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

pmid:38505085

Identification of prognostic biomarkers of smoking-related lung cancer.

Chen Liang · Wei Pan · Zhijun Zhou · Xiaomin Liu

Journal of thoracic disease · 2024 doi:10.21037/jtd-23-1890

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:38505085
kind
science-record
content_hash
sha256:c0260cbd7d5653d18c42a5996aef5209cad41d3e5072f1391ebcffd5ca98326b
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T19:20:26Z
updated_at
2026-11-01T21:32:43Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
Identification of prognostic biomarkers of smoking-related lung cancer.
doi
10.21037/jtd-23-1890
pmid
38505085
authors array · 4 items
[0]
Chen Liang
[1]
Wei Pan
[2]
Zhijun Zhou
[3]
Xiaomin Liu
journal
Journal of thoracic disease
year
2024
abstract
Background: The early diagnosis and effective prognostic treatment measures for lung cancer are still limited, leading to a 5-year survival rate of less than 15% for these patients. Smoking is one of the causes of lung cancer, but it is not the initial carcinogenic factor. It is not clear what specific mechanism cigarette induces lung cancer, and there is a lack of research on the relationship between related genes and the prognosis of patients with smoking lung cancer. The objective of this study was to provide new theoretical evidence and potential therapeutic targets for the mechanisms of smoking-related lung cancer formation. Methods: The gene expression profile data from the GSE12428 dataset which includes 63 lung cancer and normal tissue pairs were downloaded from the Gene Expression Omnibus (GEO) database, and data from smokers with lung cancer [both lung adenocarcinoma (LUAD) and lung squamous cell carcinoma (LUSC)] from The Cancer Genome Atlas (TCGA) database were analyzed. The differential genes in smokers with lung cancer were screened using the linear model for microarray data via R software. The differential gene enrichment analysis was performed using the online analysis software Database for Annotation, Visualization and Integrated Discovery (DAVID). The expression levels of differential genes and their correlation with patient tumor clinical stage were analyzed using gene expression profiling interactive analysis (GEPIA). The overall survival rate was analyzed using Kaplan-Meier curves. Results: In the GSE12428 dataset, 225 upregulated genes and 565 downregulated genes were identified in cancer tissues; based on smoking status, 1 upregulated gene and 4 downregulated genes were identified. Among smokers who also had lung cancer, 4 genes were downregulated, namely CSH1, BPIFA1, SLPI, and SCGB3A1. Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway enrichment analysis revealed that these genes were mainly associated with biological functions such as antibacterial response, humoral immune response, and response to external stimuli. Among them, BPIFA1, SLPI, and SCGB3A1 expression was decreased in lung cancer tissues, with SCGB3A1 showing significant differences. Additionally, high expression of SCGB3A1 was associated with favorable prognosis in patients with lung cancer. Conclusions: Three genes BPIFA1, SLPI and SCGB3A1, were identified as being associated with smokers with lung cancer, with SCGB3A1 showing a close correlation with patient prognosis. These findings provide potential new targets for the treatment of lung cancer. Certainly, this study needs to more investigate the mechanism of these genes regulation.
claims array · 3 items
[0] object · 6 fields
id
claim-method
statement
The Kaplan-Meier plotter (https://kmplot.com/analysis/) was used for online analysis of the relationship between the differential gene mRNA expression levels obtained from lung cancer (LUAD and LUSC) tissues and normal tissues and survival data.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:38505085
locator
sections[8] "Prognostic analysis of differentially expressed genes" paragraph 2
quote
The Kaplan-Meier plotter (https://kmplot.com/analysis/) was used for online analysis of the relationship between the differential gene mRNA expression levels obtained from lung cancer (LUAD and LUSC) tissues and normal tissues and survival data.
state
complete
[1] object · 6 fields
id
claim-data-access
statement
The messenger RNA (mRNA) expression profile data from the GSE12428 dataset were downloaded from the GEO database.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:38505085
locator
sections[4] "Dataset selection" paragraph 2
quote
The messenger RNA (mRNA) expression profile data from the GSE12428 dataset were downloaded from the GEO database.
state
complete
[2] object · 6 fields
id
claim-target-result
statement
Additionally, high expression of SCGB3A1 was associated with favorable prognosis in patients with lung cancer.
kind
qualitative
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:38505085
locator
sections[0] "Abstract" paragraph 3
quote
Additionally, high expression of SCGB3A1 was associated with favorable prognosis in patients with lung cancer.
state
complete
gaps array · 0 items
experiment object · 8 fields
state
complete
objective
Additionally, high expression of SCGB3A1 was associated with favorable prognosis in patients with lung cancer.
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:38505085
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:GSE12428
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:GSE12428
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:38505085
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.21037/jtd-23-1890
sha256
sha256:3468ba654b01f3112c340ed1934ac03d79c921a0004d8ad5741cbacf8559c8db
bytes
28455
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.21037/jtd-23-1890
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
PMC10944783
source
europe_pmc_fulltext
coverage
whole_body_without_references
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:GSE12428
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=GSE12428
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE12428
version
null
note
The messenger RNA (mRNA) expression profile data from the GSE12428 dataset were downloaded from the GEO database.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The messenger RNA (mRNA) expression profile data from the GSE12428 dataset were downloaded from the GEO database.
access_statement_kind
repository_route_statement
sample_accessions array · 62 items
[0]
GSM308820
[1]
GSM308925
[2]
GSM309006
[3]
GSM309007
[4]
GSM309008
[5]
GSM309029
[6]
GSM309030
[7]
GSM309031
[8]
GSM309426
[9]
GSM309427
[10]
GSM309428
[11]
GSM309439
[12]
GSM309440
[13]
GSM309442
[14]
GSM309443
[15]
GSM309444
[16]
GSM309445
[17]
GSM309446
[18]
GSM309447
[19]
GSM309448
[20]
GSM309449
[21]
GSM309453
[22]
GSM309454
[23]
GSM309455
[24]
GSM309456
[25]
GSM309457
[26]
GSM309458
[27]
GSM309459
[28]
GSM309464
[29]
GSM311593
[30]
GSM311597
[31]
GSM311925
[32]
GSM311926
[33]
GSM311927
[34]
GSM311928
[35]
GSM311929
[36]
GSM311930
[37]
GSM311931
[38]
GSM311932
[39]
GSM311933
[40]
GSM311934
[41]
GSM311935
[42]
GSM311936
[43]
GSM311937
[44]
GSM311993
[45]
GSM311994
[46]
GSM311995
[47]
GSM311996
[48]
GSM312164
[49]
GSM312169
[50]
GSM312184
[51]
GSM312186
[52]
GSM312187
[53]
GSM312188
[54]
GSM312189
[55]
GSM312190
[56]
GSM312191
[57]
GSM312193
[58]
GSM312194
[59]
GSM312195
[60]
GSM312197
[61]
GSM312198
sample_count
62
group_sizes
null
group_sizes_basis
null
platform
1708
taxon
Homo sapiens
title
Current smoking-specific gene expression signature in bronchial epithelium is enhanced in squamous cell lung cancer
resolution_checked_at
2026-11-01T20:16:08Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
gaps array · 2 items
[0]
asset:data:geo:GSE12428 not downloaded
[1]
asset:data:geo:GSE12428 licence not read
analysis object · 4 fields
state
complete
methods array · 2 items
[0] object · 10 fields
id
method-1
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
1
band
verbatim
quote
The Kaplan-Meier plotter (https://kmplot.com/analysis/) was used for online analysis of the relationship between the differential gene mRNA expression levels obtained from lung cancer (LUAD and LUSC) tissues and normal tissues and survival data.
[1] object · 10 fields
id
method-2
family
network_analysis
specific
pathway_enrichment
label
Network / pathway analysis
dsl_operations array · 1 item
[0]
pathway_enrich
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
edge_list
evidence object · 3 fields
score
0.7
band
medium
quote
pathway enrichment
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 · 1 item
[0]
survival_km
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: kaplan_meier.
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]
GSE12428
resolved_accessions array · 1 item
[0]
GSE12428
statements array · 1 item
[0]
The messenger RNA (mRNA) expression profile data from the GSE12428 dataset were downloaded from the GEO database.
basis
The paper names GSE12428 in Gene Expression Omnibus (GEO) and the accession resolves in the repository. No dataset was downloaded and no licence was read.
can_run object · 3 fields
dsl_operations array · 1 item
[0]
survival_km
assets array · 2 items
[0]
source:pmid:38505085
[1]
data:geo:GSE12428
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:GSE12428
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
2026-11-01T19:12:43Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
null
calls
5
usage object · 3 fields
prompt_tokens
8015
completion_tokens
1648
cached_tokens
128
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:38505085
type
paper
label
pmid:38505085
[1] object · 3 fields
id
source:pmid:38505085
type
manuscript
label
PMID 38505085 full text
[2] object · 3 fields
id
data:geo:GSE12428
type
dataset
label
GEO GSE12428
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:38505085
type
paper
label
pmid:38505085
[1] object · 3 fields
id
source:pmid:38505085
type
manuscript
label
PMID 38505085 full text
[2] object · 3 fields
id
data:geo:GSE12428
type
dataset
label
GEO GSE12428
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-38505085
type
extraction
used array · 1 item
[0]
source:pmid:38505085
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE12428
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE12428
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:38505085
parent_hash
sha256:02d9a4fccc966cdbebacc7899bb625de2896513604ea1893fb6cbed3abed70d2
fork_of
null
gaps array · 6 items
[0]
asset:data:geo:GSE12428 licence not read
[1]
asset:data:geo:GSE12428 not downloaded
[2]
execution.not_run
[3]
review.human_critique
[4]
review.independent_reader
[5]
review.machine_critique
assays array · 2 items
[0] object · 11 fields
role
data_generation
definition_id
microarray
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.93
evidence array · 1 item
[0]
cer were screened using the linear model for microarray data via R software. The differential gene e
order_basis
paper_text_order:1117
id
assay:1
[1] object · 11 fields
role
analysis
definition_id
survival_analysis
definition_version
f2132e96ae6c7a4e
required_operations array · 1 item
[0]
survival_km
support_state
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
The Kaplan-Meier plotter (https://kmplot.com/analysis/) was used for online analysis of the relationship between the differential gene mRNA expression levels obtained from lung cancer (LUAD and LUSC) tissues and normal tissues and survival data.
order_basis
consumes_earlier_output
id
assay:2
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:38505085", "kind": "science-record", "revision": 3, "content_hash": "sha256:c0260cbd7d5653d18c42a5996aef5209cad41d3e5072f1391ebcffd5ca98326b", "created_at": "2026-11-01T19:20:26Z", "updated_at": "2026-11-01T21:32:43Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Identification of prognostic biomarkers of smoking-related lung cancer.", "doi": "10.21037/jtd-23-1890", "pmid": "38505085", "authors": ["Chen Liang", "Wei Pan", "Zhijun Zhou", "Xiaomin Liu"], "journal": "Journal of thoracic disease", "year": 2024, "abstract": "Background: The early diagnosis and effective prognostic treatment measures for lung cancer are still limited, leading to a 5-year survival rate of less than 15% for these patients. Smoking is one of the causes of lung cancer, but it is not the initial carcinogenic factor. It is not clear what specific mechanism cigarette induces lung cancer, and there is a lack of research on the relationship between related genes and the prognosis of patients with smoking lung cancer. The objective of this study was to provide new theoretical evidence and potential therapeutic targets for the mechanisms of smoking-related lung cancer formation.\nMethods: The gene expression profile data from the GSE12428 dataset which includes 63 lung cancer and normal tissue pairs were downloaded from the Gene Expression Omnibus (GEO) database, and data from smokers with lung cancer [both lung adenocarcinoma (LUAD) and lung squamous cell carcinoma (LUSC)] from The Cancer Genome Atlas (TCGA) database were analyzed. The differential genes in smokers with lung cancer were screened using the linear model for microarray data via R software. The differential gene enrichment analysis was performed using the online analysis software Database for Annotation, Visualization and Integrated Discovery (DAVID). The expression levels of differential genes and their correlation with patient tumor clinical stage were analyzed using gene expression profiling interactive analysis (GEPIA). The overall survival rate was analyzed using Kaplan-Meier curves.\nResults: In the GSE12428 dataset, 225 upregulated genes and 565 downregulated genes were identified in cancer tissues; based on smoking status, 1 upregulated gene and 4 downregulated genes were identified. Among smokers who also had lung cancer, 4 genes were downregulated, namely CSH1, BPIFA1, SLPI, and SCGB3A1. Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway enrichment analysis revealed that these genes were mainly associated with biological functions such as antibacterial response, humoral immune response, and response to external stimuli. Among them, BPIFA1, SLPI, and SCGB3A1 expression was decreased in lung cancer tissues, with SCGB3A1 showing significant differences. Additionally, high expression of SCGB3A1 was associated with favorable prognosis in patients with lung cancer.\nConclusions: Three genes BPIFA1, SLPI and SCGB3A1, were identified as being associated with smokers with lung cancer, with SCGB3A1 showing a close correlation with patient prognosis. These findings provide potential new targets for the treatment of lung cancer. Certainly, this study needs to more investigate the mechanism of these genes regulation.", "claims": [{"id": "claim-method", "statement": "The Kaplan-Meier plotter (https://kmplot.com/analysis/) was used for online analysis of the relationship between the differential gene mRNA expression levels obtained from lung cancer (LUAD and LUSC) tissues and normal tissues and survival data.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:38505085", "locator": "sections[8] \"Prognostic analysis of differentially expressed genes\" paragraph 2", "quote": "The Kaplan-Meier plotter (https://kmplot.com/analysis/) was used for online analysis of the relationship between the differential gene mRNA expression levels obtained from lung cancer (LUAD and LUSC) tissues and normal tissues and survival data."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The messenger RNA (mRNA) expression profile data from the GSE12428 dataset were downloaded from the GEO database.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:38505085", "locator": "sections[4] \"Dataset selection\" paragraph 2", "quote": "The messenger RNA (mRNA) expression profile data from the GSE12428 dataset were downloaded from the GEO database."}], "state": "complete"}, {"id": "claim-target-result", "statement": "Additionally, high expression of SCGB3A1 was associated with favorable prognosis in patients with lung cancer.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:38505085", "locator": "sections[0] \"Abstract\" paragraph 3", "quote": "Additionally, high expression of SCGB3A1 was associated with favorable prognosis in patients with lung cancer."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "Additionally, high expression of SCGB3A1 was associated with favorable prognosis in patients with lung cancer.", "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:38505085"], "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:GSE12428"], "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:GSE12428"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:38505085", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.21037/jtd-23-1890", "sha256": "sha256:3468ba654b01f3112c340ed1934ac03d79c921a0004d8ad5741cbacf8559c8db", "bytes": 28455, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.21037/jtd-23-1890", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC10944783", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE12428", "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=GSE12428", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE12428", "version": null, "note": "The messenger RNA (mRNA) expression profile data from the GSE12428 dataset were downloaded from the GEO database.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The messenger RNA (mRNA) expression profile data from the GSE12428 dataset were downloaded from the GEO database.", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM308820", "GSM308925", "GSM309006", "GSM309007", "GSM309008", "GSM309029", "GSM309030", "GSM309031", "GSM309426", "GSM309427", "GSM309428", "GSM309439", "GSM309440", "GSM309442", "GSM309443", "GSM309444", "GSM309445", "GSM309446", "GSM309447", "GSM309448", "GSM309449", "GSM309453", "GSM309454", "GSM309455", "GSM309456", "GSM309457", "GSM309458", "GSM309459", "GSM309464", "GSM311593", "GSM311597", "GSM311925", "GSM311926", "GSM311927", "GSM311928", "GSM311929", "GSM311930", "GSM311931", "GSM311932", "GSM311933", "GSM311934", "GSM311935", "GSM311936", "GSM311937", "GSM311993", "GSM311994", "GSM311995", "GSM311996", "GSM312164", "GSM312169", "GSM312184", "GSM312186", "GSM312187", "GSM312188", "GSM312189", "GSM312190", "GSM312191", "GSM312193", "GSM312194", "GSM312195", "GSM312197", "GSM312198"], "sample_count": 62, "group_sizes": null, "group_sizes_basis": null, "platform": "1708", "taxon": "Homo sapiens", "title": "Current smoking-specific gene expression signature in bronchial epithelium is enhanced in squamous cell lung cancer", "resolution_checked_at": "2026-11-01T20:16:08Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE12428 not downloaded", "asset:data:geo:GSE12428 licence not read"]}, "analysis": {"state": "complete", "methods": [{"id": "method-1", "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": 1.0, "band": "verbatim", "quote": "The Kaplan-Meier plotter (https://kmplot.com/analysis/) was used for online analysis of the relationship between the differential gene mRNA expression levels obtained from lung cancer (LUAD and LUSC) tissues and normal tissues and survival data."}}, {"id": "method-2", "family": "network_analysis", "specific": "pathway_enrichment", "label": "Network / pathway analysis", "dsl_operations": ["pathway_enrich"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["edge_list"], "evidence": {"score": 0.7, "band": "medium", "quote": "pathway enrichment"}}], "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": ["survival_km"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: kaplan_meier."}, "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": ["GSE12428"], "resolved_accessions": ["GSE12428"], "statements": ["The messenger RNA (mRNA) expression profile data from the GSE12428 dataset were downloaded from the GEO database."], "basis": "The paper names GSE12428 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": ["survival_km"], "assets": ["source:pmid:38505085", "data:geo:GSE12428"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE12428"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T19:12:43Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": null}, "calls": 5, "usage": {"prompt_tokens": 8015, "completion_tokens": 1648, "cached_tokens": 128}}, "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:38505085", "type": "paper", "label": "pmid:38505085"}, {"id": "source:pmid:38505085", "type": "manuscript", "label": "PMID 38505085 full text"}, {"id": "data:geo:GSE12428", "type": "dataset", "label": "GEO GSE12428"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:38505085", "type": "paper", "label": "pmid:38505085"}, {"id": "source:pmid:38505085", "type": "manuscript", "label": "PMID 38505085 full text"}, {"id": "data:geo:GSE12428", "type": "dataset", "label": "GEO GSE12428"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-38505085", "type": "extraction", "used": ["source:pmid:38505085"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE12428", "type": "accession_resolution", "used": ["data:geo:GSE12428"], "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:38505085", "parent_hash": "sha256:02d9a4fccc966cdbebacc7899bb625de2896513604ea1893fb6cbed3abed70d2", "fork_of": null, "generation": 2}, "gaps": ["asset:data:geo:GSE12428 licence not read", "asset:data:geo:GSE12428 not downloaded", "execution.not_run", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "data_generation", "definition_id": "microarray", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.93, "evidence": ["cer were screened using the linear model for microarray data via R software. The differential gene e"], "order_basis": "paper_text_order:1117", "id": "assay:1"}, {"role": "analysis", "definition_id": "survival_analysis", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["survival_km"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 1.0, "evidence": ["The Kaplan-Meier plotter (https://kmplot.com/analysis/) was used for online analysis of the relationship between the differential gene mRNA expression levels obtained from lung cancer (LUAD and LUSC) tissues and normal tissues and survival data."], "order_basis": "consumes_earlier_output", "id": "assay:2"}]}