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

pmid:34539188

Comprehensive Analysis to Identify Enhancer-Regulated Inflammation-Associated Genes in Lung Adenocarcinoma.

Xi Li · Xinling Li · Lina Ding

Cancer management and research · 2021 doi:10.2147/CMAR.S317922

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:34539188
kind
science-record
content_hash
sha256:b45444845ddf0ccea1eae76827b4b22613cdf7fc108714d081f4779bb3129f71
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T15:41:52Z
updated_at
2026-11-01T22:47:32Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
Comprehensive Analysis to Identify Enhancer-Regulated Inflammation-Associated Genes in Lung Adenocarcinoma.
doi
10.2147/CMAR.S317922
pmid
34539188
authors array · 3 items
[0]
Xi Li
[1]
Xinling Li
[2]
Lina Ding
journal
Cancer management and research
year
2021
abstract
OBJECTIVE: The purpose of this study was to identify prognostic inflammatory markers regulated by enhancers in lung adenocarcinoma (LUAD). METHODS: Inflammatory indices of 490 LUAD patients in TCGA database were calculated using genomic variation analysis (GSVA). Patients were divided into high- and low-inflammatory index groups. Fraction of 22 infiltrating immune cells was estimated using the Cell type Identification By Estimating Relative Subsets Of RNA Transcripts (CIBERSORT). Gene set enrichment analysis (GSEA) was used to analyze gene enrichment. Differentially expressed genes were screened based on TCGA database. The H3K27ac ChIP-seq of A549 cells in GEO database (GSE42374) was analyzed to identify super enhancers. Kaplan-Meier method and multivariate Cox proportional hazards models were used for survival analysis. CCK8 and RT-qPCR were used for cellular level verification. RESULTS: Inflammation was associated with better outcome in LUAD patients. Anti-cancer immune cell fractions were upregulated in high-inflammatory index group. Genes enriched in inflammation-related signaling pathways were positively correlated with high-inflammatory index group. A total of 146 upregulated genes regulated by enhancers were screened, of which five genes including GDF10, HPGDS, ABCA8, SLIT3 and ADAMTS8 had significant influence on prognosis. ChIP-seq analysis showed that TGFβ+TNFα treatment promoted the enhancer activation of the five genes. Cellular experiments revealed that there was no significant effect of TGFβ treatment on the five genes expression. TNFα treatment upregulated the five genes expression, while the BET-bromodomain inhibitor JQ1 restored the effect of TNFα. Overexpression of the five genes significantly inhibited the proliferation of A549 and H1299 cells. CONCLUSION: GDF10, HPGDS, ABCA8, SLIT3 and ADAMTS8 were identified as enhancer-regulated prognostic inflammation-related biomarkers, and the expression of these genes inhibited proliferation of LUAD cells.
claims array · 2 items
[0] object · 6 fields
id
claim-method
statement
Differentially expressed genes in high-inflammatory index group compared with low-inflammatory index group were screened by “Limma” package in R.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:34539188
locator
sections[7] "Identification of Differentially Expressed Genes and Enhancer-Regulated Genes" paragraph 2
quote
Differentially expressed genes in high-inflammatory index group compared with low-inflammatory index group were screened by “Limma” package in R.
state
complete
[1] object · 6 fields
id
claim-data-access
statement
All data were included in the article and detailed enquiries can be made by contacting the corresponding author.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:34539188
locator
sections[24] "Data Sharing Statement" paragraph 2
quote
All data were included in the article and detailed enquiries can be made by contacting the corresponding author.
state
complete
gaps array · 0 items
experiment object · 8 fields
state
complete
objective
null
steps array · 3 items
[0] object · 13 fields
id
read_published_estimate
order
1
name
Read the published estimate from the source
kind
other
state
complete
blocked_on
null
description
The claim, method and evidence span published with the source article.
parameters object · 0 fields
inputs array · 1 item
[0]
source:pmid:34539188
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:GSE42374
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:GSE42374
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:34539188
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.2147/CMAR.S317922
sha256
sha256:eaff452bd5e6bb840dd26b604b4190d5fe14ecffd32c8ce2b7db267eed273d54
bytes
30271
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.2147/CMAR.S317922
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
PMC8445607
source
europe_pmc_fulltext
coverage
whole_body_without_references
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:GSE42374
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=GSE42374
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE42374
version
null
note
All data were included in the article and detailed enquiries can be made by contacting the corresponding author.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
All data were included in the article and detailed enquiries can be made by contacting the corresponding author.
access_statement_kind
data_availability_statement
sample_accessions array · 36 items
[0]
GSM1038439
[1]
GSM1038440
[2]
GSM1038441
[3]
GSM1038442
[4]
GSM1038443
[5]
GSM1038444
[6]
GSM1038445
[7]
GSM1038446
[8]
GSM1038447
[9]
GSM1038448
[10]
GSM1038449
[11]
GSM1038450
[12]
GSM1038451
[13]
GSM1038452
[14]
GSM1038453
[15]
GSM1038454
[16]
GSM1038455
[17]
GSM1038456
[18]
GSM1038457
[19]
GSM1038458
[20]
GSM1038459
[21]
GSM1038460
[22]
GSM1038461
[23]
GSM1038462
[24]
GSM1038463
[25]
GSM1038464
[26]
GSM1038465
[27]
GSM1038466
[28]
GSM1038467
[29]
GSM1038468
[30]
GSM1038469
[31]
GSM1038470
[32]
GSM1038471
[33]
GSM1038472
[34]
GSM1038473
[35]
GSM1038474
sample_count
36
group_sizes
null
group_sizes_basis
null
platform
10999
taxon
Homo sapiens
title
Histone modification analysis in TGFbeta/TNFalpha treated A549 spheroid cultures
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 · 2 items
[0]
asset:data:geo:GSE42374 not downloaded
[1]
asset:data:geo:GSE42374 licence not read
analysis object · 4 fields
state
partial
methods array · 3 items
[0] object · 10 fields
id
method-1
family
differential_expression
specific
limma_voom
label
Differential expression analysis
dsl_operations array · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
count_matrix_with_condition
evidence object · 3 fields
score
1
band
verbatim
quote
Differentially expressed genes in high-inflammatory index group compared with low-inflammatory index group were screened by “Limma” package in R.
[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
0.7
band
medium
quote
Kaplan-Meier
[2] object · 10 fields
id
method-3
family
survival_analysis
specific
cox_proportional_hazards
label
Survival analysis
dsl_operations array · 1 item
[0]
cox_ph
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
0.7
band
medium
quote
Cox proportional hazards
targets array · 0 items
gaps array · 1 item
[0]
method.reader_differs_from_extractor
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]
GSE42374
resolved_accessions array · 1 item
[0]
GSE42374
statements array · 1 item
[0]
All data were included in the article and detailed enquiries can be made by contacting the corresponding author.
basis
The paper names GSE42374 in Gene Expression Omnibus (GEO) and the accession resolves in the repository. No dataset was downloaded and no licence was read.
can_run object · 3 fields
dsl_operations array · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
assets array · 2 items
[0]
source:pmid:34539188
[1]
data:geo:GSE42374
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:GSE42374
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
2026-10-31T18:34:59Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
3
usage object · 3 fields
prompt_tokens
23921
completion_tokens
2092
cached_tokens
776
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:34539188
type
paper
label
pmid:34539188
[1] object · 3 fields
id
source:pmid:34539188
type
manuscript
label
PMID 34539188 full text
[2] object · 3 fields
id
data:geo:GSE42374
type
dataset
label
GEO GSE42374
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:34539188
type
paper
label
pmid:34539188
[1] object · 3 fields
id
source:pmid:34539188
type
manuscript
label
PMID 34539188 full text
[2] object · 3 fields
id
data:geo:GSE42374
type
dataset
label
GEO GSE42374
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-34539188
type
extraction
used array · 1 item
[0]
source:pmid:34539188
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE42374
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE42374
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:34539188
parent_hash
sha256:93837bacf518e3e4b5d22bb57af4dcf5b779c6c584570d4b77809fa4bca1f7c6
fork_of
null
gaps array · 7 items
[0]
asset:data:geo:GSE42374 licence not read
[1]
asset:data:geo:GSE42374 not downloaded
[2]
execution.not_run
[3]
method.reader_differs_from_extractor
[4]
review.human_critique
[5]
review.independent_reader
[6]
review.machine_critique
assays array · 6 items
[0] object · 11 fields
role
data_generation
definition_id
chip_seq
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]
screened based on TCGA database. The H3K27ac ChIP-seq of A549 cells in GEO database (GSE42374) was
[1]
MTS8 had significant influence on prognosis. ChIP-seq analysis showed that TGFβ+TNFα treatment pro
order_basis
paper_text_order:702
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]
ed on TCGA database. The H3K27ac ChIP-seq of A549 cells in GEO database (GSE42374) was analyze
[1]
significantly inhibited the proliferation of A549 and H1299 cells. CONCLUSION: GDF10, HPGDS, A
order_basis
paper_text_order:714
id
assay:2
[2] object · 11 fields
role
data_generation
definition_id
apoptosis_assay
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.93
evidence array · 1 item
[0]
ards models were used for survival analysis. CCK8 and RT-qPCR were used for cellular level ver
order_basis
paper_text_order:896
id
assay:3
[3] 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 · 2 items
[0]
ls were used for survival analysis. CCK8 and RT-qPCR were used for cellular level verification. R
[1]
were used for survival analysis. CCK8 and RT-qPCR were used for cellular level verification. R
order_basis
paper_text_order:905
id
assay:4
[4] object · 11 fields
role
data_generation
definition_id
rna_seq
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]
Data Processing The clinical information and RNA-seq data of 490 LUAD patients (dataset access nu
order_basis
paper_text_order:2116
id
assay:5
[5] 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 in high-inflammatory index group compared with low-inflammatory index group were screened by “Limma” package in R.
order_basis
consumes_earlier_output
id
assay:6
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:34539188", "kind": "science-record", "revision": 8, "content_hash": "sha256:b45444845ddf0ccea1eae76827b4b22613cdf7fc108714d081f4779bb3129f71", "created_at": "2026-11-01T15:41:52Z", "updated_at": "2026-11-01T22:47:32Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Comprehensive Analysis to Identify Enhancer-Regulated Inflammation-Associated Genes in Lung Adenocarcinoma.", "doi": "10.2147/CMAR.S317922", "pmid": "34539188", "authors": ["Xi Li", "Xinling Li", "Lina Ding"], "journal": "Cancer management and research", "year": 2021, "abstract": "OBJECTIVE: The purpose of this study was to identify prognostic inflammatory markers regulated by enhancers in lung adenocarcinoma (LUAD).\nMETHODS: Inflammatory indices of 490 LUAD patients in TCGA database were calculated using genomic variation analysis (GSVA). Patients were divided into high- and low-inflammatory index groups. Fraction of 22 infiltrating immune cells was estimated using the Cell type Identification By Estimating Relative Subsets Of RNA Transcripts (CIBERSORT). Gene set enrichment analysis (GSEA) was used to analyze gene enrichment. Differentially expressed genes were screened based on TCGA database. The H3K27ac ChIP-seq of A549 cells in GEO database (GSE42374) was analyzed to identify super enhancers. Kaplan-Meier method and multivariate Cox proportional hazards models were used for survival analysis. CCK8 and RT-qPCR were used for cellular level verification.\nRESULTS: Inflammation was associated with better outcome in LUAD patients. Anti-cancer immune cell fractions were upregulated in high-inflammatory index group. Genes enriched in inflammation-related signaling pathways were positively correlated with high-inflammatory index group. A total of 146 upregulated genes regulated by enhancers were screened, of which five genes including GDF10, HPGDS, ABCA8, SLIT3 and ADAMTS8 had significant influence on prognosis. ChIP-seq analysis showed that TGFβ+TNFα treatment promoted the enhancer activation of the five genes. Cellular experiments revealed that there was no significant effect of TGFβ treatment on the five genes expression. TNFα treatment upregulated the five genes expression, while the BET-bromodomain inhibitor JQ1 restored the effect of TNFα. Overexpression of the five genes significantly inhibited the proliferation of A549 and H1299 cells.\nCONCLUSION: GDF10, HPGDS, ABCA8, SLIT3 and ADAMTS8 were identified as enhancer-regulated prognostic inflammation-related biomarkers, and the expression of these genes inhibited proliferation of LUAD cells.", "claims": [{"id": "claim-method", "statement": "Differentially expressed genes in high-inflammatory index group compared with low-inflammatory index group were screened by “Limma” package in R.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:34539188", "locator": "sections[7] \"Identification of Differentially Expressed Genes and Enhancer-Regulated Genes\" paragraph 2", "quote": "Differentially expressed genes in high-inflammatory index group compared with low-inflammatory index group were screened by “Limma” package in R."}], "state": "complete"}, {"id": "claim-data-access", "statement": "All data were included in the article and detailed enquiries can be made by contacting the corresponding author.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:34539188", "locator": "sections[24] \"Data Sharing Statement\" paragraph 2", "quote": "All data were included in the article and detailed enquiries can be made by contacting the corresponding author."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": null, "steps": [{"id": "read_published_estimate", "order": 1, "name": "Read the published estimate from the source", "kind": "other", "state": "complete", "blocked_on": null, "description": "The claim, method and evidence span published with the source article.", "duration_hours": null, "parameters": {}, "inputs": ["source:pmid:34539188"], "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:GSE42374"], "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:GSE42374"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:34539188", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.2147/CMAR.S317922", "sha256": "sha256:eaff452bd5e6bb840dd26b604b4190d5fe14ecffd32c8ce2b7db267eed273d54", "bytes": 30271, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.2147/CMAR.S317922", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC8445607", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE42374", "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=GSE42374", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE42374", "version": null, "note": "All data were included in the article and detailed enquiries can be made by contacting the corresponding author.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "All data were included in the article and detailed enquiries can be made by contacting the corresponding author.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM1038439", "GSM1038440", "GSM1038441", "GSM1038442", "GSM1038443", "GSM1038444", "GSM1038445", "GSM1038446", "GSM1038447", "GSM1038448", "GSM1038449", "GSM1038450", "GSM1038451", "GSM1038452", "GSM1038453", "GSM1038454", "GSM1038455", "GSM1038456", "GSM1038457", "GSM1038458", "GSM1038459", "GSM1038460", "GSM1038461", "GSM1038462", "GSM1038463", "GSM1038464", "GSM1038465", "GSM1038466", "GSM1038467", "GSM1038468", "GSM1038469", "GSM1038470", "GSM1038471", "GSM1038472", "GSM1038473", "GSM1038474"], "sample_count": 36, "group_sizes": null, "group_sizes_basis": null, "platform": "10999", "taxon": "Homo sapiens", "title": "Histone modification analysis in TGFbeta/TNFalpha treated A549 spheroid cultures", "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:GSE42374 not downloaded", "asset:data:geo:GSE42374 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": "differential_expression", "specific": "limma_voom", "label": "Differential expression analysis", "dsl_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["count_matrix_with_condition"], "evidence": {"score": 1.0, "band": "verbatim", "quote": "Differentially expressed genes in high-inflammatory index group compared with low-inflammatory index group were screened by “Limma” package in R."}}, {"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": 0.7, "band": "medium", "quote": "Kaplan-Meier"}}, {"id": "method-3", "family": "survival_analysis", "specific": "cox_proportional_hazards", "label": "Survival analysis", "dsl_operations": ["cox_ph"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["time_to_event_with_censoring"], "evidence": {"score": 0.7, "band": "medium", "quote": "Cox proportional hazards"}}], "targets": [], "gaps": ["method.reader_differs_from_extractor"]}, "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": ["GSE42374"], "resolved_accessions": ["GSE42374"], "statements": ["All data were included in the article and detailed enquiries can be made by contacting the corresponding author."], "basis": "The paper names GSE42374 in Gene Expression Omnibus (GEO) and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "assets": ["source:pmid:34539188", "data:geo:GSE42374"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE42374"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-10-31T18:34:59Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 3, "usage": {"prompt_tokens": 23921, "completion_tokens": 2092, "cached_tokens": 776}}, "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:34539188", "type": "paper", "label": "pmid:34539188"}, {"id": "source:pmid:34539188", "type": "manuscript", "label": "PMID 34539188 full text"}, {"id": "data:geo:GSE42374", "type": "dataset", "label": "GEO GSE42374"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:34539188", "type": "paper", "label": "pmid:34539188"}, {"id": "source:pmid:34539188", "type": "manuscript", "label": "PMID 34539188 full text"}, {"id": "data:geo:GSE42374", "type": "dataset", "label": "GEO GSE42374"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-34539188", "type": "extraction", "used": ["source:pmid:34539188"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE42374", "type": "accession_resolution", "used": ["data:geo:GSE42374"], "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:34539188", "parent_hash": "sha256:93837bacf518e3e4b5d22bb57af4dcf5b779c6c584570d4b77809fa4bca1f7c6", "fork_of": null, "generation": 7}, "gaps": ["asset:data:geo:GSE42374 licence not read", "asset:data:geo:GSE42374 not downloaded", "execution.not_run", "method.reader_differs_from_extractor", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "data_generation", "definition_id": "chip_seq", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["screened based on TCGA database. The H3K27ac ChIP-seq of A549 cells in GEO database (GSE42374) was", "MTS8 had significant influence on prognosis. ChIP-seq analysis showed that TGFβ+TNFα treatment pro"], "order_basis": "paper_text_order:702", "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": ["ed on TCGA database. The H3K27ac ChIP-seq of A549 cells in GEO database (GSE42374) was analyze", "significantly inhibited the proliferation of A549 and H1299 cells. CONCLUSION: GDF10, HPGDS, A"], "order_basis": "paper_text_order:714", "id": "assay:2"}, {"role": "data_generation", "definition_id": "apoptosis_assay", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.93, "evidence": ["ards models were used for survival analysis. CCK8 and RT-qPCR were used for cellular level ver"], "order_basis": "paper_text_order:896", "id": "assay:3"}, {"role": "data_generation", "definition_id": "qpcr", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["ls were used for survival analysis. CCK8 and RT-qPCR were used for cellular level verification. R", "were used for survival analysis. CCK8 and RT-qPCR were used for cellular level verification. R"], "order_basis": "paper_text_order:905", "id": "assay:4"}, {"role": "data_generation", "definition_id": "rna_seq", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.93, "evidence": ["Data Processing The clinical information and RNA-seq data of 490 LUAD patients (dataset access nu"], "order_basis": "paper_text_order:2116", "id": "assay:5"}, {"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 in high-inflammatory index group compared with low-inflammatory index group were screened by “Limma” package in R."], "order_basis": "consumes_earlier_output", "id": "assay:6"}]}