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

pmid:39524998

Exploring the key pathogenic mechanisms and potential intervention targets for Sophorae Flavescentis radix in managing bone metastasis of lung cancer based on network pharmacology and molecular docking techniques.

Yan Gao · Meng Wu · Syed A A Rizvi · Qiang Wei

Translational cancer research · 2024 doi:10.21037/tcr-24-1947

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:39524998
kind
science-record
content_hash
sha256:fcd9f952f07b1734634d554e590d8dc18b7cbb27d33fe7ab2ebce2f3324fed9d
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T20:29:47Z
updated_at
2026-11-01T22:55:35Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
Exploring the key pathogenic mechanisms and potential intervention targets for Sophorae Flavescentis radix in managing bone metastasis of lung cancer based on network pharmacology and molecular docking techniques.
doi
10.21037/tcr-24-1947
pmid
39524998
authors array · 4 items
[0]
Yan Gao
[1]
Meng Wu
[2]
Syed A A Rizvi
[3]
Qiang Wei
journal
Translational cancer research
year
2024
abstract
Background: Lung cancer often metastasizes to the bone, which significantly complicates treatment and worsens patient prognosis. Thus, new therapeutic strategies need to be established. Using network pharmacology and bioinformatics analysis, this study sought to determine the molecular targets and associated mechanisms of the traditional Chinese medicine (TCM) Sophorae Flavescentis radix in the treatment of lung cancer bone metastasis. Methods: The active components of Sophorae Flavescentis radix were screened using the TCM Systems Pharmacology (TCMSP) platform based on drug-likeness and oral bioavailability. The target genes of these active compounds were obtained from the DrugBank database. Differentially expressed genes (DEGs) between primary and bone metastatic lung cancer samples were screened in the GSE175601 dataset from the Gene Expression Omnibus (GEO) database using GEO2R. The intersecting DEGs from both groups were used to construct a Venn diagram to identify the candidate target genes. The expression and prognostic relevance of these genes were validated in The Cancer Genome Atlas (TCGA) database. The GeneMania and Search Tool for Recurring Instances of Neighbouring Genes (STRING) databases were used to generate the protein-protein interaction networks. Molecular docking was performed using the PubChem, Protein Data Bank (PDB), and CB-DOCK2 databases. A Gene Set Enrichment Analysis (GSEA) was conducted to explore the possible mechanisms of action. Results: In the TCMSP database, 28 active compounds and 227 target genes of the Sophorae Flavescentis radix were identified. In total, 952 DEGs related to lung cancer bone metastasis were found in the GSE175601 dataset from the GEO database. Five common DEGs were identified via Venn diagram construction (i.e., F10, JUN, AKR1B1, MMP1, and CCND1). MMP1 was selected as the candidate gene. MMP1 was upregulated in lung cancer tissues, and patients with low MMP1 expression had better survival rates than those with high MMP1 expression (P<0.05). MMP1 has an affinity of -8.9 with luteolin. The GSEA results suggested that MMP1 might influence biological processes in lung cancer by participating in pathways such as chemokine signaling, apoptosis, Wingless/Integrated (Wnt) signaling, tumor protein p53-regulated cell cycle arrest, Hedgehog signaling, and mitogen-activated protein kinase signaling. Conclusions: Patients with lower MMP1 levels had prolonged overall survival and may serve as a novel predictive biomarker for lung cancer. Sophorae Flavescentis radix appears to exert therapeutic effects on lung cancer bone metastasis by inhibiting MMP1 expression and modulating the abnormal activation of the Wnt pathway. Our findings further extend the understanding of the pathogenic mechanisms and potential therapeutic interventions of Sophorae Flavescentis radix in lung cancer bone metastasis, providing a theoretical basis for clinical diagnosis and treatment research.
claims array · 3 items
[0] object · 6 fields
id
claim-method
statement
The Kaplan-Meier method and log-rank test were used to examine patient survival and conduct significance testing, respectively.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:39524998
locator
sections[10] "Statistical analysis" paragraph 2
quote
The Kaplan-Meier method and log-rank test were used to examine patient survival and conduct significance testing, respectively.
state
complete
[1] object · 6 fields
id
claim-data-access
statement
The DEGs of the primary and bone metastatic lung cancer tissue samples were obtained from the GSE175601 dataset in the Gene Expression Omnibus (GEO) database (https://www.ncbi.nlm.nih.gov/geo/).
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:39524998
locator
sections[5] "Screening of differentially expressed genes (DEGs)" paragraph 2
quote
The DEGs of the primary and bone metastatic lung cancer tissue samples were obtained from the GSE175601 dataset in the Gene Expression Omnibus (GEO) database (https://www.ncbi.nlm.nih.gov/geo/).
state
complete
[2] object · 6 fields
id
claim-target-result
statement
Sophorae Flavescentis radix appears to exert therapeutic effects on lung cancer bone metastasis by inhibiting MMP1 expression and modulating the abnormal activation of the Wnt pathway.
kind
qualitative
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:39524998
locator
sections[0] "Abstract" paragraph 4
quote
Sophorae Flavescentis radix appears to exert therapeutic effects on lung cancer bone metastasis by inhibiting MMP1 expression and modulating the abnormal activation of the Wnt pathway.
state
complete
gaps array · 0 items
experiment object · 8 fields
state
complete
objective
Sophorae Flavescentis radix appears to exert therapeutic effects on lung cancer bone metastasis by inhibiting MMP1 expression and modulating the abnormal activation of the Wnt pathway.
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:39524998
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:GSE175601
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:GSE175601
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:39524998
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.21037/tcr-24-1947
sha256
sha256:0e0ff4f35b6d7d2c22d645d94aa79dcca93d7639cc6df236025e0350d3393d80
bytes
30926
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.21037/tcr-24-1947
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
PMC11543056
source
europe_pmc_fulltext
coverage
whole_body
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:GSE175601
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=GSE175601
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE175601
version
null
note
The DEGs of the primary and bone metastatic lung cancer tissue samples were obtained from the GSE175601 dataset in the Gene Expression Omnibus (GEO) database (https://www.ncbi.nlm.nih.gov/geo/).
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The DEGs of the primary and bone metastatic lung cancer tissue samples were obtained from the GSE175601 dataset in the Gene Expression Omnibus (GEO) database (https://www.ncbi.nlm.nih.gov/geo/).
access_statement_kind
repository_route_statement
sample_accessions array · 6 items
[0]
GSM5342379
[1]
GSM5342380
[2]
GSM5342381
[3]
GSM5342382
[4]
GSM5342383
[5]
GSM5342384
sample_count
6
group_sizes
null
group_sizes_basis
null
platform
21185
taxon
Homo sapiens
title
Identification of differentially expressed genes using microarray analysis and COL6A1 induction of bone metastasis in non-small 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:GSE175601 not downloaded
[1]
asset:data:geo:GSE175601 licence not read
analysis object · 4 fields
state
complete
methods array · 3 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 method and log-rank test were used to examine patient survival and conduct significance testing, respectively.
[1] object · 10 fields
id
method-2
family
survival_analysis
specific
log_rank_test
label
Survival analysis
dsl_operations array · 1 item
[0]
logrank_test
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
time_to_event_with_censoring
evidence object · 3 fields
score
0.8
band
high
quote
log-rank
[2] object · 10 fields
id
method-3
family
network_analysis
specific
ppi_network
label
Network / pathway analysis
dsl_operations array · 3 items
[0]
build_graph
[1]
centrality_scores
[2]
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
protein-protein interaction
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]
GSE175601
resolved_accessions array · 1 item
[0]
GSE175601
statements array · 1 item
[0]
The DEGs of the primary and bone metastatic lung cancer tissue samples were obtained from the GSE175601 dataset in the Gene Expression Omnibus (GEO) database (https://www.ncbi.nlm.nih.gov/geo/).
basis
The paper names GSE175601 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:39524998
[1]
data:geo:GSE175601
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:GSE175601
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
2026-11-01T19:38:00Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
null
calls
5
usage object · 3 fields
prompt_tokens
9196
completion_tokens
1064
cached_tokens
264
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:39524998
type
paper
label
pmid:39524998
[1] object · 3 fields
id
source:pmid:39524998
type
manuscript
label
PMID 39524998 full text
[2] object · 3 fields
id
data:geo:GSE175601
type
dataset
label
GEO GSE175601
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:39524998
type
paper
label
pmid:39524998
[1] object · 3 fields
id
source:pmid:39524998
type
manuscript
label
PMID 39524998 full text
[2] object · 3 fields
id
data:geo:GSE175601
type
dataset
label
GEO GSE175601
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-39524998
type
extraction
used array · 1 item
[0]
source:pmid:39524998
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE175601
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE175601
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:39524998
parent_hash
sha256:c1502e3c4c66929bf5a7f5c7599fff6aabef12f9e49aa253f17ffaabe0027af8
fork_of
null
gaps array · 6 items
[0]
asset:data:geo:GSE175601 licence not read
[1]
asset:data:geo:GSE175601 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
apoptosis_assay
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.69
evidence array · 1 item
[0]
ing in pathways such as chemokine signaling, apoptosis, Wingless/Integrated (Wnt) signaling, tumor
order_basis
paper_text_order:2389
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 method and log-rank test were used to examine patient survival and conduct significance testing, respectively.
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:39524998", "kind": "science-record", "revision": 4, "content_hash": "sha256:fcd9f952f07b1734634d554e590d8dc18b7cbb27d33fe7ab2ebce2f3324fed9d", "created_at": "2026-11-01T20:29:47Z", "updated_at": "2026-11-01T22:55:35Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Exploring the key pathogenic mechanisms and potential intervention targets for Sophorae Flavescentis radix in managing bone metastasis of lung cancer based on network pharmacology and molecular docking techniques.", "doi": "10.21037/tcr-24-1947", "pmid": "39524998", "authors": ["Yan Gao", "Meng Wu", "Syed A A Rizvi", "Qiang Wei"], "journal": "Translational cancer research", "year": 2024, "abstract": "Background: Lung cancer often metastasizes to the bone, which significantly complicates treatment and worsens patient prognosis. Thus, new therapeutic strategies need to be established. Using network pharmacology and bioinformatics analysis, this study sought to determine the molecular targets and associated mechanisms of the traditional Chinese medicine (TCM) Sophorae Flavescentis radix in the treatment of lung cancer bone metastasis.\nMethods: The active components of Sophorae Flavescentis radix were screened using the TCM Systems Pharmacology (TCMSP) platform based on drug-likeness and oral bioavailability. The target genes of these active compounds were obtained from the DrugBank database. Differentially expressed genes (DEGs) between primary and bone metastatic lung cancer samples were screened in the GSE175601 dataset from the Gene Expression Omnibus (GEO) database using GEO2R. The intersecting DEGs from both groups were used to construct a Venn diagram to identify the candidate target genes. The expression and prognostic relevance of these genes were validated in The Cancer Genome Atlas (TCGA) database. The GeneMania and Search Tool for Recurring Instances of Neighbouring Genes (STRING) databases were used to generate the protein-protein interaction networks. Molecular docking was performed using the PubChem, Protein Data Bank (PDB), and CB-DOCK2 databases. A Gene Set Enrichment Analysis (GSEA) was conducted to explore the possible mechanisms of action.\nResults: In the TCMSP database, 28 active compounds and 227 target genes of the Sophorae Flavescentis radix were identified. In total, 952 DEGs related to lung cancer bone metastasis were found in the GSE175601 dataset from the GEO database. Five common DEGs were identified via Venn diagram construction (i.e., F10, JUN, AKR1B1, MMP1, and CCND1). MMP1 was selected as the candidate gene. MMP1 was upregulated in lung cancer tissues, and patients with low MMP1 expression had better survival rates than those with high MMP1 expression (P<0.05). MMP1 has an affinity of -8.9 with luteolin. The GSEA results suggested that MMP1 might influence biological processes in lung cancer by participating in pathways such as chemokine signaling, apoptosis, Wingless/Integrated (Wnt) signaling, tumor protein p53-regulated cell cycle arrest, Hedgehog signaling, and mitogen-activated protein kinase signaling.\nConclusions: Patients with lower MMP1 levels had prolonged overall survival and may serve as a novel predictive biomarker for lung cancer. Sophorae Flavescentis radix appears to exert therapeutic effects on lung cancer bone metastasis by inhibiting MMP1 expression and modulating the abnormal activation of the Wnt pathway. Our findings further extend the understanding of the pathogenic mechanisms and potential therapeutic interventions of Sophorae Flavescentis radix in lung cancer bone metastasis, providing a theoretical basis for clinical diagnosis and treatment research.", "claims": [{"id": "claim-method", "statement": "The Kaplan-Meier method and log-rank test were used to examine patient survival and conduct significance testing, respectively.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:39524998", "locator": "sections[10] \"Statistical analysis\" paragraph 2", "quote": "The Kaplan-Meier method and log-rank test were used to examine patient survival and conduct significance testing, respectively."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The DEGs of the primary and bone metastatic lung cancer tissue samples were obtained from the GSE175601 dataset in the Gene Expression Omnibus (GEO) database (https://www.ncbi.nlm.nih.gov/geo/).", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:39524998", "locator": "sections[5] \"Screening of differentially expressed genes (DEGs)\" paragraph 2", "quote": "The DEGs of the primary and bone metastatic lung cancer tissue samples were obtained from the GSE175601 dataset in the Gene Expression Omnibus (GEO) database (https://www.ncbi.nlm.nih.gov/geo/)."}], "state": "complete"}, {"id": "claim-target-result", "statement": "Sophorae Flavescentis radix appears to exert therapeutic effects on lung cancer bone metastasis by inhibiting MMP1 expression and modulating the abnormal activation of the Wnt pathway.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:39524998", "locator": "sections[0] \"Abstract\" paragraph 4", "quote": "Sophorae Flavescentis radix appears to exert therapeutic effects on lung cancer bone metastasis by inhibiting MMP1 expression and modulating the abnormal activation of the Wnt pathway."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "Sophorae Flavescentis radix appears to exert therapeutic effects on lung cancer bone metastasis by inhibiting MMP1 expression and modulating the abnormal activation of the Wnt pathway.", "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:39524998"], "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:GSE175601"], "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:GSE175601"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:39524998", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.21037/tcr-24-1947", "sha256": "sha256:0e0ff4f35b6d7d2c22d645d94aa79dcca93d7639cc6df236025e0350d3393d80", "bytes": 30926, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.21037/tcr-24-1947", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC11543056", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE175601", "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=GSE175601", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE175601", "version": null, "note": "The DEGs of the primary and bone metastatic lung cancer tissue samples were obtained from the GSE175601 dataset in the Gene Expression Omnibus (GEO) database (https://www.ncbi.nlm.nih.gov/geo/).", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The DEGs of the primary and bone metastatic lung cancer tissue samples were obtained from the GSE175601 dataset in the Gene Expression Omnibus (GEO) database (https://www.ncbi.nlm.nih.gov/geo/).", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM5342379", "GSM5342380", "GSM5342381", "GSM5342382", "GSM5342383", "GSM5342384"], "sample_count": 6, "group_sizes": null, "group_sizes_basis": null, "platform": "21185", "taxon": "Homo sapiens", "title": "Identification of differentially expressed genes using microarray analysis and COL6A1 induction of bone metastasis in non-small 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:GSE175601 not downloaded", "asset:data:geo:GSE175601 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 method and log-rank test were used to examine patient survival and conduct significance testing, respectively."}}, {"id": "method-2", "family": "survival_analysis", "specific": "log_rank_test", "label": "Survival analysis", "dsl_operations": ["logrank_test"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["time_to_event_with_censoring"], "evidence": {"score": 0.8, "band": "high", "quote": "log-rank"}}, {"id": "method-3", "family": "network_analysis", "specific": "ppi_network", "label": "Network / pathway analysis", "dsl_operations": ["build_graph", "centrality_scores", "pathway_enrich"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["edge_list"], "evidence": {"score": 0.7, "band": "medium", "quote": "protein-protein interaction"}}], "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": ["GSE175601"], "resolved_accessions": ["GSE175601"], "statements": ["The DEGs of the primary and bone metastatic lung cancer tissue samples were obtained from the GSE175601 dataset in the Gene Expression Omnibus (GEO) database (https://www.ncbi.nlm.nih.gov/geo/)."], "basis": "The paper names GSE175601 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:39524998", "data:geo:GSE175601"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE175601"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T19:38:00Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": null}, "calls": 5, "usage": {"prompt_tokens": 9196, "completion_tokens": 1064, "cached_tokens": 264}}, "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:39524998", "type": "paper", "label": "pmid:39524998"}, {"id": "source:pmid:39524998", "type": "manuscript", "label": "PMID 39524998 full text"}, {"id": "data:geo:GSE175601", "type": "dataset", "label": "GEO GSE175601"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:39524998", "type": "paper", "label": "pmid:39524998"}, {"id": "source:pmid:39524998", "type": "manuscript", "label": "PMID 39524998 full text"}, {"id": "data:geo:GSE175601", "type": "dataset", "label": "GEO GSE175601"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-39524998", "type": "extraction", "used": ["source:pmid:39524998"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE175601", "type": "accession_resolution", "used": ["data:geo:GSE175601"], "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:39524998", "parent_hash": "sha256:c1502e3c4c66929bf5a7f5c7599fff6aabef12f9e49aa253f17ffaabe0027af8", "fork_of": null, "generation": 3}, "gaps": ["asset:data:geo:GSE175601 licence not read", "asset:data:geo:GSE175601 not downloaded", "execution.not_run", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "data_generation", "definition_id": "apoptosis_assay", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.69, "evidence": ["ing in pathways such as chemokine signaling, apoptosis, Wingless/Integrated (Wnt) signaling, tumor"], "order_basis": "paper_text_order:2389", "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 method and log-rank test were used to examine patient survival and conduct significance testing, respectively."], "order_basis": "consumes_earlier_output", "id": "assay:2"}]}