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

pmid:26981373

Identification of genes responsible for RelA-dependent proliferation arrest in human mammary epithelial cells conditionally expressing RelA.

Bose S Kochupurakkal · J Dirk Iglehart

Genomics data · 2016 doi:10.1016/j.gdata.2015.11.022

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:26981373
kind
science-record
content_hash
sha256:c92cb407de29f10f3d18da6a603a02d563d402f22862fbc1d3cd4ee91f54a910
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T15:40:16Z
updated_at
2026-11-01T22:42:36Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
Identification of genes responsible for RelA-dependent proliferation arrest in human mammary epithelial cells conditionally expressing RelA.
doi
10.1016/j.gdata.2015.11.022
pmid
26981373
authors array · 2 items
[0]
Bose S Kochupurakkal
[1]
J Dirk Iglehart
journal
Genomics data
year
2016
abstract
The molecular mechanisms responsible for opposing oncogenic and tumor-suppressor activities of NF-kB are obscure. Semi-quantitative immunohistochemistry of primary breast tumors using antibodies to RelA, the pleiotropic NF-kB factor, and Ki67 revealed a negative correlation between RelA levels and Ki67-index among ER +/HER2 - tumors [1]. Similarly, expression of AURKA, a marker for proliferation, negatively correlates with expression of NFKBIA, a surrogate for RelA expression and activity, in ER +/HER2 - tumors analyzed by The Cancer Genome Atlas [2], [3], [4]. Furthermore, conditional expression of RelA using a Tetracycline-inducible system in Human Mammary Epithelial Cells (HRA cells) caused proliferation arrest while withdrawal of Doxycycline (Dox) and suppression of RelA expression in arrested cells restored cell cycle progression [1]. To identify genes responsible for the negative relationship between RelA levels and proliferation, we performed genome-wide gene expression analysis of HRA cells under the following conditions: RelA un-induced, No Dox (ND); Dox induced for 24 h; Dox induced for 72 h; Dox induced for 24 h then Dox withdrawn for 48 h. The expression data was submitted to Gene Expression Ominibus (GEO) and the accession number is GSE65040. Analysis of the data identified cross-talk between basal RelA activity and the Interferon pathway mediated by IRF1, a target of RelA [5]. Activation of the Interferon pathway lead to down-regulation of CDK4 expression resulting in RB1 hypo-phosphorylation and suppression of cell cycle progression. The tumor-suppressor activity of NF-kB, specifically RelA, may stem from cross-talk with the Interferon pathway.
claims array · 3 items
[0] object · 6 fields
id
claim-method
statement
Differentially expressed genes between pairs of samples were identified using LIMMA implemented in MEV [10].
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:26981373
locator
sections[6] "Gene expression analysis" paragraph 2
quote
Differentially expressed genes between pairs of samples were identified using LIMMA implemented in MEV [10].
state
complete
[1] object · 6 fields
id
claim-data-access
statement
Direct link to gene expression data deposited in Gene Expression Omnibus (GEO) http://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE65040.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:26981373
locator
sections[2] "Direct link to gene expression data deposited in Gene Expression Omnibus (GEO)" paragraphs 1-2
quote
Direct link to gene expression data deposited in Gene Expression Omnibus (GEO) http://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE65040.
state
complete
[2] object · 6 fields
id
claim-target-result
statement
Genome-wide gene-expression analysis identified cross-talk between basal RelA activity and the IRF1-mediated interferon pathway, resulting in CDK4 down-regulation and suppression of cell-cycle progression; differential expression was assessed using LIMMA implemented in MEV, and the source data are available through GEO accession GSE65040.
kind
qualitative
target
null
evidence array · 5 items
[0] object · 3 fields
asset
source:pmid:26981373
locator
sections[0] "Abstract" paragraph 1
quote
Analysis of the data identified cross-talk between basal RelA activity and the Interferon pathway mediated by IRF1, a target of RelA [5].
[1] object · 3 fields
asset
source:pmid:26981373
locator
sections[0] "Abstract" paragraph 1
quote
Activation of the Interferon pathway lead to down-regulation of CDK4 expression resulting in RB1 hypo-phosphorylation and suppression of cell cycle progression.
[2] object · 3 fields
asset
source:pmid:26981373
locator
sections[0] "Abstract" paragraph 1
quote
The expression data was submitted to Gene Expression Ominibus (GEO) and the accession number is GSE65040.
[3] object · 3 fields
asset
source:pmid:26981373
locator
sections[6] "Gene expression analysis" paragraph 2
quote
Differentially expressed genes between pairs of samples were identified using LIMMA implemented in MEV [10].
[4] object · 3 fields
asset
source:pmid:26981373
locator
sections[2] "Direct link to gene expression data deposited in Gene Expression Omnibus (GEO)" paragraph 2
quote
http://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE65040.
state
complete
gaps array · 0 items
experiment object · 8 fields
state
complete
objective
Genome-wide gene-expression analysis identified cross-talk between basal RelA activity and the IRF1-mediated interferon pathway, resulting in CDK4 down-regulation and suppression of cell-cycle progression; differential expression was assessed using LIMMA implemented in MEV, and the source data are available through GEO accession GSE65040.
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:26981373
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:GSE65040
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:GSE65040
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 · 2 items
[0] object · 15 fields
id
source:pmid:26981373
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.1016/j.gdata.2015.11.022
sha256
sha256:ff0bf3746ce9dce098d42e2e8dc9a9c23e85a9601501c8976556e792bd023171
bytes
9604
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.1016/j.gdata.2015.11.022
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
PMC4778593
source
europe_pmc_fulltext
coverage
whole_body
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:GSE65040
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=GSE65040
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE65040
version
null
note
Direct link to gene expression data deposited in Gene Expression Omnibus (GEO) http://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE65040.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
Direct link to gene expression data deposited in Gene Expression Omnibus (GEO) http://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE65040.
access_statement_kind
data_availability_statement
sample_accessions array · 12 items
[0]
GSM1586132
[1]
GSM1586133
[2]
GSM1586134
[3]
GSM1586135
[4]
GSM1586136
[5]
GSM1586137
[6]
GSM1586138
[7]
GSM1586139
[8]
GSM1586140
[9]
GSM1586141
[10]
GSM1586142
[11]
GSM1586143
sample_count
12
group_sizes
null
group_sizes_basis
null
platform
19660
taxon
Homo sapiens
title
Identification of genes responsible for RelA-dependent proliferation arrest in HMEC conditionally expressing RelA
resolution_checked_at
2026-11-01T15:39:55Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
gaps array · 2 items
[0]
asset:data:geo:GSE65040 not downloaded
[1]
asset:data:geo:GSE65040 licence not read
analysis object · 4 fields
state
complete
methods array · 1 item
[0] object · 10 fields
id
method-1
family
differential_expression
specific
limma_voom
label
Differential expression analysis
dsl_operations array · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
count_matrix_with_condition
evidence object · 3 fields
score
1
band
verbatim
quote
Differentially expressed genes between pairs of samples were identified using LIMMA implemented in MEV [10].
targets array · 0 items
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 · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
missing_operations array · 0 items
basis
The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: limma_voom.
capability object · 4 fields
tier
R1
capability_id
capability:computational_analysis
availability_state
owned
basis
The computational analysis is owned. The physical bench the paper used is not, so a physical validation cannot be run here.
data object · 6 fields
tier
R1
reachable
true
accessions array · 1 item
[0]
GSE65040
resolved_accessions array · 1 item
[0]
GSE65040
statements array · 1 item
[0]
Direct link to gene expression data deposited in Gene Expression Omnibus (GEO) http://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE65040.
basis
The paper names GSE65040 in Gene Expression Ominibus (GEO) and the accession resolves in the repository. No dataset was downloaded and no licence was read.
can_run object · 3 fields
dsl_operations array · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
assets array · 2 items
[0]
source:pmid:26981373
[1]
data:geo:GSE65040
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:GSE65040
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
2026-10-31T18:27:45Z
independence
same_provider
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
8
usage object · 3 fields
prompt_tokens
25386
completion_tokens
4078
cached_tokens
1800
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:26981373
type
paper
label
pmid:26981373
[1] object · 3 fields
id
source:pmid:26981373
type
manuscript
label
PMID 26981373 full text
[2] object · 3 fields
id
data:geo:GSE65040
type
dataset
label
GEO GSE65040
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:26981373
type
paper
label
pmid:26981373
[1] object · 3 fields
id
source:pmid:26981373
type
manuscript
label
PMID 26981373 full text
[2] object · 3 fields
id
data:geo:GSE65040
type
dataset
label
GEO GSE65040
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-26981373
type
extraction
used array · 1 item
[0]
source:pmid:26981373
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE65040
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE65040
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:26981373
parent_hash
sha256:be1c62acc813dab1e16ff5f71f02658e1b35493f06f492bcef5159d37455fbaa
fork_of
null
gaps array · 6 items
[0]
asset:data:geo:GSE65040 licence not read
[1]
asset:data:geo:GSE65040 not downloaded
[2]
execution.not_run
[3]
review.human_critique
[4]
review.independent_reader
[5]
review.machine_critique
assays array · 5 items
[0] object · 11 fields
role
data_generation
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.99
evidence array · 3 items
[0]
ties of NF-kB are obscure. Semi-quantitative immunohistochemistry of primary breast tumors using antibodies to
[1]
s to RelA, the pleiotropic NF-kB factor, and Ki67 revealed a negative correlation between RelA
[2]
negative correlation between RelA levels and Ki67-index among ER +/HER2 - tumors [1]. Similarl
order_basis
paper_text_order:228
id
assay:1
[1] object · 11 fields
role
data_generation
definition_id
cell_culture
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.99
evidence array · 2 items
[0]
re a gift from Jean Zhao [6]. The cells were cultured in DMEM-F12 (Life Technologies) supplemented wi
[1]
Laboratories). Phoenix cells (Orbigen) were cultured in DMEM supplemented with 10% FBS (Clontech). O
order_basis
paper_text_order:1961
id
assay:2
[2] 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
0.99
evidence array · 2 items
[0]
e PrimeView Human Gene Expression Array from Affymetrix was used to estimate genome-wide gene expres
[1]
iagen using the manufacturer's protocol. The Affymetrix PrimeView array was used to estimate gene ex
order_basis
paper_text_order:2537
id
assay:3
[3] object · 11 fields
role
data_generation
definition_id
western_blot
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]
on after withdrawal of Dox were confirmed by Western blot [1]. HRA cells were plated in 6 well plates
order_basis
paper_text_order:3237
id
assay:4
[4] object · 11 fields
role
analysis
definition_id
differential_expression
definition_version
f2132e96ae6c7a4e
required_operations array · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
support_state
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
Differentially expressed genes between pairs of samples were identified using LIMMA implemented in MEV [10].
order_basis
consumes_earlier_output
id
assay:5
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:26981373", "kind": "science-record", "revision": 8, "content_hash": "sha256:c92cb407de29f10f3d18da6a603a02d563d402f22862fbc1d3cd4ee91f54a910", "created_at": "2026-11-01T15:40:16Z", "updated_at": "2026-11-01T22:42:36Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Identification of genes responsible for RelA-dependent proliferation arrest in human mammary epithelial cells conditionally expressing RelA.", "doi": "10.1016/j.gdata.2015.11.022", "pmid": "26981373", "authors": ["Bose S Kochupurakkal", "J Dirk Iglehart"], "journal": "Genomics data", "year": 2016, "abstract": "The molecular mechanisms responsible for opposing oncogenic and tumor-suppressor activities of NF-kB are obscure. Semi-quantitative immunohistochemistry of primary breast tumors using antibodies to RelA, the pleiotropic NF-kB factor, and Ki67 revealed a negative correlation between RelA levels and Ki67-index among ER +/HER2 - tumors [1]. Similarly, expression of AURKA, a marker for proliferation, negatively correlates with expression of NFKBIA, a surrogate for RelA expression and activity, in ER +/HER2 - tumors analyzed by The Cancer Genome Atlas [2], [3], [4]. Furthermore, conditional expression of RelA using a Tetracycline-inducible system in Human Mammary Epithelial Cells (HRA cells) caused proliferation arrest while withdrawal of Doxycycline (Dox) and suppression of RelA expression in arrested cells restored cell cycle progression [1]. To identify genes responsible for the negative relationship between RelA levels and proliferation, we performed genome-wide gene expression analysis of HRA cells under the following conditions: RelA un-induced, No Dox (ND); Dox induced for 24 h; Dox induced for 72 h; Dox induced for 24 h then Dox withdrawn for 48 h. The expression data was submitted to Gene Expression Ominibus (GEO) and the accession number is GSE65040. Analysis of the data identified cross-talk between basal RelA activity and the Interferon pathway mediated by IRF1, a target of RelA [5]. Activation of the Interferon pathway lead to down-regulation of CDK4 expression resulting in RB1 hypo-phosphorylation and suppression of cell cycle progression. The tumor-suppressor activity of NF-kB, specifically RelA, may stem from cross-talk with the Interferon pathway.", "claims": [{"id": "claim-method", "statement": "Differentially expressed genes between pairs of samples were identified using LIMMA implemented in MEV [10].", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:26981373", "locator": "sections[6] \"Gene expression analysis\" paragraph 2", "quote": "Differentially expressed genes between pairs of samples were identified using LIMMA implemented in MEV [10]."}], "state": "complete"}, {"id": "claim-data-access", "statement": "Direct link to gene expression data deposited in Gene Expression Omnibus (GEO)\nhttp://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE65040.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:26981373", "locator": "sections[2] \"Direct link to gene expression data deposited in Gene Expression Omnibus (GEO)\" paragraphs 1-2", "quote": "Direct link to gene expression data deposited in Gene Expression Omnibus (GEO)\nhttp://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE65040."}], "state": "complete"}, {"id": "claim-target-result", "statement": "Genome-wide gene-expression analysis identified cross-talk between basal RelA activity and the IRF1-mediated interferon pathway, resulting in CDK4 down-regulation and suppression of cell-cycle progression; differential expression was assessed using LIMMA implemented in MEV, and the source data are available through GEO accession GSE65040.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:26981373", "locator": "sections[0] \"Abstract\" paragraph 1", "quote": "Analysis of the data identified cross-talk between basal RelA activity and the Interferon pathway mediated by IRF1, a target of RelA [5]."}, {"asset": "source:pmid:26981373", "locator": "sections[0] \"Abstract\" paragraph 1", "quote": "Activation of the Interferon pathway lead to down-regulation of CDK4 expression resulting in RB1 hypo-phosphorylation and suppression of cell cycle progression."}, {"asset": "source:pmid:26981373", "locator": "sections[0] \"Abstract\" paragraph 1", "quote": "The expression data was submitted to Gene Expression Ominibus (GEO) and the accession number is GSE65040."}, {"asset": "source:pmid:26981373", "locator": "sections[6] \"Gene expression analysis\" paragraph 2", "quote": "Differentially expressed genes between pairs of samples were identified using LIMMA implemented in MEV [10]."}, {"asset": "source:pmid:26981373", "locator": "sections[2] \"Direct link to gene expression data deposited in Gene Expression Omnibus (GEO)\" paragraph 2", "quote": "http://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE65040."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "Genome-wide gene-expression analysis identified cross-talk between basal RelA activity and the IRF1-mediated interferon pathway, resulting in CDK4 down-regulation and suppression of cell-cycle progression; differential expression was assessed using LIMMA implemented in MEV, and the source data are available through GEO accession GSE65040.", "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:26981373"], "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:GSE65040"], "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:GSE65040"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:26981373", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1016/j.gdata.2015.11.022", "sha256": "sha256:ff0bf3746ce9dce098d42e2e8dc9a9c23e85a9601501c8976556e792bd023171", "bytes": 9604, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1016/j.gdata.2015.11.022", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC4778593", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE65040", "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=GSE65040", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE65040", "version": null, "note": "Direct link to gene expression data deposited in Gene Expression Omnibus (GEO)\nhttp://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE65040.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Direct link to gene expression data deposited in Gene Expression Omnibus (GEO)\nhttp://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE65040.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM1586132", "GSM1586133", "GSM1586134", "GSM1586135", "GSM1586136", "GSM1586137", "GSM1586138", "GSM1586139", "GSM1586140", "GSM1586141", "GSM1586142", "GSM1586143"], "sample_count": 12, "group_sizes": null, "group_sizes_basis": null, "platform": "19660", "taxon": "Homo sapiens", "title": "Identification of genes responsible for RelA-dependent proliferation arrest in HMEC conditionally expressing RelA", "resolution_checked_at": "2026-11-01T15:39:55Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE65040 not downloaded", "asset:data:geo:GSE65040 licence not read"]}, "analysis": {"state": "complete", "methods": [{"id": "method-1", "family": "differential_expression", "specific": "limma_voom", "label": "Differential expression analysis", "dsl_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["count_matrix_with_condition"], "evidence": {"score": 1.0, "band": "verbatim", "quote": "Differentially expressed genes between pairs of samples were identified using LIMMA implemented in MEV [10]."}}], "targets": [], "gaps": []}, "capability": {"state": "complete", "requirements": [{"capability_id": "capability:computational_analysis", "label": "Computational analysis platform", "assay_families": ["meta_analysis", "machine_learning", "survival_analysis", "statistical_regression", "pca", "molecular_docking", "network_analysis", "differential_expression", "gwas"], "availability_state": "owned", "tier_unlocked": "R1", "candidate": "Automated Assays Laravel application and simulated adapters"}], "gaps": []}, "readiness": {"state": "complete", "tier": "R1", "blocking_axis": "none", "blocked_on": "nothing:replicable_now", "axes": {"method": {"tier": "R1", "expressible": true, "required_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: limma_voom."}, "capability": {"tier": "R1", "capability_id": "capability:computational_analysis", "availability_state": "owned", "basis": "The computational analysis is owned. The physical bench the paper used is not, so a physical validation cannot be run here."}, "data": {"tier": "R1", "reachable": true, "accessions": ["GSE65040"], "resolved_accessions": ["GSE65040"], "statements": ["Direct link to gene expression data deposited in Gene Expression Omnibus (GEO)\nhttp://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE65040."], "basis": "The paper names GSE65040 in Gene Expression Ominibus (GEO) and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "assets": ["source:pmid:26981373", "data:geo:GSE65040"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE65040"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-10-31T18:27:45Z", "independence": "same_provider"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 8, "usage": {"prompt_tokens": 25386, "completion_tokens": 4078, "cached_tokens": 1800}}, "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:26981373", "type": "paper", "label": "pmid:26981373"}, {"id": "source:pmid:26981373", "type": "manuscript", "label": "PMID 26981373 full text"}, {"id": "data:geo:GSE65040", "type": "dataset", "label": "GEO GSE65040"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:26981373", "type": "paper", "label": "pmid:26981373"}, {"id": "source:pmid:26981373", "type": "manuscript", "label": "PMID 26981373 full text"}, {"id": "data:geo:GSE65040", "type": "dataset", "label": "GEO GSE65040"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-26981373", "type": "extraction", "used": ["source:pmid:26981373"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE65040", "type": "accession_resolution", "used": ["data:geo:GSE65040"], "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:26981373", "parent_hash": "sha256:be1c62acc813dab1e16ff5f71f02658e1b35493f06f492bcef5159d37455fbaa", "fork_of": null, "generation": 7}, "gaps": ["asset:data:geo:GSE65040 licence not read", "asset:data:geo:GSE65040 not downloaded", "execution.not_run", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "data_generation", "definition_id": "ihc", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["ties of NF-kB are obscure. Semi-quantitative immunohistochemistry of primary breast tumors using antibodies to", "s to RelA, the pleiotropic NF-kB factor, and Ki67 revealed a negative correlation between RelA", "negative correlation between RelA levels and Ki67-index among ER +/HER2 - tumors [1]. Similarl"], "order_basis": "paper_text_order:228", "id": "assay:1"}, {"role": "data_generation", "definition_id": "cell_culture", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["re a gift from Jean Zhao [6]. The cells were cultured in DMEM-F12 (Life Technologies) supplemented wi", "Laboratories). Phoenix cells (Orbigen) were cultured in DMEM supplemented with 10% FBS (Clontech). O"], "order_basis": "paper_text_order:1961", "id": "assay:2"}, {"role": "data_generation", "definition_id": "microarray", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["e PrimeView Human Gene Expression Array from Affymetrix was used to estimate genome-wide gene expres", "iagen using the manufacturer's protocol. The Affymetrix PrimeView array was used to estimate gene ex"], "order_basis": "paper_text_order:2537", "id": "assay:3"}, {"role": "data_generation", "definition_id": "western_blot", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.93, "evidence": ["on after withdrawal of Dox were confirmed by Western blot [1]. HRA cells were plated in 6 well plates"], "order_basis": "paper_text_order:3237", "id": "assay:4"}, {"role": "analysis", "definition_id": "differential_expression", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 1.0, "evidence": ["Differentially expressed genes between pairs of samples were identified using LIMMA implemented in MEV [10]."], "order_basis": "consumes_earlier_output", "id": "assay:5"}]}