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

pmid:35990840

Comprehensive Analysis Identifies COL1A1, COL3A1, and POSTN as Key Genes Associated with Brain Metastasis in Patients with Breast Cancer.

Weidan Wu · Linlin Zheng

Evidence-based complementary and alternative medicine : eCAM · 2022 doi:10.1155/2022/7812218

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:35990840
kind
science-record
content_hash
sha256:4e7ae0e5de0ac2cf17197640e0d6b4d0e08f2815fc149d61822e07ad30f20b9b
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T18:15:07Z
updated_at
2026-11-01T22:07:18Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
Comprehensive Analysis Identifies COL1A1, COL3A1, and POSTN as Key Genes Associated with Brain Metastasis in Patients with Breast Cancer.
doi
10.1155/2022/7812218
pmid
35990840
authors array · 2 items
[0]
Weidan Wu
[1]
Linlin Zheng
journal
Evidence-based complementary and alternative medicine : eCAM
year
2022
abstract
Objective: Brain metastasis (BM) is associated with a high mortality in patients with breast cancer (BC). Nevertheless, the molecular mechanisms of BM in BM remain uncertain. The study aims to identify the key genes in BC in relation to BM and to assess their prognostic value. Methods: Two microarray datasets GSE125989 and GSE100534 were downloaded from the Gene Expression Omnibus (GEO) database to identify differentially expressed genes (DEGs) between primary BC and BM samples. The function enrichment analysis and protein-protein interaction (PPI) network were performed. We mapped hub genes into the Kaplan-Meier database for their correlations with BC survival. Results: Venn diagram analysis showed an overlapped upregulated DEG and 18 overlapped downregulated ones between primary BC and BM samples. We constructed the PPI network, and top 5 hub genes were sorted out according to the node degree, including type I collagen α 1 chain (COL1A1), lumican (LUM), type III collagen α 1 chain (COL3A1), type V collagen α 2 chain (COL5A2), and periosteal protein (POSTN). The Kaplan-Meier database analysis found that COL1A1, COL3A1, and POSTN were significantly correlated with overall survival of BC patients. Conclusion: The study suggests that COL1A1, COL3A1, and POSTN may be key genes associated with BM in patients with BC.
claims array · 3 items
[0] object · 6 fields
id
claim-method
statement
To evaluate the prognostic values of 5 hub genes above identified in BC, we mapped them into the Kaplan–Meier database for their correlations with BC survival, with the log-rank test and a 95% hazard ratio (HR) calculated.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:35990840
locator
sections[12] "3.4. Prognostic Values of Hub Genes" paragraph 2
quote
To evaluate the prognostic values of 5 hub genes above identified in BC, we mapped them into the Kaplan–Meier database for their correlations with BC survival, with the log-rank test and a 95% hazard ratio (HR) calculated.
state
complete
[1] object · 6 fields
id
claim-data-access
statement
The data used to support the findings of this study are included within the article.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:35990840
locator
sections[14] "Data Availability" paragraph 2
quote
The data used to support the findings of this study are included within the article.
state
complete
[2] object · 6 fields
id
claim-target-result
statement
COL1A1, COL3A1, and POSTN expression was significantly associated with overall survival in breast cancer patients.
kind
qualitative
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:35990840
locator
sections[12] "3.4. Prognostic Values of Hub Genes" paragraph 2
quote
Among these 5 hub genes, we found the expressions of COL1A1 [HR= 0.72 (0.58–0.91), P=0.005], COL3A1 [HR= 1.28 (1.02–1.6), P=0.031], and POSTN (HR= 0.75 (0.6–0.94), P=0.031) were significantly correlated with overall survival of BC patients (Figure 4), while the expressions of LUM [HR= 0.82 (0.66–1.03), P=0.084] and COL5A2 [HR= 0.95 (0.76–1.19), P=0.66] were not.
state
complete
gaps array · 0 items
experiment object · 8 fields
state
complete
objective
COL1A1, COL3A1, and POSTN expression was significantly associated with overall survival in breast cancer patients.
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:35990840
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:GSE100534
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 · 1 field
hazard_ratio
th calculation of a 95% hazard ratio
inputs array · 1 item
[0]
data:geo:GSE100534
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 · 3 items
[0] object · 15 fields
id
source:pmid:35990840
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.1155/2022/7812218
sha256
sha256:7462460d56a6bf7707deeda232edc632211c10b998156c524bdc5df4ee8dbeaa
bytes
16491
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.1155/2022/7812218
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
PMC9391117
source
europe_pmc_fulltext
coverage
whole_body_without_references
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:GSE100534
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=GSE100534
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE100534
version
null
note
The data used to support the findings of this study are included within the article.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The data used to support the findings of this study are included within the article.
access_statement_kind
data_availability_statement
sample_accessions array · 35 items
[0]
GSM2686102
[1]
GSM2686103
[2]
GSM2686104
[3]
GSM2686105
[4]
GSM2686106
[5]
GSM2686107
[6]
GSM2686108
[7]
GSM2686109
[8]
GSM2686110
[9]
GSM2686111
[10]
GSM2686112
[11]
GSM2686113
[12]
GSM2686114
[13]
GSM2686115
[14]
GSM2686116
[15]
GSM2686117
[16]
GSM2686118
[17]
GSM2686119
[18]
GSM2686120
[19]
GSM2686121
[20]
GSM2686122
[21]
GSM2686123
[22]
GSM2686124
[23]
GSM2686125
[24]
GSM2686126
[25]
GSM2686127
[26]
GSM2686128
[27]
GSM2686129
[28]
GSM2686130
[29]
GSM2686131
[30]
GSM2686132
[31]
GSM2686133
[32]
GSM2686134
[33]
GSM2686135
[34]
GSM2686136
sample_count
35
group_sizes
null
group_sizes_basis
null
platform
6244
taxon
Homo sapiens
title
Expression profiling in breast cancer brain metastases compared to breast cancers and primary brain tumors
resolution_checked_at
2026-11-01T18:06:43Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[2] object · 15 fields
id
data:geo:GSE125989
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=GSE125989
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE125989
version
null
note
The data used to support the findings of this study are included within the article.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The data used to support the findings of this study are included within the article.
access_statement_kind
data_availability_statement
sample_accessions array · 32 items
[0]
GSM3587381
[1]
GSM3587382
[2]
GSM3587383
[3]
GSM3587384
[4]
GSM3587385
[5]
GSM3587386
[6]
GSM3587387
[7]
GSM3587388
[8]
GSM3587389
[9]
GSM3587390
[10]
GSM3587391
[11]
GSM3587392
[12]
GSM3587393
[13]
GSM3587394
[14]
GSM3587395
[15]
GSM3587396
[16]
GSM3587397
[17]
GSM3587398
[18]
GSM3587399
[19]
GSM3587400
[20]
GSM3587401
[21]
GSM3587402
[22]
GSM3587403
[23]
GSM3587404
[24]
GSM3587405
[25]
GSM3587406
[26]
GSM3587407
[27]
GSM3587408
[28]
GSM3587409
[29]
GSM3587410
[30]
GSM3587411
[31]
GSM3587412
sample_count
32
group_sizes
null
group_sizes_basis
null
platform
571
taxon
Homo sapiens
title
Prinary breast cancers and brain metastasis
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 · 4 items
[0]
asset:data:geo:GSE100534 not downloaded
[1]
asset:data:geo:GSE100534 licence not read
[2]
asset:data:geo:GSE125989 not downloaded
[3]
asset:data:geo:GSE125989 licence not read
analysis object · 4 fields
state
complete
methods array · 3 items
[0] object · 10 fields
id
method-1
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 · 1 field
hazard_ratio
th calculation of a 95% hazard ratio
data_shapes array · 1 item
[0]
time_to_event_with_censoring
evidence object · 3 fields
score
1
band
verbatim
quote
To evaluate the prognostic values of 5 hub genes above identified in BC, we mapped them into the Kaplan–Meier database for their correlations with BC survival, with the log-rank test and a 95% hazard ratio (HR) calculated.
[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
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]
logrank_test
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: log_rank_test.
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 · 2 items
[0]
GSE125989
[1]
GSE100534
resolved_accessions array · 2 items
[0]
GSE125989
[1]
GSE100534
statements array · 1 item
[0]
The data used to support the findings of this study are included within the article.
basis
The paper names GSE125989, GSE100534 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]
logrank_test
assets array · 2 items
[0]
source:pmid:35990840
[1]
data:geo:GSE100534
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:GSE100534
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
2026-11-01T18:00:41Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
5
usage object · 3 fields
prompt_tokens
6057
completion_tokens
1307
cached_tokens
188
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:35990840
type
paper
label
pmid:35990840
[1] object · 3 fields
id
source:pmid:35990840
type
manuscript
label
PMID 35990840 full text
[2] object · 3 fields
id
data:geo:GSE100534
type
dataset
label
GEO GSE100534
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:35990840
type
paper
label
pmid:35990840
[1] object · 3 fields
id
source:pmid:35990840
type
manuscript
label
PMID 35990840 full text
[2] object · 3 fields
id
data:geo:GSE100534
type
dataset
label
GEO GSE100534
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-35990840
type
extraction
used array · 1 item
[0]
source:pmid:35990840
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE100534
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE100534
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:35990840
parent_hash
sha256:9927fc4183ae1f895623a007de75f7c852bbd998b6614e70d2fa1f5bd875909e
fork_of
null
gaps array · 8 items
[0]
asset:data:geo:GSE100534 licence not read
[1]
asset:data:geo:GSE100534 not downloaded
[2]
asset:data:geo:GSE125989 licence not read
[3]
asset:data:geo:GSE125989 not downloaded
[4]
execution.not_run
[5]
review.human_critique
[6]
review.independent_reader
[7]
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]
assess their prognostic value. Methods: Two microarray datasets GSE125989 and GSE100534 were downlo
order_basis
paper_text_order:385
id
assay:1
[1] object · 11 fields
role
analysis
definition_id
survival_analysis
definition_version
f2132e96ae6c7a4e
required_operations array · 1 item
[0]
logrank_test
support_state
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
To evaluate the prognostic values of 5 hub genes above identified in BC, we mapped them into the Kaplan–Meier database for their correlations with BC survival, with the log-rank test and a 95% hazard ratio (HR) calculated.
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:35990840", "kind": "science-record", "revision": 4, "content_hash": "sha256:4e7ae0e5de0ac2cf17197640e0d6b4d0e08f2815fc149d61822e07ad30f20b9b", "created_at": "2026-11-01T18:15:07Z", "updated_at": "2026-11-01T22:07:18Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Comprehensive Analysis Identifies COL1A1, COL3A1, and POSTN as Key Genes Associated with Brain Metastasis in Patients with Breast Cancer.", "doi": "10.1155/2022/7812218", "pmid": "35990840", "authors": ["Weidan Wu", "Linlin Zheng"], "journal": "Evidence-based complementary and alternative medicine : eCAM", "year": 2022, "abstract": "Objective: Brain metastasis (BM) is associated with a high mortality in patients with breast cancer (BC). Nevertheless, the molecular mechanisms of BM in BM remain uncertain. The study aims to identify the key genes in BC in relation to BM and to assess their prognostic value.\nMethods: Two microarray datasets GSE125989 and GSE100534 were downloaded from the Gene Expression Omnibus (GEO) database to identify differentially expressed genes (DEGs) between primary BC and BM samples. The function enrichment analysis and protein-protein interaction (PPI) network were performed. We mapped hub genes into the Kaplan-Meier database for their correlations with BC survival.\nResults: Venn diagram analysis showed an overlapped upregulated DEG and 18 overlapped downregulated ones between primary BC and BM samples. We constructed the PPI network, and top 5 hub genes were sorted out according to the node degree, including type I collagen α 1 chain (COL1A1), lumican (LUM), type III collagen α 1 chain (COL3A1), type V collagen α 2 chain (COL5A2), and periosteal protein (POSTN). The Kaplan-Meier database analysis found that COL1A1, COL3A1, and POSTN were significantly correlated with overall survival of BC patients.\nConclusion: The study suggests that COL1A1, COL3A1, and POSTN may be key genes associated with BM in patients with BC.", "claims": [{"id": "claim-method", "statement": "To evaluate the prognostic values of 5 hub genes above identified in BC, we mapped them into the Kaplan–Meier database for their correlations with BC survival, with the log-rank test and a 95% hazard ratio (HR) calculated.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:35990840", "locator": "sections[12] \"3.4. Prognostic Values of Hub Genes\" paragraph 2", "quote": "To evaluate the prognostic values of 5 hub genes above identified in BC, we mapped them into the Kaplan–Meier database for their correlations with BC survival, with the log-rank test and a 95% hazard ratio (HR) calculated."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The data used to support the findings of this study are included within the article.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:35990840", "locator": "sections[14] \"Data Availability\" paragraph 2", "quote": "The data used to support the findings of this study are included within the article."}], "state": "complete"}, {"id": "claim-target-result", "statement": "COL1A1, COL3A1, and POSTN expression was significantly associated with overall survival in breast cancer patients.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:35990840", "locator": "sections[12] \"3.4. Prognostic Values of Hub Genes\" paragraph 2", "quote": "Among these 5 hub genes, we found the expressions of COL1A1 [HR= 0.72 (0.58–0.91), P=0.005], COL3A1 [HR= 1.28 (1.02–1.6), P=0.031], and POSTN (HR= 0.75 (0.6–0.94), P=0.031) were significantly correlated with overall survival of BC patients (Figure 4), while the expressions of LUM [HR= 0.82 (0.66–1.03), P=0.084] and COL5A2 [HR= 0.95 (0.76–1.19), P=0.66] were not."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "COL1A1, COL3A1, and POSTN expression was significantly associated with overall survival in breast cancer patients.", "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:35990840"], "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:GSE100534"], "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": {"hazard_ratio": "th calculation of a 95% hazard ratio"}, "inputs": ["data:geo:GSE100534"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:35990840", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1155/2022/7812218", "sha256": "sha256:7462460d56a6bf7707deeda232edc632211c10b998156c524bdc5df4ee8dbeaa", "bytes": 16491, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1155/2022/7812218", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC9391117", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE100534", "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=GSE100534", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE100534", "version": null, "note": "The data used to support the findings of this study are included within the article.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The data used to support the findings of this study are included within the article.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM2686102", "GSM2686103", "GSM2686104", "GSM2686105", "GSM2686106", "GSM2686107", "GSM2686108", "GSM2686109", "GSM2686110", "GSM2686111", "GSM2686112", "GSM2686113", "GSM2686114", "GSM2686115", "GSM2686116", "GSM2686117", "GSM2686118", "GSM2686119", "GSM2686120", "GSM2686121", "GSM2686122", "GSM2686123", "GSM2686124", "GSM2686125", "GSM2686126", "GSM2686127", "GSM2686128", "GSM2686129", "GSM2686130", "GSM2686131", "GSM2686132", "GSM2686133", "GSM2686134", "GSM2686135", "GSM2686136"], "sample_count": 35, "group_sizes": null, "group_sizes_basis": null, "platform": "6244", "taxon": "Homo sapiens", "title": "Expression profiling in breast cancer brain metastases compared to breast cancers and primary brain tumors", "resolution_checked_at": "2026-11-01T18:06:43Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE125989", "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=GSE125989", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE125989", "version": null, "note": "The data used to support the findings of this study are included within the article.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The data used to support the findings of this study are included within the article.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM3587381", "GSM3587382", "GSM3587383", "GSM3587384", "GSM3587385", "GSM3587386", "GSM3587387", "GSM3587388", "GSM3587389", "GSM3587390", "GSM3587391", "GSM3587392", "GSM3587393", "GSM3587394", "GSM3587395", "GSM3587396", "GSM3587397", "GSM3587398", "GSM3587399", "GSM3587400", "GSM3587401", "GSM3587402", "GSM3587403", "GSM3587404", "GSM3587405", "GSM3587406", "GSM3587407", "GSM3587408", "GSM3587409", "GSM3587410", "GSM3587411", "GSM3587412"], "sample_count": 32, "group_sizes": null, "group_sizes_basis": null, "platform": "571", "taxon": "Homo sapiens", "title": "Prinary breast cancers and brain metastasis", "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:GSE100534 not downloaded", "asset:data:geo:GSE100534 licence not read", "asset:data:geo:GSE125989 not downloaded", "asset:data:geo:GSE125989 licence not read"]}, "analysis": {"state": "complete", "methods": [{"id": "method-1", "family": "survival_analysis", "specific": "log_rank_test", "label": "Survival analysis", "dsl_operations": ["logrank_test"], "missing_operations": [], "expressible": true, "parameters": {"hazard_ratio": "th calculation of a 95% hazard ratio"}, "data_shapes": ["time_to_event_with_censoring"], "evidence": {"score": 1.0, "band": "verbatim", "quote": "To evaluate the prognostic values of 5 hub genes above identified in BC, we mapped them into the Kaplan–Meier database for their correlations with BC survival, with the log-rank test and a 95% hazard ratio (HR) calculated."}}, {"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": "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": ["logrank_test"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: log_rank_test."}, "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": ["GSE125989", "GSE100534"], "resolved_accessions": ["GSE125989", "GSE100534"], "statements": ["The data used to support the findings of this study are included within the article."], "basis": "The paper names GSE125989, GSE100534 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": ["logrank_test"], "assets": ["source:pmid:35990840", "data:geo:GSE100534"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE100534"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T18:00:41Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 6057, "completion_tokens": 1307, "cached_tokens": 188}}, "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:35990840", "type": "paper", "label": "pmid:35990840"}, {"id": "source:pmid:35990840", "type": "manuscript", "label": "PMID 35990840 full text"}, {"id": "data:geo:GSE100534", "type": "dataset", "label": "GEO GSE100534"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:35990840", "type": "paper", "label": "pmid:35990840"}, {"id": "source:pmid:35990840", "type": "manuscript", "label": "PMID 35990840 full text"}, {"id": "data:geo:GSE100534", "type": "dataset", "label": "GEO GSE100534"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-35990840", "type": "extraction", "used": ["source:pmid:35990840"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE100534", "type": "accession_resolution", "used": ["data:geo:GSE100534"], "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:35990840", "parent_hash": "sha256:9927fc4183ae1f895623a007de75f7c852bbd998b6614e70d2fa1f5bd875909e", "fork_of": null, "generation": 3}, "gaps": ["asset:data:geo:GSE100534 licence not read", "asset:data:geo:GSE100534 not downloaded", "asset:data:geo:GSE125989 licence not read", "asset:data:geo:GSE125989 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": ["assess their prognostic value. Methods: Two microarray datasets GSE125989 and GSE100534 were downlo"], "order_basis": "paper_text_order:385", "id": "assay:1"}, {"role": "analysis", "definition_id": "survival_analysis", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["logrank_test"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 1.0, "evidence": ["To evaluate the prognostic values of 5 hub genes above identified in BC, we mapped them into the Kaplan–Meier database for their correlations with BC survival, with the log-rank test and a 95% hazard ratio (HR) calculated."], "order_basis": "consumes_earlier_output", "id": "assay:2"}]}