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

pmid:29113156

Identification of potential therapeutic targets for gliomas by bioinformatics analysis.

Ke Ma · Zhihua Cheng · Liqun Sun · Haibo Li

Oncology letters · 2017 doi:10.3892/ol.2017.6850

Paper

complete

Experiment

complete

Data

partial

Analysis

complete

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:29113156
kind
science-record
content_hash
sha256:f0dd2f3cc467570803ae74523c75eaa6a518ebc608faf1e00bb6ff2781a83def
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T15:40:29Z
updated_at
2026-11-01T21:21:09Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
Identification of potential therapeutic targets for gliomas by bioinformatics analysis.
doi
10.3892/ol.2017.6850
pmid
29113156
authors array · 4 items
[0]
Ke Ma
[1]
Zhihua Cheng
[2]
Liqun Sun
[3]
Haibo Li
journal
Oncology letters
year
2017
abstract
Gliomas are primary tumors that originate in the brain or spinal cord and develop from supportive glial cells. The present study aimed to identify potential candidate molecular markers for the treatment of gliomas, and to explore the underlying mechanisms of this disease. The gene expression profile data GSE50021, which consisted of 10 specimens of normal brain tissues and 35 specimens of glioma tissues, was downloaded from Gene Expression Omnibus (GEO). The methylation microarray data GSE50022, consisting of 28 glioma specimens, was also downloaded from GEO. Differentially expressed genes (DEGs) between patients with glioma and normal individuals were identified, and key methylation sites were screened. Transcriptional regulatory networks were constructed, and target genes were selected. Survival analysis of key methylation sites and risk analysis of sub-pathways were performed, from which key genes and pathways were selected. A total of 79 DEGs and 179 key methylation sites were identified, of which 20 target genes and 36 transcription factors were included in the transcriptional regulatory network. Glutamate metabotropic receptor 2 (GRM2) was regulated by 8 transcription factors. Inositol-trisphosphate 3-kinase A (ITPKA) was a significantly enriched DEG, associated with the inositol phosphate metabolism pathway, Survival analysis revealed that the survival time of patients with lower methylation levels in cg00157228 was longer than patients with higher methylation levels. ITPKA was the closest located gene to cg00157228. In conclusion, GRM2 and enriched ITPKA, associated with the inositol phosphate metabolism pathway, may be key mechanisms in the development and progression of gliomas. Furthermore, the present study provided evidence for an additional mechanism of methylation-induced gliomas, in which methylation results in the dysregulation of specific transcripts. The results of the present study may provide a research direction for studying the mechanisms underlying the development and progression of gliomas.
claims array · 3 items
[0] object · 6 fields
id
claim-method
statement
A Kaplan-Meier curve based on the survival time of the two parts was constructed, and the log-rank test was used to test for a significant difference between the groups with P<0.05 considered to indicate a statistically significant difference.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:29113156
locator
sections[8] "Survival analysis of key methylation sites" paragraph 2
quote
A Kaplan-Meier curve based on the survival time of the two parts was constructed, and the log-rank test was used to test for a significant difference between the groups with P<0.05 considered to indicate a statistically significant difference.
state
complete
[1] object · 6 fields
id
claim-data-access
statement
The gene expression profile data GSE50021 was downloaded from the Gene Expression Omnibus database (GEO, http://www.ncbi.nlm.nih.gov/geo/) (15).
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:29113156
locator
sections[4] "Affymetrix microarray data" paragraph 2
quote
The gene expression profile data GSE50021 was downloaded from the Gene Expression Omnibus database (GEO, http://www.ncbi.nlm.nih.gov/geo/) (15).
state
complete
[2] object · 6 fields
id
claim-target-result
statement
Using the limma package in R, the study downloaded GSE50021 from GEO and identified 79 significantly downregulated differentially expressed genes between 10 normal brain tissue specimens and 35 glioma specimens.
kind
quantitative
target object · 4 fields
value
0.05
unit
p-value
tolerance
null
source
All genes with a P-value <0.05 and log2 FC >1 were considered significant and selected as DEGs.
evidence array · 4 items
[0] object · 3 fields
asset
source:pmid:29113156
locator
sections[0] "Abstract" paragraph 1
quote
The gene expression profile data GSE50021, which consisted of 10 specimens of normal brain tissues and 35 specimens of glioma tissues, was downloaded from Gene Expression Omnibus (GEO).
[1] object · 3 fields
asset
source:pmid:29113156
locator
sections[5] "Identification of differentially expressed genes" paragraph 2
quote
DEGs, between normal brain tissues and glioma tissues were analyzed by limma package in R (18).
[2] object · 3 fields
asset
source:pmid:29113156
locator
sections[5] "Identification of differentially expressed genes" paragraph 2
quote
All genes with a P-value <0.05 and log2 FC >1 were considered significant and selected as DEGs.
[3] object · 3 fields
asset
source:pmid:29113156
locator
sections[12] "Identification of differentially expressed genes" paragraph 2
quote
From all the genes recorded, 79 significantly downregulated DEGs were selected.
state
complete
gaps array · 0 items
experiment object · 8 fields
state
complete
objective
Using the limma package in R, the study downloaded GSE50021 from GEO and identified 79 significantly downregulated differentially expressed genes between 10 normal brain tissue specimens and 35 glioma specimens.
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:29113156
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:GSE50021
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:GSE50021
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 · 3 items
[0] object · 15 fields
id
source:pmid:29113156
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.3892/ol.2017.6850
sha256
sha256:95baa4cae5b85fbca2c953c5e73f9ad88826f4a0445a634cfd8bb08f48e7d93b
bytes
16328
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.3892/ol.2017.6850
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
PMC5652254
source
europe_pmc_fulltext
coverage
whole_body_without_references
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:GSE50021
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=GSE50021
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE50021
version
null
note
The gene expression profile data GSE50021 was downloaded from the Gene Expression Omnibus database (GEO, http://www.ncbi.nlm.nih.gov/geo/) (15).
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The gene expression profile data GSE50021 was downloaded from the Gene Expression Omnibus database (GEO, http://www.ncbi.nlm.nih.gov/geo/) (15).
access_statement_kind
repository_route_statement
sample_accessions array · 45 items
[0]
GSM1212511
[1]
GSM1212512
[2]
GSM1212513
[3]
GSM1212514
[4]
GSM1212515
[5]
GSM1212516
[6]
GSM1212517
[7]
GSM1212518
[8]
GSM1212519
[9]
GSM1212520
[10]
GSM1212521
[11]
GSM1212522
[12]
GSM1212523
[13]
GSM1212524
[14]
GSM1212525
[15]
GSM1212526
[16]
GSM1212527
[17]
GSM1212528
[18]
GSM1212529
[19]
GSM1212530
[20]
GSM1212531
[21]
GSM1212532
[22]
GSM1212533
[23]
GSM1212534
[24]
GSM1212535
[25]
GSM1212536
[26]
GSM1212537
[27]
GSM1212538
[28]
GSM1212539
[29]
GSM1212540
[30]
GSM1212541
[31]
GSM1212542
[32]
GSM1212543
[33]
GSM1212544
[34]
GSM1212545
[35]
GSM1212546
[36]
GSM1212547
[37]
GSM1212548
[38]
GSM1212549
[39]
GSM1212550
[40]
GSM1212551
[41]
GSM1212552
[42]
GSM1212553
[43]
GSM1212554
[44]
GSM1212555
sample_count
45
group_sizes
null
group_sizes_basis
null
platform
13938
taxon
Homo sapiens
title
Illumina HT-12 expression array data for Diffuse Intrinsic Pontine Glioma
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:GSE50022
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=GSE50022
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE50022
version
null
note
The gene expression profile data GSE50021 was downloaded from the Gene Expression Omnibus database (GEO, http://www.ncbi.nlm.nih.gov/geo/) (15).
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The gene expression profile data GSE50021 was downloaded from the Gene Expression Omnibus database (GEO, http://www.ncbi.nlm.nih.gov/geo/) (15).
access_statement_kind
repository_route_statement
sample_accessions array · 28 items
[0]
GSM1212556
[1]
GSM1212557
[2]
GSM1212558
[3]
GSM1212559
[4]
GSM1212560
[5]
GSM1212561
[6]
GSM1212562
[7]
GSM1212563
[8]
GSM1212564
[9]
GSM1212565
[10]
GSM1212566
[11]
GSM1212567
[12]
GSM1212568
[13]
GSM1212569
[14]
GSM1212570
[15]
GSM1212571
[16]
GSM1212572
[17]
GSM1212573
[18]
GSM1212574
[19]
GSM1212575
[20]
GSM1212576
[21]
GSM1212577
[22]
GSM1212578
[23]
GSM1212579
[24]
GSM1212580
[25]
GSM1212581
[26]
GSM1212582
[27]
GSM1212583
sample_count
28
group_sizes
null
group_sizes_basis
null
platform
16304
taxon
Homo sapiens
title
Illumina Infinium 450K array data for Diffuse Intrinsic Pontine Glioma
resolution_checked_at
2026-11-01T15:39:54Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
gaps array · 4 items
[0]
asset:data:geo:GSE50021 not downloaded
[1]
asset:data:geo:GSE50021 licence not read
[2]
asset:data:geo:GSE50022 not downloaded
[3]
asset:data:geo:GSE50022 licence not read
analysis object · 4 fields
state
complete
methods array · 2 items
[0] object · 10 fields
id
method-1
family
survival_analysis
specific
log_rank_test
label
Survival analysis
dsl_operations array · 1 item
[0]
logrank_test
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
time_to_event_with_censoring
evidence object · 3 fields
score
1
band
verbatim
quote
A Kaplan-Meier curve based on the survival time of the two parts was constructed, and the log-rank test was used to test for a significant difference between the groups with P<0.05 considered to indicate a statistically significant difference.
[1] object · 10 fields
id
method-2
family
survival_analysis
specific
kaplan_meier
label
Survival analysis
dsl_operations array · 1 item
[0]
survival_km
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
time_to_event_with_censoring
evidence object · 3 fields
score
0.8
band
high
quote
Kaplan-Meier
targets array · 1 item
[0] object · 8 fields
id
target-published-estimate
claim_id
claim-target-result
operation
logrank_test
unit
p-value
tolerance
null
state
complete
note
The threshold the paper applied to its own result, as the paper states it. A run that reproduces the effect is judged against this threshold.
gaps array · 0 items
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 · 1 item
[0]
logrank_test
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: log_rank_test.
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]
GSE50021
[1]
GSE50022
resolved_accessions array · 2 items
[0]
GSE50021
[1]
GSE50022
statements array · 1 item
[0]
The gene expression profile data GSE50021 was downloaded from the Gene Expression Omnibus database (GEO, http://www.ncbi.nlm.nih.gov/geo/) (15).
basis
The paper names GSE50021, GSE50022 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 · 1 item
[0]
logrank_test
assets array · 2 items
[0]
source:pmid:29113156
[1]
data:geo:GSE50021
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:GSE50021
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
2026-10-31T18:32:37Z
independence
same_provider
evidence_check object · 2 fields
method
verbatim
availability
null
calls
8
usage object · 3 fields
prompt_tokens
32570
completion_tokens
2026
cached_tokens
1560
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:29113156
type
paper
label
pmid:29113156
[1] object · 3 fields
id
source:pmid:29113156
type
manuscript
label
PMID 29113156 full text
[2] object · 3 fields
id
data:geo:GSE50021
type
dataset
label
GEO GSE50021
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:29113156
type
paper
label
pmid:29113156
[1] object · 3 fields
id
source:pmid:29113156
type
manuscript
label
PMID 29113156 full text
[2] object · 3 fields
id
data:geo:GSE50021
type
dataset
label
GEO GSE50021
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-29113156
type
extraction
used array · 1 item
[0]
source:pmid:29113156
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE50021
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE50021
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:29113156
parent_hash
sha256:b7586bafe381bce59a26a02d7e7af30ea0d007ab145d26c928ee5d500b9715db
fork_of
null
gaps array · 8 items
[0]
asset:data:geo:GSE50021 licence not read
[1]
asset:data:geo:GSE50021 not downloaded
[2]
asset:data:geo:GSE50022 licence not read
[3]
asset:data:geo:GSE50022 not downloaded
[4]
execution.not_run
[5]
review.human_critique
[6]
review.independent_reader
[7]
review.machine_critique
assays array · 2 items
[0] object · 11 fields
role
data_generation
definition_id
microarray
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.93
evidence array · 1 item
[0]
ne Expression Omnibus (GEO). The methylation microarray data GSE50022, consisting of 28 glioma speci
order_basis
paper_text_order:518
id
assay:1
[1] object · 11 fields
role
analysis
definition_id
survival_analysis
definition_version
f2132e96ae6c7a4e
required_operations array · 1 item
[0]
logrank_test
support_state
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
A Kaplan-Meier curve based on the survival time of the two parts was constructed, and the log-rank test was used to test for a significant difference between the groups with P<0.05 considered to indicate a statistically significant difference.
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:29113156", "kind": "science-record", "revision": 7, "content_hash": "sha256:f0dd2f3cc467570803ae74523c75eaa6a518ebc608faf1e00bb6ff2781a83def", "created_at": "2026-11-01T15:40:29Z", "updated_at": "2026-11-01T21:21:09Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Identification of potential therapeutic targets for gliomas by bioinformatics analysis.", "doi": "10.3892/ol.2017.6850", "pmid": "29113156", "authors": ["Ke Ma", "Zhihua Cheng", "Liqun Sun", "Haibo Li"], "journal": "Oncology letters", "year": 2017, "abstract": "Gliomas are primary tumors that originate in the brain or spinal cord and develop from supportive glial cells. The present study aimed to identify potential candidate molecular markers for the treatment of gliomas, and to explore the underlying mechanisms of this disease. The gene expression profile data GSE50021, which consisted of 10 specimens of normal brain tissues and 35 specimens of glioma tissues, was downloaded from Gene Expression Omnibus (GEO). The methylation microarray data GSE50022, consisting of 28 glioma specimens, was also downloaded from GEO. Differentially expressed genes (DEGs) between patients with glioma and normal individuals were identified, and key methylation sites were screened. Transcriptional regulatory networks were constructed, and target genes were selected. Survival analysis of key methylation sites and risk analysis of sub-pathways were performed, from which key genes and pathways were selected. A total of 79 DEGs and 179 key methylation sites were identified, of which 20 target genes and 36 transcription factors were included in the transcriptional regulatory network. Glutamate metabotropic receptor 2 (GRM2) was regulated by 8 transcription factors. Inositol-trisphosphate 3-kinase A (ITPKA) was a significantly enriched DEG, associated with the inositol phosphate metabolism pathway, Survival analysis revealed that the survival time of patients with lower methylation levels in cg00157228 was longer than patients with higher methylation levels. ITPKA was the closest located gene to cg00157228. In conclusion, GRM2 and enriched ITPKA, associated with the inositol phosphate metabolism pathway, may be key mechanisms in the development and progression of gliomas. Furthermore, the present study provided evidence for an additional mechanism of methylation-induced gliomas, in which methylation results in the dysregulation of specific transcripts. The results of the present study may provide a research direction for studying the mechanisms underlying the development and progression of gliomas.", "claims": [{"id": "claim-method", "statement": "A Kaplan-Meier curve based on the survival time of the two parts was constructed, and the log-rank test was used to test for a significant difference between the groups with P<0.05 considered to indicate a statistically significant difference.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:29113156", "locator": "sections[8] \"Survival analysis of key methylation sites\" paragraph 2", "quote": "A Kaplan-Meier curve based on the survival time of the two parts was constructed, and the log-rank test was used to test for a significant difference between the groups with P<0.05 considered to indicate a statistically significant difference."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The gene expression profile data GSE50021 was downloaded from the Gene Expression Omnibus database (GEO, http://www.ncbi.nlm.nih.gov/geo/) (15).", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:29113156", "locator": "sections[4] \"Affymetrix microarray data\" paragraph 2", "quote": "The gene expression profile data GSE50021 was downloaded from the Gene Expression Omnibus database (GEO, http://www.ncbi.nlm.nih.gov/geo/) (15)."}], "state": "complete"}, {"id": "claim-target-result", "statement": "Using the limma package in R, the study downloaded GSE50021 from GEO and identified 79 significantly downregulated differentially expressed genes between 10 normal brain tissue specimens and 35 glioma specimens.", "kind": "quantitative", "target": {"value": 0.05, "unit": "p-value", "tolerance": null, "source": "All genes with a P-value <0.05 and log2 FC >1 were considered significant and selected as DEGs."}, "evidence": [{"asset": "source:pmid:29113156", "locator": "sections[0] \"Abstract\" paragraph 1", "quote": "The gene expression profile data GSE50021, which consisted of 10 specimens of normal brain tissues and 35 specimens of glioma tissues, was downloaded from Gene Expression Omnibus (GEO)."}, {"asset": "source:pmid:29113156", "locator": "sections[5] \"Identification of differentially expressed genes\" paragraph 2", "quote": "DEGs, between normal brain tissues and glioma tissues were analyzed by limma package in R (18)."}, {"asset": "source:pmid:29113156", "locator": "sections[5] \"Identification of differentially expressed genes\" paragraph 2", "quote": "All genes with a P-value <0.05 and log2 FC >1 were considered significant and selected as DEGs."}, {"asset": "source:pmid:29113156", "locator": "sections[12] \"Identification of differentially expressed genes\" paragraph 2", "quote": "From all the genes recorded, 79 significantly downregulated DEGs were selected."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "Using the limma package in R, the study downloaded GSE50021 from GEO and identified 79 significantly downregulated differentially expressed genes between 10 normal brain tissue specimens and 35 glioma specimens.", "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:29113156"], "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:GSE50021"], "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:GSE50021"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:29113156", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.3892/ol.2017.6850", "sha256": "sha256:95baa4cae5b85fbca2c953c5e73f9ad88826f4a0445a634cfd8bb08f48e7d93b", "bytes": 16328, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.3892/ol.2017.6850", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC5652254", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE50021", "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=GSE50021", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE50021", "version": null, "note": "The gene expression profile data GSE50021 was downloaded from the Gene Expression Omnibus database (GEO, http://www.ncbi.nlm.nih.gov/geo/) (15).", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The gene expression profile data GSE50021 was downloaded from the Gene Expression Omnibus database (GEO, http://www.ncbi.nlm.nih.gov/geo/) (15).", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM1212511", "GSM1212512", "GSM1212513", "GSM1212514", "GSM1212515", "GSM1212516", "GSM1212517", "GSM1212518", "GSM1212519", "GSM1212520", "GSM1212521", "GSM1212522", "GSM1212523", "GSM1212524", "GSM1212525", "GSM1212526", "GSM1212527", "GSM1212528", "GSM1212529", "GSM1212530", "GSM1212531", "GSM1212532", "GSM1212533", "GSM1212534", "GSM1212535", "GSM1212536", "GSM1212537", "GSM1212538", "GSM1212539", "GSM1212540", "GSM1212541", "GSM1212542", "GSM1212543", "GSM1212544", "GSM1212545", "GSM1212546", "GSM1212547", "GSM1212548", "GSM1212549", "GSM1212550", "GSM1212551", "GSM1212552", "GSM1212553", "GSM1212554", "GSM1212555"], "sample_count": 45, "group_sizes": null, "group_sizes_basis": null, "platform": "13938", "taxon": "Homo sapiens", "title": "Illumina HT-12 expression array data for Diffuse Intrinsic Pontine Glioma", "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:GSE50022", "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=GSE50022", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE50022", "version": null, "note": "The gene expression profile data GSE50021 was downloaded from the Gene Expression Omnibus database (GEO, http://www.ncbi.nlm.nih.gov/geo/) (15).", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The gene expression profile data GSE50021 was downloaded from the Gene Expression Omnibus database (GEO, http://www.ncbi.nlm.nih.gov/geo/) (15).", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM1212556", "GSM1212557", "GSM1212558", "GSM1212559", "GSM1212560", "GSM1212561", "GSM1212562", "GSM1212563", "GSM1212564", "GSM1212565", "GSM1212566", "GSM1212567", "GSM1212568", "GSM1212569", "GSM1212570", "GSM1212571", "GSM1212572", "GSM1212573", "GSM1212574", "GSM1212575", "GSM1212576", "GSM1212577", "GSM1212578", "GSM1212579", "GSM1212580", "GSM1212581", "GSM1212582", "GSM1212583"], "sample_count": 28, "group_sizes": null, "group_sizes_basis": null, "platform": "16304", "taxon": "Homo sapiens", "title": "Illumina Infinium 450K array data for Diffuse Intrinsic Pontine Glioma", "resolution_checked_at": "2026-11-01T15:39:54Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE50021 not downloaded", "asset:data:geo:GSE50021 licence not read", "asset:data:geo:GSE50022 not downloaded", "asset:data:geo:GSE50022 licence not read"]}, "analysis": {"state": "complete", "methods": [{"id": "method-1", "family": "survival_analysis", "specific": "log_rank_test", "label": "Survival analysis", "dsl_operations": ["logrank_test"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["time_to_event_with_censoring"], "evidence": {"score": 1.0, "band": "verbatim", "quote": "A Kaplan-Meier curve based on the survival time of the two parts was constructed, and the log-rank test was used to test for a significant difference between the groups with P<0.05 considered to indicate a statistically significant difference."}}, {"id": "method-2", "family": "survival_analysis", "specific": "kaplan_meier", "label": "Survival analysis", "dsl_operations": ["survival_km"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["time_to_event_with_censoring"], "evidence": {"score": 0.8, "band": "high", "quote": "Kaplan-Meier"}}], "targets": [{"id": "target-published-estimate", "claim_id": "claim-target-result", "operation": "logrank_test", "expected_value": 0.05, "unit": "p-value", "tolerance": null, "state": "complete", "note": "The threshold the paper applied to its own result, as the paper states it. A run that reproduces the effect is judged against this threshold."}], "gaps": []}, "capability": {"state": "complete", "requirements": [{"capability_id": "capability:computational_analysis", "label": "Computational analysis platform", "assay_families": ["meta_analysis", "machine_learning", "survival_analysis", "statistical_regression", "pca", "molecular_docking", "network_analysis", "differential_expression", "gwas"], "availability_state": "owned", "tier_unlocked": "R1", "candidate": "Automated Assays Laravel application and simulated adapters"}], "gaps": []}, "readiness": {"state": "complete", "tier": "R1", "blocking_axis": "none", "blocked_on": "nothing:replicable_now", "axes": {"method": {"tier": "R1", "expressible": true, "required_operations": ["logrank_test"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: log_rank_test."}, "capability": {"tier": "R1", "capability_id": "capability:computational_analysis", "availability_state": "owned", "basis": "The computational analysis is owned. The physical bench the paper used is not, so a physical validation cannot be run here."}, "data": {"tier": "R1", "reachable": true, "accessions": ["GSE50021", "GSE50022"], "resolved_accessions": ["GSE50021", "GSE50022"], "statements": ["The gene expression profile data GSE50021 was downloaded from the Gene Expression Omnibus database (GEO, http://www.ncbi.nlm.nih.gov/geo/) (15)."], "basis": "The paper names GSE50021, GSE50022 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": ["logrank_test"], "assets": ["source:pmid:29113156", "data:geo:GSE50021"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE50021"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-10-31T18:32:37Z", "independence": "same_provider"}, "evidence_check": {"method": "verbatim", "availability": null}, "calls": 8, "usage": {"prompt_tokens": 32570, "completion_tokens": 2026, "cached_tokens": 1560}}, "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:29113156", "type": "paper", "label": "pmid:29113156"}, {"id": "source:pmid:29113156", "type": "manuscript", "label": "PMID 29113156 full text"}, {"id": "data:geo:GSE50021", "type": "dataset", "label": "GEO GSE50021"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:29113156", "type": "paper", "label": "pmid:29113156"}, {"id": "source:pmid:29113156", "type": "manuscript", "label": "PMID 29113156 full text"}, {"id": "data:geo:GSE50021", "type": "dataset", "label": "GEO GSE50021"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-29113156", "type": "extraction", "used": ["source:pmid:29113156"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE50021", "type": "accession_resolution", "used": ["data:geo:GSE50021"], "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:29113156", "parent_hash": "sha256:b7586bafe381bce59a26a02d7e7af30ea0d007ab145d26c928ee5d500b9715db", "fork_of": null, "generation": 6}, "gaps": ["asset:data:geo:GSE50021 licence not read", "asset:data:geo:GSE50021 not downloaded", "asset:data:geo:GSE50022 licence not read", "asset:data:geo:GSE50022 not downloaded", "execution.not_run", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "data_generation", "definition_id": "microarray", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.93, "evidence": ["ne Expression Omnibus (GEO). The methylation microarray data GSE50022, consisting of 28 glioma speci"], "order_basis": "paper_text_order:518", "id": "assay:1"}, {"role": "analysis", "definition_id": "survival_analysis", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["logrank_test"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 1.0, "evidence": ["A Kaplan-Meier curve based on the survival time of the two parts was constructed, and the log-rank test was used to test for a significant difference between the groups with P<0.05 considered to indicate a statistically significant difference."], "order_basis": "consumes_earlier_output", "id": "assay:2"}]}