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

pmid:37521848

Pathway analysis of smoking-induced changes in buccal mucosal gene expression.

Anas Khaleel · Bayan Alkhawaja · Talal Salem Al-Qaisi · Lubna Alshalabi · Amneh H Tarkhan

The Egyptian journal of medical human genetics · 2022 doi:10.1186/s43042-022-00268-y

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:37521848
kind
science-record
content_hash
sha256:cb08b65af834f8abea706125fc3d0bef75742aa34670cc5fa8f6c525b05a0e55
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T19:02:18Z
updated_at
2026-11-01T21:31:16Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
Pathway analysis of smoking-induced changes in buccal mucosal gene expression.
doi
10.1186/s43042-022-00268-y
pmid
37521848
authors array · 5 items
[0]
Anas Khaleel
[1]
Bayan Alkhawaja
[2]
Talal Salem Al-Qaisi
[3]
Lubna Alshalabi
[4]
Amneh H Tarkhan
journal
The Egyptian journal of medical human genetics
year
2022
abstract
Background: Cigarette smoking is the leading preventable cause of death worldwide, and it is the most common cause of oral cancers. This study aims to provide a deeper understanding of the molecular pathways in the oral cavity that are altered by exposure to cigarette smoke. Methods: The gene expression dataset (accession number GSE8987, GPL96) of buccal mucosa samples from smokers (n = 5) and never smokers (n = 5) was downloaded from The National Center for Biotechnology Information's (NCBI) Gene Expression Omnibus (GEO) repository. Differential expression was ascertained via NCBI's GEO2R software, and Ingenuity Pathway Analysis (IPA) software was used to perform a pathway analysis. Results: A total of 459 genes were found to be significantly differentially expressed in smoker buccal mucosa (p < 0.05). A total of 261 genes were over-expressed while 198 genes were under-expressed. The top canonical pathways predicted by IPA were nitric oxide and reactive oxygen production at macrophages, macrophages/fibroblasts and endothelial cells in rheumatoid arthritis, and thyroid cancer pathways. The IPA upstream analysis predicted that the TP53, APP, SMAD3, and TNF proteins as well as dexamethasone drug would be top transcriptional regulators. Conclusions: IPA highlighted critical pathways of carcinogenesis, mainly nitric oxide and reactive oxygen production at macrophages, and confirmed widespread injury in the buccal mucosa due to exposure to cigarette smoke. Our findings suggest that cigarette smoking significantly impacts gene pathways in the buccal mucosa and may highlight potential targets for treating the effects of cigarette smoking. Supplementary Information: The online version contains supplementary material available at 10.1186/s43042-022-00268-y.
claims array · 3 items
[0] object · 6 fields
id
claim-method
statement
The GEO2R software, which is available on the NCBI website, was used to create a list of 15,000 differentially expressed genes between smoker and never-smoker buccal samples.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:37521848
locator
sections[4] "Identification of differentially expressed (DE) genes" paragraph 2
quote
The GEO2R software, which is available on the NCBI website, was used to create a list of 15,000 differentially expressed genes between smoker and never-smoker buccal samples.
state
complete
[1] object · 6 fields
id
claim-data-access
statement
The current report utilized a previously published dataset for the analysis. The dataset used in this work was acquired from The National Center for Biotechnology Information’s (NCBI) Gene Expression Omnibus (GEO) depository (accession number GSE8987).
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:37521848
locator
sections[22] "notes" paragraph 1
quote
The current report utilized a previously published dataset for the analysis. The dataset used in this work was acquired from The National Center for Biotechnology Information’s (NCBI) Gene Expression Omnibus (GEO) depository (accession number GSE8987).
state
complete
[2] object · 6 fields
id
claim-target-result
statement
A total of 459 genes were found to be significantly differentially expressed in smoker buccal mucosa (p < 0.05).
kind
quantitative
target object · 4 fields
value
0.05
unit
p-value
tolerance
null
source
A total of 459 genes were found to be significantly differentially expressed in smoker buccal mucosa (p < 0.05).
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:37521848
locator
sections[0] "Abstract" paragraph 3
quote
A total of 459 genes were found to be significantly differentially expressed in smoker buccal mucosa (p < 0.05).
state
complete
gaps array · 0 items
experiment object · 8 fields
state
complete
objective
A total of 459 genes were found to be significantly differentially expressed in smoker buccal mucosa (p < 0.05).
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:37521848
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:GSE8987
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:GSE8987
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:37521848
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.1186/s43042-022-00268-y
sha256
sha256:fcd693d345e63ede95bcf3b720fd9486c4edfc98647b54918454ec707d9e1982
bytes
28768
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.1186/s43042-022-00268-y
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
PMC8929449
source
europe_pmc_fulltext
coverage
whole_body_without_references
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:GSE8987
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=GSE8987
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE8987
version
null
note
The current report utilized a previously published dataset for the analysis. The dataset used in this work was acquired from The National Center for Biotechnology Information’s (NCBI) Gene Expression Omnibus (GEO) depository (accession number GSE8987).
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The current report utilized a previously published dataset for the analysis. The dataset used in this work was acquired from The National Center for Biotechnology Information’s (NCBI) Gene Expression Omnibus (GEO) depository (accession number GSE8987).
access_statement_kind
data_availability_statement
sample_accessions array · 25 items
[0]
GSM227858
[1]
GSM227859
[2]
GSM227860
[3]
GSM227861
[4]
GSM227862
[5]
GSM227863
[6]
GSM227864
[7]
GSM227865
[8]
GSM227866
[9]
GSM227867
[10]
GSM227868
[11]
GSM227869
[12]
GSM227870
[13]
GSM227871
[14]
GSM227872
[15]
GSM227873
[16]
GSM227874
[17]
GSM227875
[18]
GSM227876
[19]
GSM227877
[20]
GSM227878
[21]
GSM227879
[22]
GSM227880
[23]
GSM227881
[24]
GSM227882
sample_count
25
group_sizes
null
group_sizes_basis
null
platform
96;571
taxon
Homo sapiens
title
Expression data from buccal and nasal epithelium of current and never smokers
resolution_checked_at
2026-11-01T19:09:46Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
gaps array · 2 items
[0]
asset:data:geo:GSE8987 not downloaded
[1]
asset:data:geo:GSE8987 licence not read
analysis object · 4 fields
state
partial
methods array · 1 item
[0] object · 10 fields
id
method-1
family
null
specific
null
label
GEO2R
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 GEO2R software, which is available on the NCBI website, was used to create a list of 15,000 differentially expressed genes between smoker and never-smoker buccal samples.
targets array · 1 item
[0] object · 8 fields
id
target-published-estimate
claim_id
claim-target-result
operation
null
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 · 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
blocked
tier
R4
blocking_axis
method
blocked_on
method:not_determinable
axes object · 3 fields
method object · 5 fields
tier
R4
expressible
false
required_operations array · 0 items
missing_operations array · 0 items
basis
The reader quoted the method the paper names (GEO2R), but the corpus's method extractor could not map it onto a DSL operation, so the method is published but not expressible.
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]
GSE8987
resolved_accessions array · 1 item
[0]
GSE8987
statements array · 1 item
[0]
The current report utilized a previously published dataset for the analysis. The dataset used in this work was acquired from The National Center for Biotechnology Information’s (NCBI) Gene Expression Omnibus (GEO) depository (accession number GSE8987).
basis
The paper names GSE8987 in The National Center for Biotechnology Information's (NCBI) Gene Expression Omnibus (GEO) repository and the accession resolves in the repository. No dataset was downloaded and no licence was read.
can_run object · 3 fields
dsl_operations array · 0 items
assets array · 2 items
[0]
source:pmid:37521848
[1]
data:geo:GSE8987
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:GSE8987
gaps array · 1 item
[0]
method:not_determinable
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
2026-11-01T18:48:28Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
5
usage object · 3 fields
prompt_tokens
8617
completion_tokens
1309
cached_tokens
256
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:37521848
type
paper
label
pmid:37521848
[1] object · 3 fields
id
source:pmid:37521848
type
manuscript
label
PMID 37521848 full text
[2] object · 3 fields
id
data:geo:GSE8987
type
dataset
label
GEO GSE8987
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:37521848
type
paper
label
pmid:37521848
[1] object · 3 fields
id
source:pmid:37521848
type
manuscript
label
PMID 37521848 full text
[2] object · 3 fields
id
data:geo:GSE8987
type
dataset
label
GEO GSE8987
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-37521848
type
extraction
used array · 1 item
[0]
source:pmid:37521848
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE8987
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE8987
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:37521848
parent_hash
sha256:59f2ae2027deb09723eb5078a1e99b04322747f157ecca14aabd22d980728cf9
fork_of
null
gaps array · 7 items
[0]
asset:data:geo:GSE8987 licence not read
[1]
asset:data:geo:GSE8987 not downloaded
[2]
execution.not_run
[3]
method.reader_named_unmapped
[4]
review.human_critique
[5]
review.independent_reader
[6]
review.machine_critique
Complete file
{"sci_version": "1.0", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:37521848", "kind": "science-record", "revision": 3, "content_hash": "sha256:cb08b65af834f8abea706125fc3d0bef75742aa34670cc5fa8f6c525b05a0e55", "created_at": "2026-11-01T19:02:18Z", "updated_at": "2026-11-01T21:31:16Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Pathway analysis of smoking-induced changes in buccal mucosal gene expression.", "doi": "10.1186/s43042-022-00268-y", "pmid": "37521848", "authors": ["Anas Khaleel", "Bayan Alkhawaja", "Talal Salem Al-Qaisi", "Lubna Alshalabi", "Amneh H Tarkhan"], "journal": "The Egyptian journal of medical human genetics", "year": 2022, "abstract": "Background: Cigarette smoking is the leading preventable cause of death worldwide, and it is the most common cause of oral cancers. This study aims to provide a deeper understanding of the molecular pathways in the oral cavity that are altered by exposure to cigarette smoke.\nMethods: The gene expression dataset (accession number GSE8987, GPL96) of buccal mucosa samples from smokers (n = 5) and never smokers (n = 5) was downloaded from The National Center for Biotechnology Information's (NCBI) Gene Expression Omnibus (GEO) repository. Differential expression was ascertained via NCBI's GEO2R software, and Ingenuity Pathway Analysis (IPA) software was used to perform a pathway analysis.\nResults: A total of 459 genes were found to be significantly differentially expressed in smoker buccal mucosa (p < 0.05). A total of 261 genes were over-expressed while 198 genes were under-expressed. The top canonical pathways predicted by IPA were nitric oxide and reactive oxygen production at macrophages, macrophages/fibroblasts and endothelial cells in rheumatoid arthritis, and thyroid cancer pathways. The IPA upstream analysis predicted that the TP53, APP, SMAD3, and TNF proteins as well as dexamethasone drug would be top transcriptional regulators.\nConclusions: IPA highlighted critical pathways of carcinogenesis, mainly nitric oxide and reactive oxygen production at macrophages, and confirmed widespread injury in the buccal mucosa due to exposure to cigarette smoke. Our findings suggest that cigarette smoking significantly impacts gene pathways in the buccal mucosa and may highlight potential targets for treating the effects of cigarette smoking.\nSupplementary Information: The online version contains supplementary material available at 10.1186/s43042-022-00268-y.", "claims": [{"id": "claim-method", "statement": "The GEO2R software, which is available on the NCBI website, was used to create a list of 15,000 differentially expressed genes between smoker and never-smoker buccal samples.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:37521848", "locator": "sections[4] \"Identification of differentially expressed (DE) genes\" paragraph 2", "quote": "The GEO2R software, which is available on the NCBI website, was used to create a list of 15,000 differentially expressed genes between smoker and never-smoker buccal samples."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The current report utilized a previously published dataset for the analysis. The dataset used in this work was acquired from The National Center for Biotechnology Information’s (NCBI) Gene Expression Omnibus (GEO) depository (accession number GSE8987).", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:37521848", "locator": "sections[22] \"notes\" paragraph 1", "quote": "The current report utilized a previously published dataset for the analysis. The dataset used in this work was acquired from The National Center for Biotechnology Information’s (NCBI) Gene Expression Omnibus (GEO) depository (accession number GSE8987)."}], "state": "complete"}, {"id": "claim-target-result", "statement": "A total of 459 genes were found to be significantly differentially expressed in smoker buccal mucosa (p < 0.05).", "kind": "quantitative", "target": {"value": 0.05, "unit": "p-value", "tolerance": null, "source": "A total of 459 genes were found to be significantly differentially expressed in smoker buccal mucosa (p < 0.05)."}, "evidence": [{"asset": "source:pmid:37521848", "locator": "sections[0] \"Abstract\" paragraph 3", "quote": "A total of 459 genes were found to be significantly differentially expressed in smoker buccal mucosa (p < 0.05)."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "A total of 459 genes were found to be significantly differentially expressed in smoker buccal mucosa (p < 0.05).", "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:37521848"], "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:GSE8987"], "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:GSE8987"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:37521848", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1186/s43042-022-00268-y", "sha256": "sha256:fcd693d345e63ede95bcf3b720fd9486c4edfc98647b54918454ec707d9e1982", "bytes": 28768, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1186/s43042-022-00268-y", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC8929449", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE8987", "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=GSE8987", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE8987", "version": null, "note": "The current report utilized a previously published dataset for the analysis. The dataset used in this work was acquired from The National Center for Biotechnology Information’s (NCBI) Gene Expression Omnibus (GEO) depository (accession number GSE8987).", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The current report utilized a previously published dataset for the analysis. The dataset used in this work was acquired from The National Center for Biotechnology Information’s (NCBI) Gene Expression Omnibus (GEO) depository (accession number GSE8987).", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM227858", "GSM227859", "GSM227860", "GSM227861", "GSM227862", "GSM227863", "GSM227864", "GSM227865", "GSM227866", "GSM227867", "GSM227868", "GSM227869", "GSM227870", "GSM227871", "GSM227872", "GSM227873", "GSM227874", "GSM227875", "GSM227876", "GSM227877", "GSM227878", "GSM227879", "GSM227880", "GSM227881", "GSM227882"], "sample_count": 25, "group_sizes": null, "group_sizes_basis": null, "platform": "96;571", "taxon": "Homo sapiens", "title": "Expression data from buccal and nasal epithelium of current and never smokers", "resolution_checked_at": "2026-11-01T19:09:46Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE8987 not downloaded", "asset:data:geo:GSE8987 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": null, "specific": null, "label": "GEO2R", "dsl_operations": [], "missing_operations": [], "expressible": null, "parameters": {}, "data_shapes": [], "evidence": {"score": 1.0, "band": "verbatim", "quote": "The GEO2R software, which is available on the NCBI website, was used to create a list of 15,000 differentially expressed genes between smoker and never-smoker buccal samples."}}], "targets": [{"id": "target-published-estimate", "claim_id": "claim-target-result", "operation": null, "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": ["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": "blocked", "tier": "R4", "blocking_axis": "method", "blocked_on": "method:not_determinable", "axes": {"method": {"tier": "R4", "expressible": false, "required_operations": [], "missing_operations": [], "basis": "The reader quoted the method the paper names (GEO2R), but the corpus's method extractor could not map it onto a DSL operation, so the method is published but not expressible."}, "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": ["GSE8987"], "resolved_accessions": ["GSE8987"], "statements": ["The current report utilized a previously published dataset for the analysis. The dataset used in this work was acquired from The National Center for Biotechnology Information’s (NCBI) Gene Expression Omnibus (GEO) depository (accession number GSE8987)."], "basis": "The paper names GSE8987 in The National Center for Biotechnology Information's (NCBI) Gene Expression Omnibus (GEO) repository and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": [], "assets": ["source:pmid:37521848", "data:geo:GSE8987"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE8987"]}, "gaps": ["method:not_determinable"]}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T18:48:28Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 8617, "completion_tokens": 1309, "cached_tokens": 256}}, "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:37521848", "type": "paper", "label": "pmid:37521848"}, {"id": "source:pmid:37521848", "type": "manuscript", "label": "PMID 37521848 full text"}, {"id": "data:geo:GSE8987", "type": "dataset", "label": "GEO GSE8987"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:37521848", "type": "paper", "label": "pmid:37521848"}, {"id": "source:pmid:37521848", "type": "manuscript", "label": "PMID 37521848 full text"}, {"id": "data:geo:GSE8987", "type": "dataset", "label": "GEO GSE8987"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-37521848", "type": "extraction", "used": ["source:pmid:37521848"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE8987", "type": "accession_resolution", "used": ["data:geo:GSE8987"], "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:37521848", "parent_hash": "sha256:59f2ae2027deb09723eb5078a1e99b04322747f157ecca14aabd22d980728cf9", "fork_of": null, "generation": 2}, "gaps": ["asset:data:geo:GSE8987 licence not read", "asset:data:geo:GSE8987 not downloaded", "execution.not_run", "method.reader_named_unmapped", "review.human_critique", "review.independent_reader", "review.machine_critique"]}