessions array · 130 items
[0]
GSM1214834
[1]
GSM1214835
[2]
GSM1214836
[3]
GSM1214837
[4]
GSM1214838
[5]
GSM1214839
[6]
GSM1214840
[7]
GSM1214841
[8]
GSM1214842
[9]
GSM1214843
[10]
GSM1214844
[11]
GSM1214845
[12]
GSM1214846
[13]
GSM1214847
[14]
GSM1214848
[15]
GSM1214849
[16]
GSM1214850
[17]
GSM1214851
[18]
GSM1214852
[19]
GSM1214853
[20]
GSM1214854
[21]
GSM1214855
[22]
GSM1214856
[23]
GSM1214857
[24]
GSM1214858
[25]
GSM1214859
[26]
GSM1214860
[27]
GSM1214861
[28]
GSM1214862
[29]
GSM1214863
[30]
GSM1214864
[31]
GSM1214865
[32]
GSM1214866
[33]
GSM1214867
[34]
GSM1214868
[35]
GSM1214869
[36]
GSM1214870
[37]
GSM1214871
[38]
GSM1214872
[39]
GSM1214873
[40]
GSM1214874
[41]
GSM1214875
[42]
GSM1214876
[43]
GSM1214877
[44]
GSM1214878
[45]
GSM1214879
[46]
GSM1214880
[47]
GSM1214881
[48]
GSM1214882
[49]
GSM1214883
[50]
GSM1214884
[51]
GSM1214885
[52]
GSM1214886
[53]
GSM1214887
[54]
GSM1214888
[55]
GSM1214889
[56]
GSM1214890
[57]
GSM1214891
[58]
GSM1214892
[59]
GSM1214893
[60]
GSM1214894
[61]
GSM1214895
[62]
GSM1214896
[63]
GSM1214897
[64]
GSM1214898
[65]
GSM1214899
[66]
GSM1214900
[67]
GSM1214901
[68]
GSM1214902
[69]
GSM1214903
[70]
GSM1214904
[71]
GSM1214905
[72]
GSM1214906
[73]
GSM1214907
[74]
GSM1214908
[75]
GSM1214909
[76]
GSM1214910
[77]
GSM1214911
[78]
GSM1214912
[79]
GSM1214913
[80]
GSM1214914
[81]
GSM1214915
[82]
GSM1214916
[83]
GSM1214917
[84]
GSM1214918
[85]
GSM1214919
[86]
GSM1214920
[87]
GSM1214921
[88]
GSM1214922
[89]
GSM1214923
[90]
GSM1214924
[91]
GSM1214925
[92]
GSM1214926
[93]
GSM1214927
[94]
GSM1214928
[95]
GSM1214929
[96]
GSM1214930
[97]
GSM1214931
[98]
GSM1214932
[99]
GSM1214933
[100]
GSM1214934
[101]
GSM1214935
[102]
GSM1214936
[103]
GSM1214937
[104]
GSM1214938
[105]
GSM1214939
[106]
GSM1214940
[107]
GSM1214941
[108]
GSM1214942
[109]
GSM1214943
[110]
GSM1214944
[111]
GSM1214945
[112]
GSM1214946
[113]
GSM1214947
[114]
GSM1214948
[115]
GSM1214949
[116]
GSM1214950
[117]
GSM1214951
[118]
GSM1214952
[119]
GSM1214953
[120]
GSM1214954
[121]
GSM1214955
[122]
GSM1214956
[123]
GSM1214957
[124]
GSM1214958
[125]
GSM1214959
[126]
GSM1214960
[127]
GSM1214961
[128]
GSM1214962
[129]
GSM1214963
sample_count
130
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Expression data from human brain tumors and human normal brain
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:GSE66354
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=GSE66354
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE66354
version
null
note
The datasets generated and/or analyzed during the current study are available the GEO database repository (http://www.ncbi.nlm.nih.gov/geo/).
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The datasets generated and/or analyzed during the current study are available the GEO database repository (http://www.ncbi.nlm.nih.gov/geo/).
access_statement_kind
data_availability_statement
sample_accessions array · 149 items
[0]
GSM1620173
[1]
GSM1620174
[2]
GSM1620175
[3]
GSM1620176
[4]
GSM1620177
[5]
GSM1620178
[6]
GSM1620179
[7]
GSM1620180
[8]
GSM1620181
[9]
GSM1620182
[10]
GSM1620183
[11]
GSM1620184
[12]
GSM1620185
[13]
GSM1620186
[14]
GSM1620187
[15]
GSM1620188
[16]
GSM1620189
[17]
GSM1620190
[18]
GSM1620191
[19]
GSM1620192
[20]
GSM1620193
[21]
GSM1620194
[22]
GSM1620195
[23]
GSM1620196
[24]
GSM1620197
[25]
GSM1620198
[26]
GSM1620199
[27]
GSM1620200
[28]
GSM1620201
[29]
GSM1620202
[30]
GSM1620203
[31]
GSM1620204
[32]
GSM1620205
[33]
GSM1620206
[34]
GSM1620207
[35]
GSM1620208
[36]
GSM1620209
[37]
GSM1620210
[38]
GSM1620211
[39]
GSM1620212
[40]
GSM1620213
[41]
GSM1620214
[42]
GSM1620215
[43]
GSM1620216
[44]
GSM1620217
[45]
GSM1620218
[46]
GSM1620219
[47]
GSM1620220
[48]
GSM1620221
[49]
GSM1620222
[50]
GSM1620223
[51]
GSM1620224
[52]
GSM1620225
[53]
GSM1620226
[54]
GSM1620227
[55]
GSM1620228
[56]
GSM1620229
[57]
GSM1620230
[58]
GSM1620231
[59]
GSM1620232
[60]
GSM1620233
[61]
GSM1620234
[62]
GSM1620235
[63]
GSM1620236
[64]
GSM1620237
[65]
GSM1620238
[66]
GSM1620239
[67]
GSM1620240
[68]
GSM1620241
[69]
GSM1620242
[70]
GSM1620243
[71]
GSM1620244
[72]
GSM1620245
[73]
GSM1620246
[74]
GSM1620247
[75]
GSM1620248
[76]
GSM1620249
[77]
GSM1620250
[78]
GSM1620251
[79]
GSM1620252
[80]
GSM1620253
[81]
GSM1620254
[82]
GSM1620255
[83]
GSM1620256
[84]
GSM1620257
[85]
GSM1620258
[86]
GSM1620259
[87]
GSM1620260
[88]
GSM1620261
[89]
GSM1620262
[90]
GSM1620263
[91]
GSM1620264
[92]
GSM1620265
[93]
GSM1620266
[94]
GSM1620267
[95]
GSM1620268
[96]
GSM1620269
[97]
GSM1620270
[98]
GSM1620271
[99]
GSM1620272
[100]
GSM1620273
[101]
GSM1620274
[102]
GSM1620275
[103]
GSM1620276
[104]
GSM1620277
[105]
GSM1620278
[106]
GSM1620279
[107]
GSM1620280
[108]
GSM1620281
[109]
GSM1620282
[110]
GSM1620283
[111]
GSM1620284
[112]
GSM1620285
[113]
GSM1620286
[114]
GSM1620287
[115]
GSM1620288
[116]
GSM1620289
[117]
GSM1620290
[118]
GSM1620291
[119]
GSM1620292
[120]
GSM1620293
[121]
GSM1620294
[122]
GSM1620295
[123]
GSM1620296
[124]
GSM1620297
[125]
GSM1620298
[126]
GSM1620299
[127]
GSM1620300
[128]
GSM1620301
[129]
GSM1620302
[130]
GSM1620303
[131]
GSM1620304
[132]
GSM1620305
[133]
GSM1620306
[134]
GSM1620307
[135]
GSM1620308
[136]
GSM1620309
[137]
GSM1620310
[138]
GSM1620311
[139]
GSM1620312
[140]
GSM1620313
[141]
GSM1620314
[142]
GSM1620315
[143]
GSM1620316
[144]
GSM1620317
[145]
GSM1620318
[146]
GSM1620319
[147]
GSM1620320
[148]
GSM1620321
sample_count
149
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Investigation of the mechansim underlying the inflammatory phenotype in Group A ependymoma
resolution_checked_at
2026-11-01T15:39:55Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[5] object · 15 fields
id
data:geo:GSE74195
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=GSE74195
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE74195
version
null
note
The datasets generated and/or analyzed during the current study are available the GEO database repository (http://www.ncbi.nlm.nih.gov/geo/).
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The datasets generated and/or analyzed during the current study are available the GEO database repository (http://www.ncbi.nlm.nih.gov/geo/).
access_statement_kind
data_availability_statement
sample_accessions array · 51 items
[0]
GSM1914320
[1]
GSM1914321
[2]
GSM1914322
[3]
GSM1914323
[4]
GSM1914324
[5]
GSM1914325
[6]
GSM1914326
[7]
GSM1914327
[8]
GSM1914328
[9]
GSM1914329
[10]
GSM1914330
[11]
GSM1914331
[12]
GSM1914332
[13]
GSM1914333
[14]
GSM1914334
[15]
GSM1914335
[16]
GSM1914336
[17]
GSM1914337
[18]
GSM1914338
[19]
GSM1914339
[20]
GSM1914340
[21]
GSM1914341
[22]
GSM1914342
[23]
GSM1914343
[24]
GSM1914344
[25]
GSM1914345
[26]
GSM1914346
[27]
GSM1914347
[28]
GSM1914348
[29]
GSM1914349
[30]
GSM1914350
[31]
GSM1914351
[32]
GSM1914352
[33]
GSM1914353
[34]
GSM1914354
[35]
GSM1914355
[36]
GSM1914356
[37]
GSM1914357
[38]
GSM1914358
[39]
GSM1914359
[40]
GSM1914360
[41]
GSM1914361
[42]
GSM1914362
[43]
GSM1914363
[44]
GSM1914364
[45]
GSM1914365
[46]
GSM1914366
[47]
GSM1914367
[48]
GSM1914368
[49]
GSM1914369
[50]
GSM1914370
sample_count
51
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Differential expression and prognostic significant of SOX genes in pediatric medulloblastoma and ependymoma identified by microarray analysis
resolution_checked_at
2026-11-01T15:39:55Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[6] object · 15 fields
id
data:geo:GSE86574
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=GSE86574
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE86574
version
null
note
The datasets generated and/or analyzed during the current study are available the GEO database repository (http://www.ncbi.nlm.nih.gov/geo/).
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The datasets generated and/or analyzed during the current study are available the GEO database repository (http://www.ncbi.nlm.nih.gov/geo/).
access_statement_kind
data_availability_statement
sample_accessions array · 110 items
[0]
GSM2306094
[1]
GSM2306095
[2]
GSM2306096
[3]
GSM2306097
[4]
GSM2306098
[5]
GSM2306099
[6]
GSM2306100
[7]
GSM2306101
[8]
GSM2306102
[9]
GSM2306103
[10]
GSM2306104
[11]
GSM2306105
[12]
GSM2306106
[13]
GSM2306107
[14]
GSM2306108
[15]
GSM2306109
[16]
GSM2306110
[17]
GSM2306111
[18]
GSM2306112
[19]
GSM2306113
[20]
GSM2306114
[21]
GSM2306115
[22]
GSM2306116
[23]
GSM2306117
[24]
GSM2306118
[25]
GSM2306119
[26]
GSM2306120
[27]
GSM2306121
[28]
GSM2306122
[29]
GSM2306123
[30]
GSM2306124
[31]
GSM2306125
[32]
GSM2306126
[33]
GSM2306127
[34]
GSM2306128
[35]
GSM2306129
[36]
GSM2306130
[37]
GSM2306131
[38]
GSM2306132
[39]
GSM2306133
[40]
GSM2306134
[41]
GSM2306135
[42]
GSM2306136
[43]
GSM2306137
[44]
GSM2306138
[45]
GSM2306139
[46]
GSM2306140
[47]
GSM2306141
[48]
GSM2306142
[49]
GSM2306143
[50]
GSM2306144
[51]
GSM2306145
[52]
GSM2306146
[53]
GSM2306147
[54]
GSM2306148
[55]
GSM2306149
[56]
GSM2306150
[57]
GSM2306151
[58]
GSM2306152
[59]
GSM2306153
[60]
GSM2306154
[61]
GSM2306155
[62]
GSM2306156
[63]
GSM2306157
[64]
GSM2306158
[65]
GSM2306159
[66]
GSM2306160
[67]
GSM2306161
[68]
GSM2306162
[69]
GSM2306163
[70]
GSM2306164
[71]
GSM2306165
[72]
GSM2306166
[73]
GSM2306167
[74]
GSM2306168
[75]
GSM2306169
[76]
GSM2306170
[77]
GSM2306171
[78]
GSM2306172
[79]
GSM2306173
[80]
GSM2306174
[81]
GSM2306175
[82]
GSM2306176
[83]
GSM2306177
[84]
GSM2306178
[85]
GSM2306179
[86]
GSM2306180
[87]
GSM2306181
[88]
GSM2306182
[89]
GSM2306183
[90]
GSM2306184
[91]
GSM2306185
[92]
GSM2306186
[93]
GSM2306187
[94]
GSM2306188
[95]
GSM2306189
[96]
GSM2306190
[97]
GSM2306191
[98]
GSM2306192
[99]
GSM2306193
[100]
GSM2306194
[101]
GSM2306195
[102]
GSM2306196
[103]
GSM2306197
[104]
GSM2306198
[105]
GSM2306199
[106]
GSM2306200
[107]
GSM2306201
[108]
GSM2306202
[109]
GSM2306203
sample_count
110
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Characterization of Two Novel Ependymoma Cell Lines with Chromosome 1q gain derived from Posterior Fossa Tumors of Childhood
resolution_checked_at
2026-11-01T15:39:55Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[7] object · 16 fields
id
asset:table:pmid:31788082:1
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:b9e69b96ef53c245ffac76068a18d6f890ecfb6a1e2b04b739495b2419c94ccb
bytes
556
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[18]/table-wrap[1]#tI-ol-0-0-10941
version
null
note
miRNA-target pairs of top 3 miRNAs and hub genes from the miRNA-mRNA regulatory network.
structure object · 5 fields
pmcid
PMC6865127
section_index
18
section_title
Construction of a negative miRNA-gene regulatory network
row_count
5
column_count
5
table object · 8 fields
label
Table I.
caption
miRNA-target pairs of top 3 miRNAs and hub genes from the miRNA-mRNA regulatory network.
rows array · 5 items
[0] array · 5 items
[0]
Mature miRNA
[1]
Precursor miRNA
[2]
Expression
[3]
Hub gene
[4]
Expression
[1] array · 5 items
[0]
hsa-miR-449a
[1]
hsa-miR-449a
[2]
Up
[3]
SYT1
[4]
Down
[2] array · 5 items
[0]
hsa-miR-34a-5p
[1]
hsa-miR-34a*; hsa-miR-34a
[2]
Up
[3]
SYT1
[4]
Down
[3] array · 5 items
[0]
hsa-miR-330-3p
[1]
hsa-miR-330
[2]
Down
[3]
CD44
[4]
Up
[4] array · 5 items
[0]
hsa-miR-124-3p
[1]
hsa-miR-124*, hsa-miR-124
[2]
Down
[3]
PCNA
[4]
Up
locator
section[18]/table-wrap[1]#tI-ol-0-0-10941
gaps array · 12 items
[0]
asset:data:geo:GSE25604 not downloaded
[1]
asset:data:geo:GSE25604 licence not read
[2]
asset:data:geo:GSE42657 not downloaded
[3]
asset:data:geo:GSE42657 licence not read
[4]
asset:data:geo:GSE50161 not downloaded
[5]
asset:data:geo:GSE50161 licence not read
[6]
asset:data:geo:GSE66354 not downloaded
[7]
asset:data:geo:GSE66354 licence not read
[8]
asset:data:geo:GSE74195 not downloaded
[9]
asset:data:geo:GSE74195 licence not read
[10]
asset:data:geo:GSE86574 not downloaded
[11]
asset:data:geo:GSE86574 licence not read
analysis object · 4 fields
state
partial
methods array · 4 items
[0] object · 10 fields
id
method-1
family
differential_expression
specific
limma_voom
label
Differential expression analysis
dsl_operations array · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
count_matrix_with_condition
evidence object · 3 fields
score
0.7
band
medium
quote
Limma
[1] object · 10 fields
id
method-2
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
[2] object · 10 fields
id
method-3
family
network_analysis
specific
pathway_enrichment
label
Network / pathway analysis
dsl_operations array · 1 item
[0]
pathway_enrich
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
edge_list
evidence object · 3 fields
score
0.7
band
medium
quote
pathway enrichment
[3] object · 10 fields
id
method-4
family
null
specific
null
label
Independent sample t-test
dsl_operations array · 0 items
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 0 items
evidence object · 3 fields
score
1
band
verbatim
quote
The statistical significance between EPN and normal brain tissues was determined using an independent sample t-test.
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]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
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: limma_voom.
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 · 6 items
[0]
GSE25604
[1]
GSE50161
[2]
GSE66354
[3]
GSE74195
[4]
GSE86574
[5]
GSE42657
resolved_accessions array · 6 items
[0]
GSE25604
[1]
GSE50161
[2]
GSE66354
[3]
GSE74195
[4]
GSE86574
[5]
GSE42657
statements array · 1 item
[0]
The datasets generated and/or analyzed during the current study are available the GEO database repository (http://www.ncbi.nlm.nih.gov/geo/).
basis
The paper names GSE25604, GSE50161, GSE66354, GSE74195, GSE86574, GSE42657 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]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
assets array · 3 items
[0]
source:pmid:31788082
[1]
data:geo:GSE25604
[2]
asset:table:pmid:31788082:1
steps array · 1 item
[0]
run_analysis
must_build object · 5 fields
dsl_operations array · 0 items
converters array · 0 items
readers array · 0 items
capabilities array · 0 items
data_gaps array · 1 item
[0]
data:geo:GSE25604
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
2026-10-31T18:17:21Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
3
usage object · 3 fields
prompt_tokens
35916
completion_tokens
2495
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:31788082
type
paper
label
pmid:31788082
[1] object · 3 fields
id
source:pmid:31788082
type
manuscript
label
PMID 31788082 full text
[2] object · 3 fields
id
data:geo:GSE25604
type
dataset
label
GEO GSE25604
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:31788082
type
paper
label
pmid:31788082
[1] object · 3 fields
id
source:pmid:31788082
type
manuscript
label
PMID 31788082 full text
[2] object · 3 fields
id
data:geo:GSE25604
type
dataset
label
GEO GSE25604
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-31788082
type
extraction
used array · 1 item
[0]
source:pmid:31788082
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE25604
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE25604
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:31788082
parent_hash
sha256:0dff439edd5b3cc0cfe42c15454beeb4265d8f7566d0261e941f65c9e033d9cb
fork_of
null
gaps array · 17 items
[0]
asset:data:geo:GSE25604 licence not read
[1]
asset:data:geo:GSE25604 not downloaded
[2]
asset:data:geo:GSE42657 licence not read
[3]
asset:data:geo:GSE42657 not downloaded
[4]
asset:data:geo:GSE50161 licence not read
[5]
asset:data:geo:GSE50161 not downloaded
[6]
asset:data:geo:GSE66354 licence not read
[7]
asset:data:geo:GSE66354 not downloaded
[8]
asset:data:geo:GSE74195 licence not read
[9]
asset:data:geo:GSE74195 not downloaded
[10]
asset:data:geo:GSE86574 licence not read
[11]
asset:data:geo:GSE86574 not downloaded
[12]
execution.not_run
[13]
method.reader_named_unmapped
[14]
review.human_critique
[15]
review.independent_reader
[16]
review.machine_critique
assays array · 1 item
[0] object · 11 fields
role
analysis
definition_id
differential_expression
definition_version
f2132e96ae6c7a4e
required_operations array · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
support_state
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
Limma
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:31788082", "kind": "science-record", "revision": 5, "content_hash": "sha256:347845451f1a23ea461c6ed19cac34a0772e7d754ebd4a6057e53c8e9a30a7df", "created_at": "2026-11-01T15:40:52Z", "updated_at": "2026-11-01T22:01:03Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Identification of biomarkers and construction of a microRNA-mRNA regulatory network for ependymoma using integrated bioinformatics analysis.", "doi": "10.3892/ol.2019.10941", "pmid": "31788082", "authors": ["Biao Yang", "Jun-Xi Dai", "Yuan-Bo Pan", "Yan-Bin Ma", "Sheng-Hua Chu"], "journal": "Oncology letters", "year": 2019, "abstract": "Ependymomas (EPNs) are one of the most common types of malignant neuroepithelial tumors. In an effort to identify potential biomarkers involved in the pathogenesis of EPN, the mRNA expression profiles of the GSE25604, GSE50161, GSE66354, GSE74195 and GSE86574 datasets, in addition to the microRNA (miRNA/miR) expression profiles of GSE42657 were downloaded from the Gene Expression Omnibus (GEO) database. Differentially expressed genes (DEGs) and differentially expressed miRNAs (DEMs) between EPN and normal brain tissue samples were identified using the Limma package in R and GEO2R, respectively. Functional and pathway enrichment analyses were conducted using the Database for Annotation, Visualization and Integrated Discovery. A protein-protein interaction network was constructed using the Search Tool for Retrieval of Interacting Genes database, which was visualized using Cytoscape. The targeted genes of DEMs were predicted using miRWalk2.0 and a miRNA-mRNA regulatory network was constructed. Following analysis, a total of 948 DEGs and 129 DEMs were identified. Functional enrichment analysis revealed that 609 upregulated DEGs were significantly enriched in 'PI3K-Akt signaling pathway', while 339 downregulated DEGs were primarily involved in 'cell junction' and 'retrograde endocannabinoid signaling'. In addition, 6 hub genes [cyclin dependent kinase 1, CD44 molecule (Indian blood group) (CD44), proliferating cell nuclear antigen (PCNA), MYC, synaptotagmin 1 (SYT1) and kinesin family member 4A] and 6 crucial miRNAs [homo sapiens (hsa)-miR-34a-5p, hsa-miR-449a, hsa-miR-106a-5p, hsa-miR-124-3p, hsa-miR-128-3p and hsa-miR-330-3p] were identified as biomarkers and potential therapeutic targets for EPN. Furthermore, a microRNA-mRNA regulatory network was constructed to highlight the interactions between DEMs and their target DEGs; this included the hsa-miR-449a-SYT1, hsa-miR-34a-5p-SYT1, hsa-miR-330-3p-CD44 and hsa-miR-124-3p-PCNA pairs, whose expression levels were confirmed using reverse transcription-quantitative polymerase chain reaction. In conclusion, the present study may provide important data for the investigation of the molecular mechanisms of EPN pathogenesis.", "claims": [{"id": "claim-method", "statement": "The statistical significance between EPN and normal brain tissues was determined using an independent sample t-test.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:31788082", "locator": "sections[12] \"Statistical analysis\" paragraph 2", "quote": "The statistical significance between EPN and normal brain tissues was determined using an independent sample t-test."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The datasets generated and/or analyzed during the current study are available the GEO database repository (http://www.ncbi.nlm.nih.gov/geo/).", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:31788082", "locator": "sections[26] \"Availability of data and materials\" paragraph 2", "quote": "The datasets generated and/or analyzed during the current study are available the GEO database repository (http://www.ncbi.nlm.nih.gov/geo/)."}], "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:31788082"], "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:GSE25604"], "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:GSE25604"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:31788082", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.3892/ol.2019.10941", "sha256": "sha256:ab4e1cc728fa3e8957519bc13067a6fccf7c7e4dfbedf83b62dde2805379e381", "bytes": 41340, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.3892/ol.2019.10941", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC6865127", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE25604", "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=GSE25604", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE25604", "version": null, "note": "The datasets generated and/or analyzed during the current study are available the GEO database repository (http://www.ncbi.nlm.nih.gov/geo/).", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The datasets generated and/or analyzed during the current study are available the GEO database repository (http://www.ncbi.nlm.nih.gov/geo/).", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM629283", "GSM629284", "GSM629285", "GSM629286", "GSM629287", "GSM629288", "GSM629289", "GSM629290", "GSM629291", "GSM629292", "GSM629293", "GSM629294", "GSM629295", "GSM629296", "GSM629297", "GSM629298", "GSM629299", "GSM629300", "GSM629301", "GSM629302", "GSM629303", "GSM629304"], "sample_count": 22, "group_sizes": null, "group_sizes_basis": null, "platform": "571", "taxon": "Homo sapiens", "title": "Gene expression of LMPC cells of infratentorial ependymomas when compared to LMPC ependymal cells", "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:GSE42657", "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=GSE42657", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE42657", "version": null, "note": "The datasets generated and/or analyzed during the current study are available the GEO database repository (http://www.ncbi.nlm.nih.gov/geo/).", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The datasets generated and/or analyzed during the current study are available the GEO database repository (http://www.ncbi.nlm.nih.gov/geo/).", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM1047468", "GSM1047469", "GSM1047470", "GSM1047471", "GSM1047472", "GSM1047473", "GSM1047474", "GSM1047475", "GSM1047476", "GSM1047477", "GSM1047478", "GSM1047479", "GSM1047480", "GSM1047481", "GSM1047482", "GSM1047483", "GSM1047484", "GSM1047485", "GSM1047486", "GSM1047487", "GSM1047488", "GSM1047489", "GSM1047490", "GSM1047491", "GSM1047492", "GSM1047493", "GSM1047494", "GSM1047495", "GSM1047496", "GSM1047497", "GSM1047498", "GSM1047499", "GSM1047500", "GSM1047501", "GSM1047502", "GSM1047503", "GSM1047504", "GSM1047505", "GSM1047506", "GSM1047507", "GSM1047508", "GSM1047509", "GSM1047510", "GSM1047511", "GSM1047512", "GSM1047513", "GSM1047514", "GSM1047515", "GSM1047516", "GSM1047517", "GSM1047518", "GSM1047519", "GSM1047520", "GSM1047521", "GSM1047522", "GSM1047523", "GSM1047524", "GSM1047525", "GSM1047526", "GSM1047527", "GSM1047528", "GSM1047529", "GSM1047530", "GSM1047531"], "sample_count": 64, "group_sizes": null, "group_sizes_basis": null, "platform": "8179", "taxon": "Homo sapiens", "title": "MicroRNA expression profiles for paediatric brain tumours", "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:GSE50161", "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=GSE50161", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE50161", "version": null, "note": "The datasets generated and/or analyzed during the current study are available the GEO database repository (http://www.ncbi.nlm.nih.gov/geo/).", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The datasets generated and/or analyzed during the current study are available the GEO database repository (http://www.ncbi.nlm.nih.gov/geo/).", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM1214834", "GSM1214835", "GSM1214836", "GSM1214837", "GSM1214838", "GSM1214839", "GSM1214840", "GSM1214841", "GSM1214842", "GSM1214843", "GSM1214844", "GSM1214845", "GSM1214846", "GSM1214847", "GSM1214848", "GSM1214849", "GSM1214850", "GSM1214851", "GSM1214852", "GSM1214853", "GSM1214854", "GSM1214855", "GSM1214856", "GSM1214857", "GSM1214858", "GSM1214859", "GSM1214860", "GSM1214861", "GSM1214862", "GSM1214863", "GSM1214864", "GSM1214865", "GSM1214866", "GSM1214867", "GSM1214868", "GSM1214869", "GSM1214870", "GSM1214871", "GSM1214872", "GSM1214873", "GSM1214874", "GSM1214875", "GSM1214876", "GSM1214877", "GSM1214878", "GSM1214879", "GSM1214880", "GSM1214881", "GSM1214882", "GSM1214883", "GSM1214884", "GSM1214885", "GSM1214886", "GSM1214887", "GSM1214888", "GSM1214889", "GSM1214890", "GSM1214891", "GSM1214892", "GSM1214893", "GSM1214894", "GSM1214895", "GSM1214896", "GSM1214897", "GSM1214898", "GSM1214899", "GSM1214900", "GSM1214901", "GSM1214902", "GSM1214903", "GSM1214904", "GSM1214905", "GSM1214906", "GSM1214907", "GSM1214908", "GSM1214909", "GSM1214910", "GSM1214911", "GSM1214912", "GSM1214913", "GSM1214914", "GSM1214915", "GSM1214916", "GSM1214917", "GSM1214918", "GSM1214919", "GSM1214920", "GSM1214921", "GSM1214922", "GSM1214923", "GSM1214924", "GSM1214925", "GSM1214926", "GSM1214927", "GSM1214928", "GSM1214929", "GSM1214930", "GSM1214931", "GSM1214932", "GSM1214933", "GSM1214934", "GSM1214935", "GSM1214936", "GSM1214937", "GSM1214938", "GSM1214939", "GSM1214940", "GSM1214941", "GSM1214942", "GSM1214943", "GSM1214944", "GSM1214945", "GSM1214946", "GSM1214947", "GSM1214948", "GSM1214949", "GSM1214950", "GSM1214951", "GSM1214952", "GSM1214953", "GSM1214954", "GSM1214955", "GSM1214956", "GSM1214957", "GSM1214958", "GSM1214959", "GSM1214960", "GSM1214961", "GSM1214962", "GSM1214963"], "sample_count": 130, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "Expression data from human brain tumors and human normal brain", "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:GSE66354", "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=GSE66354", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE66354", "version": null, "note": "The datasets generated and/or analyzed during the current study are available the GEO database repository (http://www.ncbi.nlm.nih.gov/geo/).", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The datasets generated and/or analyzed during the current study are available the GEO database repository (http://www.ncbi.nlm.nih.gov/geo/).", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM1620173", "GSM1620174", "GSM1620175", "GSM1620176", "GSM1620177", "GSM1620178", "GSM1620179", "GSM1620180", "GSM1620181", "GSM1620182", "GSM1620183", "GSM1620184", "GSM1620185", "GSM1620186", "GSM1620187", "GSM1620188", "GSM1620189", "GSM1620190", "GSM1620191", "GSM1620192", "GSM1620193", "GSM1620194", "GSM1620195", "GSM1620196", "GSM1620197", "GSM1620198", "GSM1620199", "GSM1620200", "GSM1620201", "GSM1620202", "GSM1620203", "GSM1620204", "GSM1620205", "GSM1620206", "GSM1620207", "GSM1620208", "GSM1620209", "GSM1620210", "GSM1620211", "GSM1620212", "GSM1620213", "GSM1620214", "GSM1620215", "GSM1620216", "GSM1620217", "GSM1620218", "GSM1620219", "GSM1620220", "GSM1620221", "GSM1620222", "GSM1620223", "GSM1620224", "GSM1620225", "GSM1620226", "GSM1620227", "GSM1620228", "GSM1620229", "GSM1620230", "GSM1620231", "GSM1620232", "GSM1620233", "GSM1620234", "GSM1620235", "GSM1620236", "GSM1620237", "GSM1620238", "GSM1620239", "GSM1620240", "GSM1620241", "GSM1620242", "GSM1620243", "GSM1620244", "GSM1620245", "GSM1620246", "GSM1620247", "GSM1620248", "GSM1620249", "GSM1620250", "GSM1620251", "GSM1620252", "GSM1620253", "GSM1620254", "GSM1620255", "GSM1620256", "GSM1620257", "GSM1620258", "GSM1620259", "GSM1620260", "GSM1620261", "GSM1620262", "GSM1620263", "GSM1620264", "GSM1620265", "GSM1620266", "GSM1620267", "GSM1620268", "GSM1620269", "GSM1620270", "GSM1620271", "GSM1620272", "GSM1620273", "GSM1620274", "GSM1620275", "GSM1620276", "GSM1620277", "GSM1620278", "GSM1620279", "GSM1620280", "GSM1620281", "GSM1620282", "GSM1620283", "GSM1620284", "GSM1620285", "GSM1620286", "GSM1620287", "GSM1620288", "GSM1620289", "GSM1620290", "GSM1620291", "GSM1620292", "GSM1620293", "GSM1620294", "GSM1620295", "GSM1620296", "GSM1620297", "GSM1620298", "GSM1620299", "GSM1620300", "GSM1620301", "GSM1620302", "GSM1620303", "GSM1620304", "GSM1620305", "GSM1620306", "GSM1620307", "GSM1620308", "GSM1620309", "GSM1620310", "GSM1620311", "GSM1620312", "GSM1620313", "GSM1620314", "GSM1620315", "GSM1620316", "GSM1620317", "GSM1620318", "GSM1620319", "GSM1620320", "GSM1620321"], "sample_count": 149, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "Investigation of the mechansim underlying the inflammatory phenotype in Group A ependymoma", "resolution_checked_at": "2026-11-01T15:39:55Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE74195", "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=GSE74195", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE74195", "version": null, "note": "The datasets generated and/or analyzed during the current study are available the GEO database repository (http://www.ncbi.nlm.nih.gov/geo/).", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The datasets generated and/or analyzed during the current study are available the GEO database repository (http://www.ncbi.nlm.nih.gov/geo/).", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM1914320", "GSM1914321", "GSM1914322", "GSM1914323", "GSM1914324", "GSM1914325", "GSM1914326", "GSM1914327", "GSM1914328", "GSM1914329", "GSM1914330", "GSM1914331", "GSM1914332", "GSM1914333", "GSM1914334", "GSM1914335", "GSM1914336", "GSM1914337", "GSM1914338", "GSM1914339", "GSM1914340", "GSM1914341", "GSM1914342", "GSM1914343", "GSM1914344", "GSM1914345", "GSM1914346", "GSM1914347", "GSM1914348", "GSM1914349", "GSM1914350", "GSM1914351", "GSM1914352", "GSM1914353", "GSM1914354", "GSM1914355", "GSM1914356", "GSM1914357", "GSM1914358", "GSM1914359", "GSM1914360", "GSM1914361", "GSM1914362", "GSM1914363", "GSM1914364", "GSM1914365", "GSM1914366", "GSM1914367", "GSM1914368", "GSM1914369", "GSM1914370"], "sample_count": 51, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "Differential expression and prognostic significant of SOX genes in pediatric medulloblastoma and ependymoma identified by microarray analysis", "resolution_checked_at": "2026-11-01T15:39:55Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE86574", "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=GSE86574", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE86574", "version": null, "note": "The datasets generated and/or analyzed during the current study are available the GEO database repository (http://www.ncbi.nlm.nih.gov/geo/).", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The datasets generated and/or analyzed during the current study are available the GEO database repository (http://www.ncbi.nlm.nih.gov/geo/).", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM2306094", "GSM2306095", "GSM2306096", "GSM2306097", "GSM2306098", "GSM2306099", "GSM2306100", "GSM2306101", "GSM2306102", "GSM2306103", "GSM2306104", "GSM2306105", "GSM2306106", "GSM2306107", "GSM2306108", "GSM2306109", "GSM2306110", "GSM2306111", "GSM2306112", "GSM2306113", "GSM2306114", "GSM2306115", "GSM2306116", "GSM2306117", "GSM2306118", "GSM2306119", "GSM2306120", "GSM2306121", "GSM2306122", "GSM2306123", "GSM2306124", "GSM2306125", "GSM2306126", "GSM2306127", "GSM2306128", "GSM2306129", "GSM2306130", "GSM2306131", "GSM2306132", "GSM2306133", "GSM2306134", "GSM2306135", "GSM2306136", "GSM2306137", "GSM2306138", "GSM2306139", "GSM2306140", "GSM2306141", "GSM2306142", "GSM2306143", "GSM2306144", "GSM2306145", "GSM2306146", "GSM2306147", "GSM2306148", "GSM2306149", "GSM2306150", "GSM2306151", "GSM2306152", "GSM2306153", "GSM2306154", "GSM2306155", "GSM2306156", "GSM2306157", "GSM2306158", "GSM2306159", "GSM2306160", "GSM2306161", "GSM2306162", "GSM2306163", "GSM2306164", "GSM2306165", "GSM2306166", "GSM2306167", "GSM2306168", "GSM2306169", "GSM2306170", "GSM2306171", "GSM2306172", "GSM2306173", "GSM2306174", "GSM2306175", "GSM2306176", "GSM2306177", "GSM2306178", "GSM2306179", "GSM2306180", "GSM2306181", "GSM2306182", "GSM2306183", "GSM2306184", "GSM2306185", "GSM2306186", "GSM2306187", "GSM2306188", "GSM2306189", "GSM2306190", "GSM2306191", "GSM2306192", "GSM2306193", "GSM2306194", "GSM2306195", "GSM2306196", "GSM2306197", "GSM2306198", "GSM2306199", "GSM2306200", "GSM2306201", "GSM2306202", "GSM2306203"], "sample_count": 110, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "Characterization of Two Novel Ependymoma Cell Lines with Chromosome 1q gain derived from Posterior Fossa Tumors of Childhood", "resolution_checked_at": "2026-11-01T15:39:55Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "asset:table:pmid:31788082:1", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:b9e69b96ef53c245ffac76068a18d6f890ecfb6a1e2b04b739495b2419c94ccb", "bytes": 556, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[18]/table-wrap[1]#tI-ol-0-0-10941", "version": null, "note": "miRNA-target pairs of top 3 miRNAs and hub genes from the miRNA-mRNA regulatory network.", "structure": {"pmcid": "PMC6865127", "section_index": 18, "section_title": "Construction of a negative miRNA-gene regulatory network", "row_count": 5, "column_count": 5}, "table": {"label": "Table I.", "caption": "miRNA-target pairs of top 3 miRNAs and hub genes from the miRNA-mRNA regulatory network.", "rows": [["Mature miRNA", "Precursor miRNA", "Expression", "Hub gene", "Expression"], ["hsa-miR-449a", "hsa-miR-449a", "Up", "SYT1", "Down"], ["hsa-miR-34a-5p", "hsa-miR-34a*; hsa-miR-34a", "Up", "SYT1", "Down"], ["hsa-miR-330-3p", "hsa-miR-330", "Down", "CD44", "Up"], ["hsa-miR-124-3p", "hsa-miR-124*, hsa-miR-124", "Down", "PCNA", "Up"]], "row_count": 5, "column_count": 5, "numeric_cells": 9, "header_rows": 1, "locator": "section[18]/table-wrap[1]#tI-ol-0-0-10941"}}], "gaps": ["asset:data:geo:GSE25604 not downloaded", "asset:data:geo:GSE25604 licence not read", "asset:data:geo:GSE42657 not downloaded", "asset:data:geo:GSE42657 licence not read", "asset:data:geo:GSE50161 not downloaded", "asset:data:geo:GSE50161 licence not read", "asset:data:geo:GSE66354 not downloaded", "asset:data:geo:GSE66354 licence not read", "asset:data:geo:GSE74195 not downloaded", "asset:data:geo:GSE74195 licence not read", "asset:data:geo:GSE86574 not downloaded", "asset:data:geo:GSE86574 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": "differential_expression", "specific": "limma_voom", "label": "Differential expression analysis", "dsl_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["count_matrix_with_condition"], "evidence": {"score": 0.7, "band": "medium", "quote": "Limma"}}, {"id": "method-2", "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-3", "family": "network_analysis", "specific": "pathway_enrichment", "label": "Network / pathway analysis", "dsl_operations": ["pathway_enrich"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["edge_list"], "evidence": {"score": 0.7, "band": "medium", "quote": "pathway enrichment"}}, {"id": "method-4", "family": null, "specific": null, "label": "Independent sample t-test", "dsl_operations": [], "missing_operations": [], "expressible": null, "parameters": {}, "data_shapes": [], "evidence": {"score": 1.0, "band": "verbatim", "quote": "The statistical significance between EPN and normal brain tissues was determined using an independent sample t-test."}}], "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": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: limma_voom."}, "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": ["GSE25604", "GSE50161", "GSE66354", "GSE74195", "GSE86574", "GSE42657"], "resolved_accessions": ["GSE25604", "GSE50161", "GSE66354", "GSE74195", "GSE86574", "GSE42657"], "statements": ["The datasets generated and/or analyzed during the current study are available the GEO database repository (http://www.ncbi.nlm.nih.gov/geo/)."], "basis": "The paper names GSE25604, GSE50161, GSE66354, GSE74195, GSE86574, GSE42657 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": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "assets": ["source:pmid:31788082", "data:geo:GSE25604", "asset:table:pmid:31788082:1"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE25604"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-10-31T18:17:21Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 3, "usage": {"prompt_tokens": 35916, "completion_tokens": 2495, "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:31788082", "type": "paper", "label": "pmid:31788082"}, {"id": "source:pmid:31788082", "type": "manuscript", "label": "PMID 31788082 full text"}, {"id": "data:geo:GSE25604", "type": "dataset", "label": "GEO GSE25604"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:31788082", "type": "paper", "label": "pmid:31788082"}, {"id": "source:pmid:31788082", "type": "manuscript", "label": "PMID 31788082 full text"}, {"id": "data:geo:GSE25604", "type": "dataset", "label": "GEO GSE25604"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-31788082", "type": "extraction", "used": ["source:pmid:31788082"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE25604", "type": "accession_resolution", "used": ["data:geo:GSE25604"], "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:31788082", "parent_hash": "sha256:0dff439edd5b3cc0cfe42c15454beeb4265d8f7566d0261e941f65c9e033d9cb", "fork_of": null, "generation": 4}, "gaps": ["asset:data:geo:GSE25604 licence not read", "asset:data:geo:GSE25604 not downloaded", "asset:data:geo:GSE42657 licence not read", "asset:data:geo:GSE42657 not downloaded", "asset:data:geo:GSE50161 licence not read", "asset:data:geo:GSE50161 not downloaded", "asset:data:geo:GSE66354 licence not read", "asset:data:geo:GSE66354 not downloaded", "asset:data:geo:GSE74195 licence not read", "asset:data:geo:GSE74195 not downloaded", "asset:data:geo:GSE86574 licence not read", "asset:data:geo:GSE86574 not downloaded", "execution.not_run", "method.reader_named_unmapped", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "analysis", "definition_id": "differential_expression", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 0.7, "evidence": ["Limma"], "order_basis": "analysis_only", "id": "assay:1"}]}