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

pmid:31423235

DNA methylation profiling identifies potentially significant epigenetically-regulated genes in glioblastoma multiforme.

Shifeng Kan · Song Chai · Wenhua Chen · Bo Yu

Oncology letters · 2019 doi:10.3892/ol.2019.10512

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:31423235
kind
science-record
content_hash
sha256:b5ea34a8c8e7970a17ae76e512eb2ffd97d6579d9d8cdb45493b3071f129beea
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T15:40:48Z
updated_at
2026-11-01T22:00:47Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
DNA methylation profiling identifies potentially significant epigenetically-regulated genes in glioblastoma multiforme.
doi
10.3892/ol.2019.10512
pmid
31423235
authors array · 4 items
[0]
Shifeng Kan
[1]
Song Chai
[2]
Wenhua Chen
[3]
Bo Yu
journal
Oncology letters
year
2019
abstract
Glioblastoma multiforme (GBM) is one of the most lethal and damaging types of human cancer. The current study was conducted to identify differentially methylated genes (DMGs) between GBM and normal controls, and to improve our understanding of GBM at the epigenetic level. The DNA methylation profile of GBM was downloaded from the Gene Expression Omnibus (GEO) database using the accession number GSE50923. The MethyAnalysis package was applied to identify DMGs between GBM and controls, which were then analyzed by functional enrichment analysis. Protein-protein interaction (PPI) networks were constructed using the hypermethylated and hypomethylated genes. Finally, transcription factors (TFs) that can regulate the hypermethylated and hypomethylated genes were predicted, followed by construction of transcriptional regulatory networks. Furthermore, another relevant dataset, GSE22867, was downloaded from the GEO database for data validation. A total of 476 hypermethylated and 850 hypomethylated genes were identified, which were mainly associated with the functions of 'G-protein-coupled receptors ligand binding', 'cytokine activity', 'cytokine-cytokine receptor interaction', and 'D-glutamine and D-glutamate metabolism'. The hypermethylated gene neuropeptide Y (NPY) and the hypomethylated gene tumor necrosis factor (TNF) demonstrated high degrees in the PPI network. Forkhead box protein A1 (FOXA1), potassium voltage-gated channel subfamily C member 3 (KCNC3) and caspase-8 (CASP8) exhibited high degrees in the transcriptional regulatory networks. In addition, the methylation profiles of NPY, TNF, FOXA1, KCNC3 and CASP8 were confirmed by another dataset. In summary, the present study systematically analyzed the DNA methylation profile of GBM using bioinformatics approaches and identified several abnormally methylated genes, providing insight into the molecular mechanism underlying GBM.
claims array · 1 item
[0] object · 6 fields
id
claim-method
statement
The methyAnalysis package version 1.8.0 (20) was applied to identify DMRs between GBM and controls.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:31423235
locator
sections[5] "Identification of differentially methylated regions (DMRs)" paragraph 2
quote
The methyAnalysis package version 1.8.0 (20) was applied to identify DMRs between GBM and controls.
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:31423235
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:GSE22867
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:GSE22867
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 · 10 items
[0] object · 15 fields
id
source:pmid:31423235
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.3892/ol.2019.10512
sha256
sha256:33e3d415e1cffed7a1919c8254112386680d376010ce758d13decac7b67a8dbc
bytes
30654
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.3892/ol.2019.10512
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
PMC6614665
source
europe_pmc_fulltext
coverage
whole_body
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:GSE22867
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=GSE22867
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE22867
version
null
note
“DNA methylation data from the GBM study by Lai et al (17) were retrieved from the National Center for Biotechnology Information Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/projects/geo/) with the accession number GSE50923.” “The DNA methylation profiles of 54 GBM samples and 24 control brain samples were previously investigated using Illumina HumanMethylation27 BeadChip.” “Only data from 31 GBM and 24 control brain samples were present in the GEO database, therefore, only these data were analyzed in the current study.”
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
“DNA methylation data from the GBM study by Lai et al (17) were retrieved from the National Center for Biotechnology Information Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/projects/geo/) with the accession number GSE50923.” “The DNA methylation profiles of 54 GBM samples and 24 control brain samples were previously investigated using Illumina HumanMethylation27 BeadChip.” “Only data from 31 GBM and 24 control brain samples were present in the GEO database, therefore, only these data were analyzed in the current study.”
access_statement_kind
repository_route_statement
sample_accessions array · 60 items
[0]
GSM565024
[1]
GSM565025
[2]
GSM565026
[3]
GSM565027
[4]
GSM565028
[5]
GSM565029
[6]
GSM565030
[7]
GSM565031
[8]
GSM565032
[9]
GSM565033
[10]
GSM565034
[11]
GSM565035
[12]
GSM565036
[13]
GSM565037
[14]
GSM565038
[15]
GSM565039
[16]
GSM565040
[17]
GSM565041
[18]
GSM565042
[19]
GSM565043
[20]
GSM565044
[21]
GSM565045
[22]
GSM565046
[23]
GSM565047
[24]
GSM565048
[25]
GSM565049
[26]
GSM565050
[27]
GSM565051
[28]
GSM565052
[29]
GSM565053
[30]
GSM565054
[31]
GSM565055
[32]
GSM565056
[33]
GSM565057
[34]
GSM565058
[35]
GSM565059
[36]
GSM565060
[37]
GSM565061
[38]
GSM565062
[39]
GSM565063
[40]
GSM565064
[41]
GSM565065
[42]
GSM565066
[43]
GSM565067
[44]
GSM565068
[45]
GSM565069
[46]
GSM565070
[47]
GSM565071
[48]
GSM565072
[49]
GSM565073
[50]
GSM565074
[51]
GSM565075
[52]
GSM565076
[53]
GSM565077
[54]
GSM565078
[55]
GSM565079
[56]
GSM565080
[57]
GSM565081
[58]
GSM565082
[59]
GSM565083
sample_count
60
group_sizes
null
group_sizes_basis
null
platform
8490
taxon
Homo sapiens
title
DNA Methylation Profiling of Glioblastoma: Impact on Gene Expression and Clinical Outcome (Illumina)
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:GSE50923
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=GSE50923
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE50923
version
null
note
“DNA methylation data from the GBM study by Lai et al (17) were retrieved from the National Center for Biotechnology Information Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/projects/geo/) with the accession number GSE50923.” “The DNA methylation profiles of 54 GBM samples and 24 control brain samples were previously investigated using Illumina HumanMethylation27 BeadChip.” “Only data from 31 GBM and 24 control brain samples were present in the GEO database, therefore, only these data were analyzed in the current study.”
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
“DNA methylation data from the GBM study by Lai et al (17) were retrieved from the National Center for Biotechnology Information Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/projects/geo/) with the accession number GSE50923.” “The DNA methylation profiles of 54 GBM samples and 24 control brain samples were previously investigated using Illumina HumanMethylation27 BeadChip.” “Only data from 31 GBM and 24 control brain samples were present in the GEO database, therefore, only these data were analyzed in the current study.”
access_statement_kind
repository_route_statement
sample_accessions array · 78 items
[0]
GSM1232478
[1]
GSM1232479
[2]
GSM1232480
[3]
GSM1232481
[4]
GSM1232482
[5]
GSM1232483
[6]
GSM1232484
[7]
GSM1232485
[8]
GSM1232486
[9]
GSM1232487
[10]
GSM1232488
[11]
GSM1232489
[12]
GSM1232490
[13]
GSM1232491
[14]
GSM1232492
[15]
GSM1232493
[16]
GSM1232494
[17]
GSM1232495
[18]
GSM1232496
[19]
GSM1232497
[20]
GSM1232498
[21]
GSM1232499
[22]
GSM1232500
[23]
GSM1232501
[24]
GSM1232502
[25]
GSM1232503
[26]
GSM1232504
[27]
GSM1232505
[28]
GSM1232506
[29]
GSM1232507
[30]
GSM1232508
[31]
GSM1232509
[32]
GSM1232510
[33]
GSM1232511
[34]
GSM1232512
[35]
GSM1232513
[36]
GSM1232514
[37]
GSM1232515
[38]
GSM1232516
[39]
GSM1232517
[40]
GSM1232518
[41]
GSM1232519
[42]
GSM1232520
[43]
GSM1232521
[44]
GSM1232522
[45]
GSM1232523
[46]
GSM1232524
[47]
GSM1232525
[48]
GSM1232526
[49]
GSM1232527
[50]
GSM1232528
[51]
GSM1232529
[52]
GSM1232530
[53]
GSM1232531
[54]
GSM1232532
[55]
GSM1232533
[56]
GSM1232534
[57]
GSM1232535
[58]
GSM1232536
[59]
GSM1232537
[60]
GSM1232538
[61]
GSM1232539
[62]
GSM1232540
[63]
GSM1232541
[64]
GSM1232542
[65]
GSM1232543
[66]
GSM1232544
[67]
GSM1232545
[68]
GSM1232546
[69]
GSM1232547
[70]
GSM1232548
[71]
GSM1232549
[72]
GSM1232550
[73]
GSM1232551
[74]
GSM1232552
[75]
GSM1232553
[76]
GSM1232554
[77]
GSM1232555
sample_count
78
group_sizes
null
group_sizes_basis
null
platform
8490
taxon
Homo sapiens
title
Genome-wide methylation analyses in glioblastoma multiforme (GBM)
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 · 16 fields
id
asset:table:pmid:31423235:1
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:b1d280a08ee4c1a81855022609612fff5f1d9cdac2718a9ffa934c7619d776a9
bytes
924
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[14]/table-wrap[1]#tI-ol-0-0-10512
version
null
note
Top five KEGG pathways enriched by hypermethylated genes and hypomethylated genes.
structure object · 5 fields
pmcid
PMC6614665
section_index
6
section_title
Functional enrichment analysis
row_count
17
column_count
3
table object · 8 fields
label
Table I.
caption
Top five KEGG pathways enriched by hypermethylated genes and hypomethylated genes.
rows array · 17 items
[0] array · 1 item
[0]
A, Hypermethylated genes
[1] array · 1 item
[0]
[2] array · 3 items
[0]
KEGG ID
[1]
KEGG pathway
[2]
P-value
[3] array · 3 items
[0]
4080
[1]
Neuroactive ligand-receptor interaction
[2]
1.18×10−3
[4] array · 3 items
[0]
471
[1]
D-Glutamine and D-glutamate metabolism
[2]
3.62×10−3
[5] array · 3 items
[0]
4114
[1]
Oocyte meiosis
[2]
6.76×10−3
[6] array · 3 items
[0]
250
[1]
Alanine, aspartate and glutamate metabolism
[2]
7.87×10−3
[7] array · 3 items
[0]
4971
[1]
Gastric acid secretion
[2]
1.02×10−2
[8] array · 1 item
[0]
[9] array · 1 item
[0]
B, Hypomethylated genes
[10] array · 1 item
[0]
[11] array · 3 items
[0]
KEGG ID
[1]
KEGG pathway
[2]
P-value
[12] array · 1 item
[0]
[13] array · 3 items
[0]
4060
[1]
Cytokine-cytokine receptor interaction
[2]
1.22×10−10
[14] array · 3 items
[0]
4640
[1]
Hematopoietic cell lineage
[2]
1.49×10−5
[15] array · 3 items
[0]
5150
[1]
Staphylococcus aureus infection
[2]
1.35×10−4
[16] array · 3 items
[0]
4610
[1]
Complement and coagulation cascades
[2]
2.72×10−4
locator
section[14]/table-wrap[1]#tI-ol-0-0-10512
[4] object · 16 fields
id
asset:table:pmid:31423235:2
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:47adc0f10810e8b5bbb8bb7d4862cad06740712c9900361ce005451491eb26e7
bytes
2334
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[14]/table-wrap[2]#tII-ol-0-0-10512
version
null
note
Top five GO terms enriched by hypermethylated genes and hypomethylated genes.
structure object · 5 fields
pmcid
PMC6614665
section_index
6
section_title
Functional enrichment analysis
row_count
44
column_count
3
table object · 8 fields
label
Table II.
caption
Top five GO terms enriched by hypermethylated genes and hypomethylated genes.
rows array · 44 items
[0] array · 1 item
[0]
A, Hypermethylated genes
[1] array · 1 item
[0]
[2] array · 3 items
[0]
GO ID
[1]
GO term
[2]
P-value
[3] array · 3 items
[0]
Biological process
[1]
[2]
[4] array · 3 items
[0]
GO:0048856
[1]
Anatomical structure development
[2]
3.19×10−8
[5] array · 3 items
[0]
GO:0032502
[1]
Developmental process
[2]
4.06×10−8
[6] array · 3 items
[0]
GO:0044707
[1]
Single-multicellular organism process
[2]
4.85×10−8
[7] array · 3 items
[0]
GO:0032501
[1]
Multicellular organismal process
[2]
8.26×10−8
[8] array · 3 items
[0]
GO:0007275
[1]
Multicellular organismal development
[2]
3.47×10−7
[9] array · 3 items
[0]
Molecular function
[1]
[2]
[10] array · 3 items
[0]
GO:0003700
[1]
Sequence-specific DNA binding transcription factor activity
[2]
5.04×10−9
[11] array · 3 items
[0]
GO:0001071
[1]
Nucleic acid binding transcription factor activity
[2]
5.51×10−9
[12] array · 3 items
[0]
GO:0043565
[1]
Sequence-specific DNA binding
[2]
1.76×10−8
[13] array · 3 items
[0]
GO:0044212
[1]
Transcription regulatory region DNA binding
[2]
6.04×10−7
[14] array · 3 items
[0]
GO:0000975
[1]
Regulatory region DNA binding
[2]
9.99×10−7
[15] array · 3 items
[0]
Cellular component
[1]
[2]
[16] array · 3 items
[0]
GO:0044459
[1]
Plasma membrane part
[2]
2.37×10−1
[17] array · 3 items
[0]
GO:0019897
[1]
Extrinsic to plasma membrane
[2]
2.61×10−1
[18] array · 3 items
[0]
GO:0008076
[1]
Voltage-gated potassium channel complex
[2]
4.53×10−1
[19] array · 3 items
[0]
GO:0034705
[1]
Potassium channel complex
[2]
4.53×10−1
[20] array · 3 items
[0]
GO:0019898
[1]
Extrinsic to membrane
[2]
5.85×10−1
[21] array · 1 item
[0]
[22] array · 1 item
[0]
B, Hypomethylated genes
[23] array · 1 item
[0]
[24] array · 3 items
[0]
GO ID
[1]
GO term
[2]
P-value
[25] array · 1 item
[0]
[26] array · 3 items
[0]
Biological process
[1]
[2]
[27] array · 3 items
[0]
GO:0006952
[1]
Defense response
[2]
8.19×10−12
[28] array · 3 items
[0]
GO:0006954
[1]
Inflammatory response
[2]
9.55×10−12
[29] array · 3 items
[0]
GO:0050896
[1]
Response to stimulus
[2]
6.68×10−11
[30] array · 3 items
[0]
GO:0002376
[1]
Immune system process
[2]
8.73×10−11
[31] array · 3 items
[0]
GO:0009611
[1]
Response to wounding
[2]
6.82×10−10
[32] array · 3 items
[0]
Molecular function
[1]
[2]
[33] array · 3 items
[0]
GO:0005125
[1]
Cytokine activity
[2]
3.13×10−7
[34] array · 3 items
[0]
GO:0005126
[1]
Cytokine receptor binding
[2]
1.30×10−5
[35] array · 3 items
[0]
GO:0004872
[1]
Receptor activity
[2]
6.25×10−5
[36] array · 3 items
[0]
GO:0005102
[1]
Receptor binding
[2]
1.39×10−3
[37] array · 3 items
[0]
GO:0005506
[1]
Iron ion binding
[2]
8.86×10−3
[38] array · 3 items
[0]
Cellular component
[1]
[2]
[39] array · 3 items
[0]
GO:0005576
[1]
Extracellular region
[2]
<1.00×10−3
[40] array · 3 items
[0]
GO:0005615
[1]
Extracellular space
[2]
<1.00×10−3
[41] array · 3 items
[0]
GO:0044421
[1]
Extracellular region part
[2]
<1.00×10−3
[42] array · 3 items
[0]
GO:0071944
[1]
Cell periphery
[2]
3.84×10−9
[43] array · 3 items
[0]
GO:0005886
[1]
Plasma membrane
[2]
5.56×10−9
locator
section[14]/table-wrap[2]#tII-ol-0-0-10512
[5] object · 16 fields
id
asset:table:pmid:31423235:3
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:aba9bd55e29fb86eea188a80ec7da3fa7098a7169a30063634d717828ef8d825
bytes
920
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[14]/table-wrap[3]#tIII-ol-0-0-10512
version
null
note
Top five Reactome pathways enriched by hypermethylated genes and hypomethylated genes.
structure object · 5 fields
pmcid
PMC6614665
section_index
6
section_title
Functional enrichment analysis
row_count
17
column_count
3
table object · 8 fields
label
Table III.
caption
Top five Reactome pathways enriched by hypermethylated genes and hypomethylated genes.
rows array · 17 items
[0] array · 1 item
[0]
A, Hypermethylated genes
[1] array · 1 item
[0]
[2] array · 3 items
[0]
Reactome ID
[1]
Name
[2]
P-value
[3] array · 3 items
[0]
500792
[1]
GPCR ligand binding
[2]
8.88×10−2
[4] array · 3 items
[0]
112316
[1]
Neuronal system
[2]
1.61×10−1
[5] array · 3 items
[0]
373076
[1]
Class A/1 (Rhodopsin-like receptors)
[2]
3.55×10−1
[6] array · 3 items
[0]
418597
[1]
G α (z) signaling events
[2]
4.98×10−1
[7] array · 3 items
[0]
1296072
[1]
Voltage-gated potassium channels
[2]
9.92×10−1
[8] array · 1 item
[0]
[9] array · 1 item
[0]
B, Hypomethylated genes
[10] array · 1 item
[0]
[11] array · 3 items
[0]
Reactome ID
[1]
Name
[2]
P-value
[12] array · 1 item
[0]
[13] array · 3 items
[0]
500792
[1]
GPCR ligand binding
[2]
5.94×10−4
[14] array · 3 items
[0]
211897
[1]
Cytochrome P450-arranged by substrate type
[2]
1.05×10−3
[15] array · 3 items
[0]
373076
[1]
Class A/1 (Rhodopsin-like receptors)
[2]
5.68×10−3
[16] array · 3 items
[0]
211945
[1]
Phase 1-Functionalization of compounds
[2]
6.96×10−3
locator
section[14]/table-wrap[3]#tIII-ol-0-0-10512
[6] object · 16 fields
id
asset:table:pmid:31423235:4
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:b1d280a08ee4c1a81855022609612fff5f1d9cdac2718a9ffa934c7619d776a9
bytes
924
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[14]/table-wrap[1]#tI-ol-0-0-10512
version
null
note
Top five KEGG pathways enriched by hypermethylated genes and hypomethylated genes.
structure object · 5 fields
pmcid
PMC6614665
section_index
14
section_title
Functional enrichment analysis
row_count
17
column_count
3
table object · 8 fields
label
Table I.
caption
Top five KEGG pathways enriched by hypermethylated genes and hypomethylated genes.
rows array · 17 items
[0] array · 1 item
[0]
A, Hypermethylated genes
[1] array · 1 item
[0]
[2] array · 3 items
[0]
KEGG ID
[1]
KEGG pathway
[2]
P-value
[3] array · 3 items
[0]
4080
[1]
Neuroactive ligand-receptor interaction
[2]
1.18×10−3
[4] array · 3 items
[0]
471
[1]
D-Glutamine and D-glutamate metabolism
[2]
3.62×10−3
[5] array · 3 items
[0]
4114
[1]
Oocyte meiosis
[2]
6.76×10−3
[6] array · 3 items
[0]
250
[1]
Alanine, aspartate and glutamate metabolism
[2]
7.87×10−3
[7] array · 3 items
[0]
4971
[1]
Gastric acid secretion
[2]
1.02×10−2
[8] array · 1 item
[0]
[9] array · 1 item
[0]
B, Hypomethylated genes
[10] array · 1 item
[0]
[11] array · 3 items
[0]
KEGG ID
[1]
KEGG pathway
[2]
P-value
[12] array · 1 item
[0]
[13] array · 3 items
[0]
4060
[1]
Cytokine-cytokine receptor interaction
[2]
1.22×10−10
[14] array · 3 items
[0]
4640
[1]
Hematopoietic cell lineage
[2]
1.49×10−5
[15] array · 3 items
[0]
5150
[1]
Staphylococcus aureus infection
[2]
1.35×10−4
[16] array · 3 items
[0]
4610
[1]
Complement and coagulation cascades
[2]
2.72×10−4
locator
section[14]/table-wrap[1]#tI-ol-0-0-10512
[7] object · 16 fields
id
asset:table:pmid:31423235:5
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:47adc0f10810e8b5bbb8bb7d4862cad06740712c9900361ce005451491eb26e7
bytes
2334
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[14]/table-wrap[2]#tII-ol-0-0-10512
version
null
note
Top five GO terms enriched by hypermethylated genes and hypomethylated genes.
structure object · 5 fields
pmcid
PMC6614665
section_index
14
section_title
Functional enrichment analysis
row_count
44
column_count
3
table object · 8 fields
label
Table II.
caption
Top five GO terms enriched by hypermethylated genes and hypomethylated genes.
rows array · 44 items
[0] array · 1 item
[0]
A, Hypermethylated genes
[1] array · 1 item
[0]
[2] array · 3 items
[0]
GO ID
[1]
GO term
[2]
P-value
[3] array · 3 items
[0]
Biological process
[1]
[2]
[4] array · 3 items
[0]
GO:0048856
[1]
Anatomical structure development
[2]
3.19×10−8
[5] array · 3 items
[0]
GO:0032502
[1]
Developmental process
[2]
4.06×10−8
[6] array · 3 items
[0]
GO:0044707
[1]
Single-multicellular organism process
[2]
4.85×10−8
[7] array · 3 items
[0]
GO:0032501
[1]
Multicellular organismal process
[2]
8.26×10−8
[8] array · 3 items
[0]
GO:0007275
[1]
Multicellular organismal development
[2]
3.47×10−7
[9] array · 3 items
[0]
Molecular function
[1]
[2]
[10] array · 3 items
[0]
GO:0003700
[1]
Sequence-specific DNA binding transcription factor activity
[2]
5.04×10−9
[11] array · 3 items
[0]
GO:0001071
[1]
Nucleic acid binding transcription factor activity
[2]
5.51×10−9
[12] array · 3 items
[0]
GO:0043565
[1]
Sequence-specific DNA binding
[2]
1.76×10−8
[13] array · 3 items
[0]
GO:0044212
[1]
Transcription regulatory region DNA binding
[2]
6.04×10−7
[14] array · 3 items
[0]
GO:0000975
[1]
Regulatory region DNA binding
[2]
9.99×10−7
[15] array · 3 items
[0]
Cellular component
[1]
[2]
[16] array · 3 items
[0]
GO:0044459
[1]
Plasma membrane part
[2]
2.37×10−1
[17] array · 3 items
[0]
GO:0019897
[1]
Extrinsic to plasma membrane
[2]
2.61×10−1
[18] array · 3 items
[0]
GO:0008076
[1]
Voltage-gated potassium channel complex
[2]
4.53×10−1
[19] array · 3 items
[0]
GO:0034705
[1]
Potassium channel complex
[2]
4.53×10−1
[20] array · 3 items
[0]
GO:0019898
[1]
Extrinsic to membrane
[2]
5.85×10−1
[21] array · 1 item
[0]
[22] array · 1 item
[0]
B, Hypomethylated genes
[23] array · 1 item
[0]
[24] array · 3 items
[0]
GO ID
[1]
GO term
[2]
P-value
[25] array · 1 item
[0]
[26] array · 3 items
[0]
Biological process
[1]
[2]
[27] array · 3 items
[0]
GO:0006952
[1]
Defense response
[2]
8.19×10−12
[28] array · 3 items
[0]
GO:0006954
[1]
Inflammatory response
[2]
9.55×10−12
[29] array · 3 items
[0]
GO:0050896
[1]
Response to stimulus
[2]
6.68×10−11
[30] array · 3 items
[0]
GO:0002376
[1]
Immune system process
[2]
8.73×10−11
[31] array · 3 items
[0]
GO:0009611
[1]
Response to wounding
[2]
6.82×10−10
[32] array · 3 items
[0]
Molecular function
[1]
[2]
[33] array · 3 items
[0]
GO:0005125
[1]
Cytokine activity
[2]
3.13×10−7
[34] array · 3 items
[0]
GO:0005126
[1]
Cytokine receptor binding
[2]
1.30×10−5
[35] array · 3 items
[0]
GO:0004872
[1]
Receptor activity
[2]
6.25×10−5
[36] array · 3 items
[0]
GO:0005102
[1]
Receptor binding
[2]
1.39×10−3
[37] array · 3 items
[0]
GO:0005506
[1]
Iron ion binding
[2]
8.86×10−3
[38] array · 3 items
[0]
Cellular component
[1]
[2]
[39] array · 3 items
[0]
GO:0005576
[1]
Extracellular region
[2]
<1.00×10−3
[40] array · 3 items
[0]
GO:0005615
[1]
Extracellular space
[2]
<1.00×10−3
[41] array · 3 items
[0]
GO:0044421
[1]
Extracellular region part
[2]
<1.00×10−3
[42] array · 3 items
[0]
GO:0071944
[1]
Cell periphery
[2]
3.84×10−9
[43] array · 3 items
[0]
GO:0005886
[1]
Plasma membrane
[2]
5.56×10−9
locator
section[14]/table-wrap[2]#tII-ol-0-0-10512
[8] object · 16 fields
id
asset:table:pmid:31423235:6
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:aba9bd55e29fb86eea188a80ec7da3fa7098a7169a30063634d717828ef8d825
bytes
920
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[14]/table-wrap[3]#tIII-ol-0-0-10512
version
null
note
Top five Reactome pathways enriched by hypermethylated genes and hypomethylated genes.
structure object · 5 fields
pmcid
PMC6614665
section_index
14
section_title
Functional enrichment analysis
row_count
17
column_count
3
table object · 8 fields
label
Table III.
caption
Top five Reactome pathways enriched by hypermethylated genes and hypomethylated genes.
rows array · 17 items
[0] array · 1 item
[0]
A, Hypermethylated genes
[1] array · 1 item
[0]
[2] array · 3 items
[0]
Reactome ID
[1]
Name
[2]
P-value
[3] array · 3 items
[0]
500792
[1]
GPCR ligand binding
[2]
8.88×10−2
[4] array · 3 items
[0]
112316
[1]
Neuronal system
[2]
1.61×10−1
[5] array · 3 items
[0]
373076
[1]
Class A/1 (Rhodopsin-like receptors)
[2]
3.55×10−1
[6] array · 3 items
[0]
418597
[1]
G α (z) signaling events
[2]
4.98×10−1
[7] array · 3 items
[0]
1296072
[1]
Voltage-gated potassium channels
[2]
9.92×10−1
[8] array · 1 item
[0]
[9] array · 1 item
[0]
B, Hypomethylated genes
[10] array · 1 item
[0]
[11] array · 3 items
[0]
Reactome ID
[1]
Name
[2]
P-value
[12] array · 1 item
[0]
[13] array · 3 items
[0]
500792
[1]
GPCR ligand binding
[2]
5.94×10−4
[14] array · 3 items
[0]
211897
[1]
Cytochrome P450-arranged by substrate type
[2]
1.05×10−3
[15] array · 3 items
[0]
373076
[1]
Class A/1 (Rhodopsin-like receptors)
[2]
5.68×10−3
[16] array · 3 items
[0]
211945
[1]
Phase 1-Functionalization of compounds
[2]
6.96×10−3
locator
section[14]/table-wrap[3]#tIII-ol-0-0-10512
[9] object · 16 fields
id
asset:table:pmid:31423235:7
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:4d55fc178f0eeffa6760c40824e20565ebd038241682f0e9f9c578a086d51507
bytes
655
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[17]/table-wrap[1]#tIV-ol-0-0-10512
version
null
note
Top 10 hypermethylated and hypomethylated genes with high node degree in the transcriptional regulatory networks.
structure object · 5 fields
pmcid
PMC6614665
section_index
17
section_title
Prediction of TFs that target the DMGs and construction of transcriptional regulatory networks
row_count
23
column_count
2
table object · 8 fields
label
Table IV.
caption
Top 10 hypermethylated and hypomethylated genes with high node degree in the transcriptional regulatory networks.
rows array · 23 items
[0] array · 2 items
[0]
Gene
[1]
Node degree
[1] array · 2 items
[0]
Hypermethylated
[1]
[2] array · 2 items
[0]
FOXA1
[1]
35
[3] array · 2 items
[0]
APRT
[1]
17
[4] array · 2 items
[0]
KCNC3
[1]
15
[5] array · 2 items
[0]
LSR
[1]
15
[6] array · 2 items
[0]
SNAI1
[1]
13
[7] array · 2 items
[0]
NUP98
[1]
13
[8] array · 2 items
[0]
PDE4D
[1]
12
[9] array · 2 items
[0]
RPL31
[1]
12
[10] array · 2 items
[0]
RPL31
[1]
12
[11] array · 2 items
[0]
CREM
[1]
12
[12] array · 2 items
[0]
Hypomethylated
[1]
[13] array · 2 items
[0]
KIAA0101
[1]
14
[14] array · 2 items
[0]
CASP8
[1]
12
[15] array · 2 items
[0]
TMA16
[1]
12
[16] array · 2 items
[0]
FAM107B
[1]
11
[17] array · 2 items
[0]
LINC00263
[1]
11
[18] array · 2 items
[0]
RXRB
[1]
11
[19] array · 2 items
[0]
PHLDA1
[1]
10
[20] array · 2 items
[0]
DEGS1
[1]
10
[21] array · 2 items
[0]
KAZALD1
[1]
10
[22] array · 2 items
[0]
C1RL-AS1
[1]
9
locator
section[17]/table-wrap[1]#tIV-ol-0-0-10512
gaps array · 4 items
[0]
asset:data:geo:GSE22867 not downloaded
[1]
asset:data:geo:GSE22867 licence not read
[2]
asset:data:geo:GSE50923 not downloaded
[3]
asset:data:geo:GSE50923 licence not read
analysis object · 4 fields
state
partial
methods array · 2 items
[0] object · 10 fields
id
method-1
family
network_analysis
specific
ppi_network
label
Network / pathway analysis
dsl_operations array · 3 items
[0]
build_graph
[1]
centrality_scores
[2]
pathway_enrich
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
edge_list
evidence object · 3 fields
score
0.7
band
medium
quote
Protein-protein interaction
[1] object · 10 fields
id
method-2
family
null
specific
null
label
methyAnalysis package version 1.8.0
dsl_operations array · 0 items
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 0 items
evidence object · 3 fields
score
1
band
verbatim
quote
The methyAnalysis package version 1.8.0 (20) was applied to identify DMRs between GBM and controls.
targets array · 0 items
gaps array · 1 item
[0]
method.reader_named_unmapped
capability object · 3 fields
state
complete
requirements array · 1 item
[0] object · 6 fields
capability_id
capability:computational_analysis
label
Computational analysis platform
assay_families array · 9 items
[0]
meta_analysis
[1]
machine_learning
[2]
survival_analysis
[3]
statistical_regression
[4]
pca
[5]
molecular_docking
[6]
network_analysis
[7]
differential_expression
[8]
gwas
candidate
Automated Assays Laravel application and simulated adapters
gaps array · 0 items
readiness object · 8 fields
state
complete
tier
R1
blocked_on
nothing:replicable_now
axes object · 3 fields
method object · 5 fields
tier
R1
expressible
true
required_operations array · 3 items
[0]
build_graph
[1]
centrality_scores
[2]
pathway_enrich
missing_operations array · 0 items
basis
The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: ppi_network.
capability object · 4 fields
tier
R1
capability_id
capability:computational_analysis
availability_state
owned
basis
The computational analysis is owned. The physical bench the paper used is not, so a physical validation cannot be run here.
data object · 6 fields
tier
R1
reachable
true
accessions array · 2 items
[0]
GSE50923
[1]
GSE22867
resolved_accessions array · 2 items
[0]
GSE50923
[1]
GSE22867
statements array · 1 item
[0]
“DNA methylation data from the GBM study by Lai et al (17) were retrieved from the National Center for Biotechnology Information Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/projects/geo/) with the accession number GSE50923.” “The DNA methylation profiles of 54 GBM samples and 24 control brain samples were previously investigated using Illumina HumanMethylation27 BeadChip.” “Only data from 31 GBM and 24 control brain samples were present in the GEO database, therefore, only these data were analyzed in the current study.”
basis
The paper names GSE50923, GSE22867 in Gene Expression Omnibus (GEO) and the accession resolves in the repository. No dataset was downloaded and no licence was read.
can_run object · 3 fields
dsl_operations array · 3 items
[0]
build_graph
[1]
centrality_scores
[2]
pathway_enrich
assets array · 9 items
[0]
source:pmid:31423235
[1]
data:geo:GSE22867
[2]
asset:table:pmid:31423235:1
[3]
asset:table:pmid:31423235:2
[4]
asset:table:pmid:31423235:3
[5]
asset:table:pmid:31423235:4
[6]
asset:table:pmid:31423235:5
[7]
asset:table:pmid:31423235:6
[8]
asset:table:pmid:31423235:7
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:GSE22867
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
2026-10-31T18:48:53Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
null
calls
3
usage object · 3 fields
prompt_tokens
24982
completion_tokens
1777
cached_tokens
785
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:31423235
type
paper
label
pmid:31423235
[1] object · 3 fields
id
source:pmid:31423235
type
manuscript
label
PMID 31423235 full text
[2] object · 3 fields
id
data:geo:GSE22867
type
dataset
label
GEO GSE22867
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:31423235
type
paper
label
pmid:31423235
[1] object · 3 fields
id
source:pmid:31423235
type
manuscript
label
PMID 31423235 full text
[2] object · 3 fields
id
data:geo:GSE22867
type
dataset
label
GEO GSE22867
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-31423235
type
extraction
used array · 1 item
[0]
source:pmid:31423235
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE22867
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE22867
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:31423235
parent_hash
sha256:daf09d9f93df8aac7bf27619e74fd16227c5b947097f9a75a3a34bf030ac6a1e
fork_of
null
gaps array · 9 items
[0]
asset:data:geo:GSE22867 licence not read
[1]
asset:data:geo:GSE22867 not downloaded
[2]
asset:data:geo:GSE50923 licence not read
[3]
asset:data:geo:GSE50923 not downloaded
[4]
execution.not_run
[5]
method.reader_named_unmapped
[6]
review.human_critique
[7]
review.independent_reader
[8]
review.machine_critique
assays array · 2 items
[0] object · 11 fields
role
data_generation
definition_id
apoptosis_assay
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.77
evidence array · 1 item
[0]
ted channel subfamily C member 3 (KCNC3) and caspase-8 (CASP8) exhibited high degrees in the tran
order_basis
paper_text_order:1553
id
assay:1
[1] object · 11 fields
role
analysis
definition_id
network_analysis
definition_version
f2132e96ae6c7a4e
required_operations array · 3 items
[0]
build_graph
[1]
centrality_scores
[2]
pathway_enrich
support_state
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
Protein-protein interaction
order_basis
consumes_earlier_output
id
assay:2
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:31423235", "kind": "science-record", "revision": 6, "content_hash": "sha256:b5ea34a8c8e7970a17ae76e512eb2ffd97d6579d9d8cdb45493b3071f129beea", "created_at": "2026-11-01T15:40:48Z", "updated_at": "2026-11-01T22:00:47Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "DNA methylation profiling identifies potentially significant epigenetically-regulated genes in glioblastoma multiforme.", "doi": "10.3892/ol.2019.10512", "pmid": "31423235", "authors": ["Shifeng Kan", "Song Chai", "Wenhua Chen", "Bo Yu"], "journal": "Oncology letters", "year": 2019, "abstract": "Glioblastoma multiforme (GBM) is one of the most lethal and damaging types of human cancer. The current study was conducted to identify differentially methylated genes (DMGs) between GBM and normal controls, and to improve our understanding of GBM at the epigenetic level. The DNA methylation profile of GBM was downloaded from the Gene Expression Omnibus (GEO) database using the accession number GSE50923. The MethyAnalysis package was applied to identify DMGs between GBM and controls, which were then analyzed by functional enrichment analysis. Protein-protein interaction (PPI) networks were constructed using the hypermethylated and hypomethylated genes. Finally, transcription factors (TFs) that can regulate the hypermethylated and hypomethylated genes were predicted, followed by construction of transcriptional regulatory networks. Furthermore, another relevant dataset, GSE22867, was downloaded from the GEO database for data validation. A total of 476 hypermethylated and 850 hypomethylated genes were identified, which were mainly associated with the functions of 'G-protein-coupled receptors ligand binding', 'cytokine activity', 'cytokine-cytokine receptor interaction', and 'D-glutamine and D-glutamate metabolism'. The hypermethylated gene neuropeptide Y (NPY) and the hypomethylated gene tumor necrosis factor (TNF) demonstrated high degrees in the PPI network. Forkhead box protein A1 (FOXA1), potassium voltage-gated channel subfamily C member 3 (KCNC3) and caspase-8 (CASP8) exhibited high degrees in the transcriptional regulatory networks. In addition, the methylation profiles of NPY, TNF, FOXA1, KCNC3 and CASP8 were confirmed by another dataset. In summary, the present study systematically analyzed the DNA methylation profile of GBM using bioinformatics approaches and identified several abnormally methylated genes, providing insight into the molecular mechanism underlying GBM.", "claims": [{"id": "claim-method", "statement": "The methyAnalysis package version 1.8.0 (20) was applied to identify DMRs between GBM and controls.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:31423235", "locator": "sections[5] \"Identification of differentially methylated regions (DMRs)\" paragraph 2", "quote": "The methyAnalysis package version 1.8.0 (20) was applied to identify DMRs between GBM and controls."}], "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:31423235"], "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:GSE22867"], "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:GSE22867"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:31423235", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.3892/ol.2019.10512", "sha256": "sha256:33e3d415e1cffed7a1919c8254112386680d376010ce758d13decac7b67a8dbc", "bytes": 30654, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.3892/ol.2019.10512", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC6614665", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE22867", "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=GSE22867", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE22867", "version": null, "note": "“DNA methylation data from the GBM study by Lai et al (17) were retrieved from the National Center for Biotechnology Information Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/projects/geo/) with the accession number GSE50923.” “The DNA methylation profiles of 54 GBM samples and 24 control brain samples were previously investigated using Illumina HumanMethylation27 BeadChip.” “Only data from 31 GBM and 24 control brain samples were present in the GEO database, therefore, only these data were analyzed in the current study.”", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "“DNA methylation data from the GBM study by Lai et al (17) were retrieved from the National Center for Biotechnology Information Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/projects/geo/) with the accession number GSE50923.” “The DNA methylation profiles of 54 GBM samples and 24 control brain samples were previously investigated using Illumina HumanMethylation27 BeadChip.” “Only data from 31 GBM and 24 control brain samples were present in the GEO database, therefore, only these data were analyzed in the current study.”", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM565024", "GSM565025", "GSM565026", "GSM565027", "GSM565028", "GSM565029", "GSM565030", "GSM565031", "GSM565032", "GSM565033", "GSM565034", "GSM565035", "GSM565036", "GSM565037", "GSM565038", "GSM565039", "GSM565040", "GSM565041", "GSM565042", "GSM565043", "GSM565044", "GSM565045", "GSM565046", "GSM565047", "GSM565048", "GSM565049", "GSM565050", "GSM565051", "GSM565052", "GSM565053", "GSM565054", "GSM565055", "GSM565056", "GSM565057", "GSM565058", "GSM565059", "GSM565060", "GSM565061", "GSM565062", "GSM565063", "GSM565064", "GSM565065", "GSM565066", "GSM565067", "GSM565068", "GSM565069", "GSM565070", "GSM565071", "GSM565072", "GSM565073", "GSM565074", "GSM565075", "GSM565076", "GSM565077", "GSM565078", "GSM565079", "GSM565080", "GSM565081", "GSM565082", "GSM565083"], "sample_count": 60, "group_sizes": null, "group_sizes_basis": null, "platform": "8490", "taxon": "Homo sapiens", "title": "DNA Methylation Profiling of Glioblastoma: Impact on Gene Expression and Clinical Outcome (Illumina)", "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:GSE50923", "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=GSE50923", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE50923", "version": null, "note": "“DNA methylation data from the GBM study by Lai et al (17) were retrieved from the National Center for Biotechnology Information Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/projects/geo/) with the accession number GSE50923.” “The DNA methylation profiles of 54 GBM samples and 24 control brain samples were previously investigated using Illumina HumanMethylation27 BeadChip.” “Only data from 31 GBM and 24 control brain samples were present in the GEO database, therefore, only these data were analyzed in the current study.”", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "“DNA methylation data from the GBM study by Lai et al (17) were retrieved from the National Center for Biotechnology Information Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/projects/geo/) with the accession number GSE50923.” “The DNA methylation profiles of 54 GBM samples and 24 control brain samples were previously investigated using Illumina HumanMethylation27 BeadChip.” “Only data from 31 GBM and 24 control brain samples were present in the GEO database, therefore, only these data were analyzed in the current study.”", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM1232478", "GSM1232479", "GSM1232480", "GSM1232481", "GSM1232482", "GSM1232483", "GSM1232484", "GSM1232485", "GSM1232486", "GSM1232487", "GSM1232488", "GSM1232489", "GSM1232490", "GSM1232491", "GSM1232492", "GSM1232493", "GSM1232494", "GSM1232495", "GSM1232496", "GSM1232497", "GSM1232498", "GSM1232499", "GSM1232500", "GSM1232501", "GSM1232502", "GSM1232503", "GSM1232504", "GSM1232505", "GSM1232506", "GSM1232507", "GSM1232508", "GSM1232509", "GSM1232510", "GSM1232511", "GSM1232512", "GSM1232513", "GSM1232514", "GSM1232515", "GSM1232516", "GSM1232517", "GSM1232518", "GSM1232519", "GSM1232520", "GSM1232521", "GSM1232522", "GSM1232523", "GSM1232524", "GSM1232525", "GSM1232526", "GSM1232527", "GSM1232528", "GSM1232529", "GSM1232530", "GSM1232531", "GSM1232532", "GSM1232533", "GSM1232534", "GSM1232535", "GSM1232536", "GSM1232537", "GSM1232538", "GSM1232539", "GSM1232540", "GSM1232541", "GSM1232542", "GSM1232543", "GSM1232544", "GSM1232545", "GSM1232546", "GSM1232547", "GSM1232548", "GSM1232549", "GSM1232550", "GSM1232551", "GSM1232552", "GSM1232553", "GSM1232554", "GSM1232555"], "sample_count": 78, "group_sizes": null, "group_sizes_basis": null, "platform": "8490", "taxon": "Homo sapiens", "title": "Genome-wide methylation analyses in glioblastoma multiforme (GBM)", "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:31423235:1", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:b1d280a08ee4c1a81855022609612fff5f1d9cdac2718a9ffa934c7619d776a9", "bytes": 924, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[14]/table-wrap[1]#tI-ol-0-0-10512", "version": null, "note": "Top five KEGG pathways enriched by hypermethylated genes and hypomethylated genes.", "structure": {"pmcid": "PMC6614665", "section_index": 6, "section_title": "Functional enrichment analysis", "row_count": 17, "column_count": 3}, "table": {"label": "Table I.", "caption": "Top five KEGG pathways enriched by hypermethylated genes and hypomethylated genes.", "rows": [["A, Hypermethylated genes"], [""], ["KEGG ID", "KEGG pathway", "P-value"], ["4080", "Neuroactive ligand-receptor interaction", "1.18×10−3"], ["471", "D-Glutamine and D-glutamate metabolism", "3.62×10−3"], ["4114", "Oocyte meiosis", "6.76×10−3"], ["250", "Alanine, aspartate and glutamate metabolism", "7.87×10−3"], ["4971", "Gastric acid secretion", "1.02×10−2"], [""], ["B, Hypomethylated genes"], [""], ["KEGG ID", "KEGG pathway", "P-value"], [""], ["4060", "Cytokine-cytokine receptor interaction", "1.22×10−10"], ["4640", "Hematopoietic cell lineage", "1.49×10−5"], ["5150", "Staphylococcus aureus infection", "1.35×10−4"], ["4610", "Complement and coagulation cascades", "2.72×10−4"]], "row_count": 17, "column_count": 3, "numeric_cells": 18, "header_rows": 3, "locator": "section[14]/table-wrap[1]#tI-ol-0-0-10512"}}, {"id": "asset:table:pmid:31423235:2", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:47adc0f10810e8b5bbb8bb7d4862cad06740712c9900361ce005451491eb26e7", "bytes": 2334, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[14]/table-wrap[2]#tII-ol-0-0-10512", "version": null, "note": "Top five GO terms enriched by hypermethylated genes and hypomethylated genes.", "structure": {"pmcid": "PMC6614665", "section_index": 6, "section_title": "Functional enrichment analysis", "row_count": 44, "column_count": 3}, "table": {"label": "Table II.", "caption": "Top five GO terms enriched by hypermethylated genes and hypomethylated genes.", "rows": [["A, Hypermethylated genes"], [""], ["GO ID", "GO term", "P-value"], ["Biological process", "", ""], ["GO:0048856", "Anatomical structure development", "3.19×10−8"], ["GO:0032502", "Developmental process", "4.06×10−8"], ["GO:0044707", "Single-multicellular organism process", "4.85×10−8"], ["GO:0032501", "Multicellular organismal process", "8.26×10−8"], ["GO:0007275", "Multicellular organismal development", "3.47×10−7"], ["Molecular function", "", ""], ["GO:0003700", "Sequence-specific DNA binding transcription factor activity", "5.04×10−9"], ["GO:0001071", "Nucleic acid binding transcription factor activity", "5.51×10−9"], ["GO:0043565", "Sequence-specific DNA binding", "1.76×10−8"], ["GO:0044212", "Transcription regulatory region DNA binding", "6.04×10−7"], ["GO:0000975", "Regulatory region DNA binding", "9.99×10−7"], ["Cellular component", "", ""], ["GO:0044459", "Plasma membrane part", "2.37×10−1"], ["GO:0019897", "Extrinsic to plasma membrane", "2.61×10−1"], ["GO:0008076", "Voltage-gated potassium channel complex", "4.53×10−1"], ["GO:0034705", "Potassium channel complex", "4.53×10−1"], ["GO:0019898", "Extrinsic to membrane", "5.85×10−1"], [""], ["B, Hypomethylated genes"], [""], ["GO ID", "GO term", "P-value"], [""], ["Biological process", "", ""], ["GO:0006952", "Defense response", "8.19×10−12"], ["GO:0006954", "Inflammatory response", "9.55×10−12"], ["GO:0050896", "Response to stimulus", "6.68×10−11"], ["GO:0002376", "Immune system process", "8.73×10−11"], ["GO:0009611", "Response to wounding", "6.82×10−10"], ["Molecular function", "", ""], ["GO:0005125", "Cytokine activity", "3.13×10−7"], ["GO:0005126", "Cytokine receptor binding", "1.30×10−5"], ["GO:0004872", "Receptor activity", "6.25×10−5"], ["GO:0005102", "Receptor binding", "1.39×10−3"], ["GO:0005506", "Iron ion binding", "8.86×10−3"], ["Cellular component", "", ""], ["GO:0005576", "Extracellular region", "<1.00×10−3"], ["GO:0005615", "Extracellular space", "<1.00×10−3"], ["GO:0044421", "Extracellular region part", "<1.00×10−3"], ["GO:0071944", "Cell periphery", "3.84×10−9"], ["GO:0005886", "Plasma membrane", "5.56×10−9"]], "row_count": 44, "column_count": 3, "numeric_cells": 60, "header_rows": 3, "locator": "section[14]/table-wrap[2]#tII-ol-0-0-10512"}}, {"id": "asset:table:pmid:31423235:3", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:aba9bd55e29fb86eea188a80ec7da3fa7098a7169a30063634d717828ef8d825", "bytes": 920, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[14]/table-wrap[3]#tIII-ol-0-0-10512", "version": null, "note": "Top five Reactome pathways enriched by hypermethylated genes and hypomethylated genes.", "structure": {"pmcid": "PMC6614665", "section_index": 6, "section_title": "Functional enrichment analysis", "row_count": 17, "column_count": 3}, "table": {"label": "Table III.", "caption": "Top five Reactome pathways enriched by hypermethylated genes and hypomethylated genes.", "rows": [["A, Hypermethylated genes"], [""], ["Reactome ID", "Name", "P-value"], ["500792", "GPCR ligand binding", "8.88×10−2"], ["112316", "Neuronal system", "1.61×10−1"], ["373076", "Class A/1 (Rhodopsin-like receptors)", "3.55×10−1"], ["418597", "G α (z) signaling events", "4.98×10−1"], ["1296072", "Voltage-gated potassium channels", "9.92×10−1"], [""], ["B, Hypomethylated genes"], [""], ["Reactome ID", "Name", "P-value"], [""], ["500792", "GPCR ligand binding", "5.94×10−4"], ["211897", "Cytochrome P450-arranged by substrate type", "1.05×10−3"], ["373076", "Class A/1 (Rhodopsin-like receptors)", "5.68×10−3"], ["211945", "Phase 1-Functionalization of compounds", "6.96×10−3"]], "row_count": 17, "column_count": 3, "numeric_cells": 22, "header_rows": 3, "locator": "section[14]/table-wrap[3]#tIII-ol-0-0-10512"}}, {"id": "asset:table:pmid:31423235:4", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:b1d280a08ee4c1a81855022609612fff5f1d9cdac2718a9ffa934c7619d776a9", "bytes": 924, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[14]/table-wrap[1]#tI-ol-0-0-10512", "version": null, "note": "Top five KEGG pathways enriched by hypermethylated genes and hypomethylated genes.", "structure": {"pmcid": "PMC6614665", "section_index": 14, "section_title": "Functional enrichment analysis", "row_count": 17, "column_count": 3}, "table": {"label": "Table I.", "caption": "Top five KEGG pathways enriched by hypermethylated genes and hypomethylated genes.", "rows": [["A, Hypermethylated genes"], [""], ["KEGG ID", "KEGG pathway", "P-value"], ["4080", "Neuroactive ligand-receptor interaction", "1.18×10−3"], ["471", "D-Glutamine and D-glutamate metabolism", "3.62×10−3"], ["4114", "Oocyte meiosis", "6.76×10−3"], ["250", "Alanine, aspartate and glutamate metabolism", "7.87×10−3"], ["4971", "Gastric acid secretion", "1.02×10−2"], [""], ["B, Hypomethylated genes"], [""], ["KEGG ID", "KEGG pathway", "P-value"], [""], ["4060", "Cytokine-cytokine receptor interaction", "1.22×10−10"], ["4640", "Hematopoietic cell lineage", "1.49×10−5"], ["5150", "Staphylococcus aureus infection", "1.35×10−4"], ["4610", "Complement and coagulation cascades", "2.72×10−4"]], "row_count": 17, "column_count": 3, "numeric_cells": 18, "header_rows": 3, "locator": "section[14]/table-wrap[1]#tI-ol-0-0-10512"}}, {"id": "asset:table:pmid:31423235:5", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:47adc0f10810e8b5bbb8bb7d4862cad06740712c9900361ce005451491eb26e7", "bytes": 2334, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[14]/table-wrap[2]#tII-ol-0-0-10512", "version": null, "note": "Top five GO terms enriched by hypermethylated genes and hypomethylated genes.", "structure": {"pmcid": "PMC6614665", "section_index": 14, "section_title": "Functional enrichment analysis", "row_count": 44, "column_count": 3}, "table": {"label": "Table II.", "caption": "Top five GO terms enriched by hypermethylated genes and hypomethylated genes.", "rows": [["A, Hypermethylated genes"], [""], ["GO ID", "GO term", "P-value"], ["Biological process", "", ""], ["GO:0048856", "Anatomical structure development", "3.19×10−8"], ["GO:0032502", "Developmental process", "4.06×10−8"], ["GO:0044707", "Single-multicellular organism process", "4.85×10−8"], ["GO:0032501", "Multicellular organismal process", "8.26×10−8"], ["GO:0007275", "Multicellular organismal development", "3.47×10−7"], ["Molecular function", "", ""], ["GO:0003700", "Sequence-specific DNA binding transcription factor activity", "5.04×10−9"], ["GO:0001071", "Nucleic acid binding transcription factor activity", "5.51×10−9"], ["GO:0043565", "Sequence-specific DNA binding", "1.76×10−8"], ["GO:0044212", "Transcription regulatory region DNA binding", "6.04×10−7"], ["GO:0000975", "Regulatory region DNA binding", "9.99×10−7"], ["Cellular component", "", ""], ["GO:0044459", "Plasma membrane part", "2.37×10−1"], ["GO:0019897", "Extrinsic to plasma membrane", "2.61×10−1"], ["GO:0008076", "Voltage-gated potassium channel complex", "4.53×10−1"], ["GO:0034705", "Potassium channel complex", "4.53×10−1"], ["GO:0019898", "Extrinsic to membrane", "5.85×10−1"], [""], ["B, Hypomethylated genes"], [""], ["GO ID", "GO term", "P-value"], [""], ["Biological process", "", ""], ["GO:0006952", "Defense response", "8.19×10−12"], ["GO:0006954", "Inflammatory response", "9.55×10−12"], ["GO:0050896", "Response to stimulus", "6.68×10−11"], ["GO:0002376", "Immune system process", "8.73×10−11"], ["GO:0009611", "Response to wounding", "6.82×10−10"], ["Molecular function", "", ""], ["GO:0005125", "Cytokine activity", "3.13×10−7"], ["GO:0005126", "Cytokine receptor binding", "1.30×10−5"], ["GO:0004872", "Receptor activity", "6.25×10−5"], ["GO:0005102", "Receptor binding", "1.39×10−3"], ["GO:0005506", "Iron ion binding", "8.86×10−3"], ["Cellular component", "", ""], ["GO:0005576", "Extracellular region", "<1.00×10−3"], ["GO:0005615", "Extracellular space", "<1.00×10−3"], ["GO:0044421", "Extracellular region part", "<1.00×10−3"], ["GO:0071944", "Cell periphery", "3.84×10−9"], ["GO:0005886", "Plasma membrane", "5.56×10−9"]], "row_count": 44, "column_count": 3, "numeric_cells": 60, "header_rows": 3, "locator": "section[14]/table-wrap[2]#tII-ol-0-0-10512"}}, {"id": "asset:table:pmid:31423235:6", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:aba9bd55e29fb86eea188a80ec7da3fa7098a7169a30063634d717828ef8d825", "bytes": 920, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[14]/table-wrap[3]#tIII-ol-0-0-10512", "version": null, "note": "Top five Reactome pathways enriched by hypermethylated genes and hypomethylated genes.", "structure": {"pmcid": "PMC6614665", "section_index": 14, "section_title": "Functional enrichment analysis", "row_count": 17, "column_count": 3}, "table": {"label": "Table III.", "caption": "Top five Reactome pathways enriched by hypermethylated genes and hypomethylated genes.", "rows": [["A, Hypermethylated genes"], [""], ["Reactome ID", "Name", "P-value"], ["500792", "GPCR ligand binding", "8.88×10−2"], ["112316", "Neuronal system", "1.61×10−1"], ["373076", "Class A/1 (Rhodopsin-like receptors)", "3.55×10−1"], ["418597", "G α (z) signaling events", "4.98×10−1"], ["1296072", "Voltage-gated potassium channels", "9.92×10−1"], [""], ["B, Hypomethylated genes"], [""], ["Reactome ID", "Name", "P-value"], [""], ["500792", "GPCR ligand binding", "5.94×10−4"], ["211897", "Cytochrome P450-arranged by substrate type", "1.05×10−3"], ["373076", "Class A/1 (Rhodopsin-like receptors)", "5.68×10−3"], ["211945", "Phase 1-Functionalization of compounds", "6.96×10−3"]], "row_count": 17, "column_count": 3, "numeric_cells": 22, "header_rows": 3, "locator": "section[14]/table-wrap[3]#tIII-ol-0-0-10512"}}, {"id": "asset:table:pmid:31423235:7", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:4d55fc178f0eeffa6760c40824e20565ebd038241682f0e9f9c578a086d51507", "bytes": 655, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[17]/table-wrap[1]#tIV-ol-0-0-10512", "version": null, "note": "Top 10 hypermethylated and hypomethylated genes with high node degree in the transcriptional regulatory networks.", "structure": {"pmcid": "PMC6614665", "section_index": 17, "section_title": "Prediction of TFs that target the DMGs and construction of transcriptional regulatory networks", "row_count": 23, "column_count": 2}, "table": {"label": "Table IV.", "caption": "Top 10 hypermethylated and hypomethylated genes with high node degree in the transcriptional regulatory networks.", "rows": [["Gene", "Node degree"], ["Hypermethylated", ""], ["FOXA1", "35"], ["APRT", "17"], ["KCNC3", "15"], ["LSR", "15"], ["SNAI1", "13"], ["NUP98", "13"], ["PDE4D", "12"], ["RPL31", "12"], ["RPL31", "12"], ["CREM", "12"], ["Hypomethylated", ""], ["KIAA0101", "14"], ["CASP8", "12"], ["TMA16", "12"], ["FAM107B", "11"], ["LINC00263", "11"], ["RXRB", "11"], ["PHLDA1", "10"], ["DEGS1", "10"], ["KAZALD1", "10"], ["C1RL-AS1", "9"]], "row_count": 23, "column_count": 2, "numeric_cells": 27, "header_rows": 1, "locator": "section[17]/table-wrap[1]#tIV-ol-0-0-10512"}}], "gaps": ["asset:data:geo:GSE22867 not downloaded", "asset:data:geo:GSE22867 licence not read", "asset:data:geo:GSE50923 not downloaded", "asset:data:geo:GSE50923 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": "network_analysis", "specific": "ppi_network", "label": "Network / pathway analysis", "dsl_operations": ["build_graph", "centrality_scores", "pathway_enrich"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["edge_list"], "evidence": {"score": 0.7, "band": "medium", "quote": "Protein-protein interaction"}}, {"id": "method-2", "family": null, "specific": null, "label": "methyAnalysis package version 1.8.0", "dsl_operations": [], "missing_operations": [], "expressible": null, "parameters": {}, "data_shapes": [], "evidence": {"score": 1.0, "band": "verbatim", "quote": "The methyAnalysis package version 1.8.0 (20) was applied to identify DMRs between GBM and controls."}}], "targets": [], "gaps": ["method.reader_named_unmapped"]}, "capability": {"state": "complete", "requirements": [{"capability_id": "capability:computational_analysis", "label": "Computational analysis platform", "assay_families": ["meta_analysis", "machine_learning", "survival_analysis", "statistical_regression", "pca", "molecular_docking", "network_analysis", "differential_expression", "gwas"], "availability_state": "owned", "tier_unlocked": "R1", "candidate": "Automated Assays Laravel application and simulated adapters"}], "gaps": []}, "readiness": {"state": "complete", "tier": "R1", "blocking_axis": "none", "blocked_on": "nothing:replicable_now", "axes": {"method": {"tier": "R1", "expressible": true, "required_operations": ["build_graph", "centrality_scores", "pathway_enrich"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: ppi_network."}, "capability": {"tier": "R1", "capability_id": "capability:computational_analysis", "availability_state": "owned", "basis": "The computational analysis is owned. The physical bench the paper used is not, so a physical validation cannot be run here."}, "data": {"tier": "R1", "reachable": true, "accessions": ["GSE50923", "GSE22867"], "resolved_accessions": ["GSE50923", "GSE22867"], "statements": ["“DNA methylation data from the GBM study by Lai et al (17) were retrieved from the National Center for Biotechnology Information Gene Expression Omnibus (GEO) database (http://www.ncbi.nlm.nih.gov/projects/geo/) with the accession number GSE50923.” “The DNA methylation profiles of 54 GBM samples and 24 control brain samples were previously investigated using Illumina HumanMethylation27 BeadChip.” “Only data from 31 GBM and 24 control brain samples were present in the GEO database, therefore, only these data were analyzed in the current study.”"], "basis": "The paper names GSE50923, GSE22867 in Gene Expression Omnibus (GEO) and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["build_graph", "centrality_scores", "pathway_enrich"], "assets": ["source:pmid:31423235", "data:geo:GSE22867", "asset:table:pmid:31423235:1", "asset:table:pmid:31423235:2", "asset:table:pmid:31423235:3", "asset:table:pmid:31423235:4", "asset:table:pmid:31423235:5", "asset:table:pmid:31423235:6", "asset:table:pmid:31423235:7"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE22867"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-10-31T18:48:53Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": null}, "calls": 3, "usage": {"prompt_tokens": 24982, "completion_tokens": 1777, "cached_tokens": 785}}, "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:31423235", "type": "paper", "label": "pmid:31423235"}, {"id": "source:pmid:31423235", "type": "manuscript", "label": "PMID 31423235 full text"}, {"id": "data:geo:GSE22867", "type": "dataset", "label": "GEO GSE22867"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:31423235", "type": "paper", "label": "pmid:31423235"}, {"id": "source:pmid:31423235", "type": "manuscript", "label": "PMID 31423235 full text"}, {"id": "data:geo:GSE22867", "type": "dataset", "label": "GEO GSE22867"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-31423235", "type": "extraction", "used": ["source:pmid:31423235"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE22867", "type": "accession_resolution", "used": ["data:geo:GSE22867"], "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:31423235", "parent_hash": "sha256:daf09d9f93df8aac7bf27619e74fd16227c5b947097f9a75a3a34bf030ac6a1e", "fork_of": null, "generation": 5}, "gaps": ["asset:data:geo:GSE22867 licence not read", "asset:data:geo:GSE22867 not downloaded", "asset:data:geo:GSE50923 licence not read", "asset:data:geo:GSE50923 not downloaded", "execution.not_run", "method.reader_named_unmapped", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "data_generation", "definition_id": "apoptosis_assay", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.77, "evidence": ["ted channel subfamily C member 3 (KCNC3) and caspase-8 (CASP8) exhibited high degrees in the tran"], "order_basis": "paper_text_order:1553", "id": "assay:1"}, {"role": "analysis", "definition_id": "network_analysis", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["build_graph", "centrality_scores", "pathway_enrich"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 0.7, "evidence": ["Protein-protein interaction"], "order_basis": "consumes_earlier_output", "id": "assay:2"}]}