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

pmid:33968738

Identification of VWF as a Novel Biomarker in Lung Adenocarcinoma by Comprehensive Analysis.

Yi He · Ruijie Liu · Mei Yang · Wu Bi · Liuyin Zhou · Sai Zhang · Jin Jin · Xujun Liang · Pengfei Zhang

Frontiers in oncology · 2021 doi:10.3389/fonc.2021.639600

Paper

complete

Experiment

complete

Data

partial

Analysis

partial

Execution

absent

Execution evidence has not yet been added to this .science file. Explore its methods, data and open questions to plan the next step.
Record details sci_version · id · kind · revision · content_hash · schema · created_at · updated_at · generator
id
pmid:33968738
kind
science-record
content_hash
sha256:4c6df5c58c34527ebe52fada9638d0af2fe673fc843ca0c6a42073cdbe05409b
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T15:41:34Z
updated_at
2026-11-01T22:03:43Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
Identification of VWF as a Novel Biomarker in Lung Adenocarcinoma by Comprehensive Analysis.
doi
10.3389/fonc.2021.639600
pmid
33968738
authors array · 9 items
[0]
Yi He
[1]
Ruijie Liu
[2]
Mei Yang
[3]
Wu Bi
[4]
Liuyin Zhou
[5]
Sai Zhang
[6]
Jin Jin
[7]
Xujun Liang
[8]
Pengfei Zhang
journal
Frontiers in oncology
year
2021
abstract
Lung adenocarcinoma (LUAD) is one of the most malignant tumors with high morbidity and mortality worldwide due to the lack of reliable methods for early diagnosis and effective treatment. It's imperative to study the mechanism of its development and explore new biomarkers for early detection of LUAD. In this study, the Gene Expression Omnibus (GEO) dataset GSE43458 and The Cancer Genome Atlas (TCGA) were used to explore the differential co-expressed genes between LUAD and normal samples. Three hundred sixity-six co-expressed genes were identified by differential gene expression analysis and Weighted Gene Co-expression Network Analysis (WGCNA) method. Those genes were mainly enriched in ameboidal-type cell migration (biological process), collagen-containing extracellular matrix (cell component), and extracellular matrix structure constituent (molecular function). The protein-protein network (PPI) was constructed and 10 hub genes were identified, including IL6, VWF, CDH5, PECAM1, EDN1, BDNF, CAV1, SPP1, TEK, and SELE. The expression level of hub genes was validated in the GEPIA database, compared with normal tissues, VWF is lowly expressed and SPP1 is upregulated in LUAD tissues. The survival analysis showed increased expression of SPP1 indicated unfavorable prognosis whereas high expression of VWF suggested favorable prognosis in LUAD (p < 0.05). Based on the immune infiltration analysis, the relationship between SPP1 and VWF expression and macrophage, neutrophil, and dendritic cell infiltration was weak in LUAD. Quantitative real-time PCR (qRT-PCR) and western blotting were used to validate the expression of VWF and SPP1 in normal human bronchial epithelial (HBE) cell and three LUAD cell lines, H1299, H1975, and A549. Immunohistochemistry (IHC) was further performed to detect the expression of VWF in 10 cases LUAD samples and matched normal tissues. In summary, the data suggest that VWF is a potential novel biomarker for prognosis of LUAD.
claims array · 2 items
[0] object · 6 fields
id
claim-method
statement
The gene with the Log-rank test p < 0.05 was considered statistically significant.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:33968738
locator
sections[8] "Expression Level and Prognostic Value of Hub Genes" paragraph 2
quote
The gene with the Log-rank test p < 0.05 was considered statistically significant.
state
complete
[1] object · 6 fields
id
claim-data-access
statement
Publicly available datasets were analyzed in this study. This data can be found here: https://portal.gdc.cancer.gov/ and https://www.ncbi.nlm.nih.gov/gds.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:33968738
locator
sections[21] "Data Availability Statement" paragraph 2
quote
Publicly available datasets were analyzed in this study. This data can be found here: https://portal.gdc.cancer.gov/ and https://www.ncbi.nlm.nih.gov/gds.
state
complete
gaps array · 0 items
experiment object · 8 fields
state
complete
objective
null
steps array · 3 items
[0] object · 13 fields
id
read_published_estimate
order
1
name
Read the published estimate from the source
kind
other
state
complete
blocked_on
null
description
The claim, method and evidence span published with the source article.
parameters object · 0 fields
inputs array · 1 item
[0]
source:pmid:33968738
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:GSE43458
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:GSE43458
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:33968738
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.3389/fonc.2021.639600
sha256
sha256:cd8a444425c4a9e180534e617c60768a8d3beaee6cca04cb6fda261a724bf505
bytes
40173
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.3389/fonc.2021.639600
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
PMC8100660
source
europe_pmc_fulltext
coverage
whole_body
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:GSE43458
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=GSE43458
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE43458
version
null
note
Publicly available datasets were analyzed in this study. This data can be found here: https://portal.gdc.cancer.gov/ and https://www.ncbi.nlm.nih.gov/gds.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
Publicly available datasets were analyzed in this study. This data can be found here: https://portal.gdc.cancer.gov/ and https://www.ncbi.nlm.nih.gov/gds.
access_statement_kind
data_availability_statement
sample_accessions array · 110 items
[0]
GSM1062765
[1]
GSM1062766
[2]
GSM1062767
[3]
GSM1062768
[4]
GSM1062769
[5]
GSM1062770
[6]
GSM1062771
[7]
GSM1062772
[8]
GSM1062773
[9]
GSM1062774
[10]
GSM1062775
[11]
GSM1062776
[12]
GSM1062777
[13]
GSM1062778
[14]
GSM1062779
[15]
GSM1062780
[16]
GSM1062781
[17]
GSM1062782
[18]
GSM1062783
[19]
GSM1062784
[20]
GSM1062785
[21]
GSM1062786
[22]
GSM1062787
[23]
GSM1062788
[24]
GSM1062789
[25]
GSM1062790
[26]
GSM1062791
[27]
GSM1062792
[28]
GSM1062793
[29]
GSM1062794
[30]
GSM1062795
[31]
GSM1062796
[32]
GSM1062797
[33]
GSM1062798
[34]
GSM1062799
[35]
GSM1062800
[36]
GSM1062801
[37]
GSM1062802
[38]
GSM1062803
[39]
GSM1062804
[40]
GSM1062805
[41]
GSM1062806
[42]
GSM1062807
[43]
GSM1062808
[44]
GSM1062809
[45]
GSM1062810
[46]
GSM1062811
[47]
GSM1062812
[48]
GSM1062813
[49]
GSM1062814
[50]
GSM1062815
[51]
GSM1062816
[52]
GSM1062817
[53]
GSM1062818
[54]
GSM1062819
[55]
GSM1062820
[56]
GSM1062821
[57]
GSM1062822
[58]
GSM1062823
[59]
GSM1062824
[60]
GSM1062825
[61]
GSM1062826
[62]
GSM1062827
[63]
GSM1062828
[64]
GSM1062829
[65]
GSM1062830
[66]
GSM1062831
[67]
GSM1062832
[68]
GSM1062833
[69]
GSM1062834
[70]
GSM1062835
[71]
GSM1062836
[72]
GSM1062837
[73]
GSM1062838
[74]
GSM1062839
[75]
GSM1062840
[76]
GSM1062841
[77]
GSM1062842
[78]
GSM1062843
[79]
GSM1062844
[80]
GSM1062845
[81]
GSM1062846
[82]
GSM1062847
[83]
GSM1062848
[84]
GSM1062849
[85]
GSM1062850
[86]
GSM1062851
[87]
GSM1062852
[88]
GSM1062853
[89]
GSM1062854
[90]
GSM1062855
[91]
GSM1062856
[92]
GSM1062857
[93]
GSM1062858
[94]
GSM1062859
[95]
GSM1062860
[96]
GSM1062861
[97]
GSM1062862
[98]
GSM1062863
[99]
GSM1062864
[100]
GSM1062865
[101]
GSM1062866
[102]
GSM1062867
[103]
GSM1062868
[104]
GSM1062869
[105]
GSM1062870
[106]
GSM1062871
[107]
GSM1062872
[108]
GSM1062873
[109]
GSM1062874
sample_count
110
group_sizes
null
group_sizes_basis
null
platform
6244
taxon
Homo sapiens
title
Gene expression profiling of lung adenocarcinomas and normal lung tissue
resolution_checked_at
2026-11-01T15:39:54Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
gaps array · 2 items
[0]
asset:data:geo:GSE43458 not downloaded
[1]
asset:data:geo:GSE43458 licence not read
analysis object · 4 fields
state
partial
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 · 0 fields
data_shapes array · 1 item
[0]
time_to_event_with_censoring
evidence object · 3 fields
score
1
band
verbatim
quote
The gene with the Log-rank test p < 0.05 was considered statistically significant.
[1] object · 10 fields
id
method-2
family
group_comparison
specific
wilcoxon
label
Group comparison
dsl_operations array · 0 items
missing_operations array · 1 item
[0]
group_comparison_wilcoxon
expressible
false
parameters object · 0 fields
data_shapes array · 1 item
[0]
two_or_more_groups_continuous
evidence object · 3 fields
score
0.8
band
high
quote
Wilcoxon
[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
PPI
targets array · 0 items
gaps array · 1 item
[0]
method.reader_differs_from_extractor
capability object · 3 fields
state
complete
requirements array · 1 item
[0] object · 6 fields
capability_id
capability:computational_analysis
label
Computational analysis platform
assay_families array · 9 items
[0]
meta_analysis
[1]
machine_learning
[2]
survival_analysis
[3]
statistical_regression
[4]
pca
[5]
molecular_docking
[6]
network_analysis
[7]
differential_expression
[8]
gwas
candidate
Automated Assays Laravel application and simulated adapters
gaps array · 0 items
readiness object · 8 fields
state
complete
tier
R1
blocked_on
nothing:replicable_now
axes object · 3 fields
method object · 5 fields
tier
R1
expressible
true
required_operations array · 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 · 1 item
[0]
GSE43458
resolved_accessions array · 1 item
[0]
GSE43458
statements array · 1 item
[0]
Publicly available datasets were analyzed in this study. This data can be found here: https://portal.gdc.cancer.gov/ and https://www.ncbi.nlm.nih.gov/gds.
basis
The paper names GSE43458 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:33968738
[1]
data:geo:GSE43458
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:GSE43458
gaps array · 0 items
review object · 5 fields
state
partial
machine_critique object · 5 fields
kind
extraction_review
reader object · 5 fields
model
MiniMax-M3.1-Flash
provider
minimax
provider_family
minimax
read_at
2026-10-31T18:30:03Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
3
usage object · 3 fields
prompt_tokens
33577
completion_tokens
1185
cached_tokens
784
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:33968738
type
paper
label
pmid:33968738
[1] object · 3 fields
id
source:pmid:33968738
type
manuscript
label
PMID 33968738 full text
[2] object · 3 fields
id
data:geo:GSE43458
type
dataset
label
GEO GSE43458
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:33968738
type
paper
label
pmid:33968738
[1] object · 3 fields
id
source:pmid:33968738
type
manuscript
label
PMID 33968738 full text
[2] object · 3 fields
id
data:geo:GSE43458
type
dataset
label
GEO GSE43458
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-33968738
type
extraction
used array · 1 item
[0]
source:pmid:33968738
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE43458
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE43458
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:33968738
parent_hash
sha256:8ca8ea257c96665c0003466cb6e3871cb5e342d38aa87e1d0556dfef68ef9027
fork_of
null
gaps array · 7 items
[0]
asset:data:geo:GSE43458 licence not read
[1]
asset:data:geo:GSE43458 not downloaded
[2]
execution.not_run
[3]
method.reader_differs_from_extractor
[4]
review.human_critique
[5]
review.independent_reader
[6]
review.machine_critique
assays array · 5 items
[0] object · 11 fields
role
data_generation
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.93
evidence array · 1 item
[0]
infiltration was weak in LUAD. Quantitative real-time PCR (qRT-PCR) and western blotting were used to
order_basis
paper_text_order:1600
id
assay:1
[1] object · 11 fields
role
data_generation
definition_id
western_blot
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]
AD. Quantitative real-time PCR (qRT-PCR) and western blotting were used to validate the expression of VWF
order_basis
paper_text_order:1627
id
assay:2
[2] object · 11 fields
role
data_generation
definition_id
cell_culture
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.99
evidence array · 3 items
[0]
and three LUAD cell lines, H1299, H1975, and A549. Immunohistochemistry (IHC) was further perf
[1]
laboratory. HBE served as control. All cells cultured in RPML-1640 medium (Gibco, USA) with 10% fetal
[2]
lture The LUAD cell lines (H1299, H1975, and A549) were purchased from Chinese Academy of Scie
order_basis
paper_text_order:1790
id
assay:3
[3] object · 11 fields
role
data_generation
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.99
evidence array · 2 items
[0]
ree LUAD cell lines, H1299, H1975, and A549. Immunohistochemistry (IHC) was further performed to detect the ex
[1]
1299, H1975, and A549. Immunohistochemistry (IHC) was further performed to detect the express
order_basis
paper_text_order:1796
id
assay:4
[4] 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]
The gene with the Log-rank test p < 0.05 was considered statistically significant.
order_basis
consumes_earlier_output
id
assay:5
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:33968738", "kind": "science-record", "revision": 7, "content_hash": "sha256:4c6df5c58c34527ebe52fada9638d0af2fe673fc843ca0c6a42073cdbe05409b", "created_at": "2026-11-01T15:41:34Z", "updated_at": "2026-11-01T22:03:43Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Identification of VWF as a Novel Biomarker in Lung Adenocarcinoma by Comprehensive Analysis.", "doi": "10.3389/fonc.2021.639600", "pmid": "33968738", "authors": ["Yi He", "Ruijie Liu", "Mei Yang", "Wu Bi", "Liuyin Zhou", "Sai Zhang", "Jin Jin", "Xujun Liang", "Pengfei Zhang"], "journal": "Frontiers in oncology", "year": 2021, "abstract": "Lung adenocarcinoma (LUAD) is one of the most malignant tumors with high morbidity and mortality worldwide due to the lack of reliable methods for early diagnosis and effective treatment. It's imperative to study the mechanism of its development and explore new biomarkers for early detection of LUAD. In this study, the Gene Expression Omnibus (GEO) dataset GSE43458 and The Cancer Genome Atlas (TCGA) were used to explore the differential co-expressed genes between LUAD and normal samples. Three hundred sixity-six co-expressed genes were identified by differential gene expression analysis and Weighted Gene Co-expression Network Analysis (WGCNA) method. Those genes were mainly enriched in ameboidal-type cell migration (biological process), collagen-containing extracellular matrix (cell component), and extracellular matrix structure constituent (molecular function). The protein-protein network (PPI) was constructed and 10 hub genes were identified, including IL6, VWF, CDH5, PECAM1, EDN1, BDNF, CAV1, SPP1, TEK, and SELE. The expression level of hub genes was validated in the GEPIA database, compared with normal tissues, VWF is lowly expressed and SPP1 is upregulated in LUAD tissues. The survival analysis showed increased expression of SPP1 indicated unfavorable prognosis whereas high expression of VWF suggested favorable prognosis in LUAD (p < 0.05). Based on the immune infiltration analysis, the relationship between SPP1 and VWF expression and macrophage, neutrophil, and dendritic cell infiltration was weak in LUAD. Quantitative real-time PCR (qRT-PCR) and western blotting were used to validate the expression of VWF and SPP1 in normal human bronchial epithelial (HBE) cell and three LUAD cell lines, H1299, H1975, and A549. Immunohistochemistry (IHC) was further performed to detect the expression of VWF in 10 cases LUAD samples and matched normal tissues. In summary, the data suggest that VWF is a potential novel biomarker for prognosis of LUAD.", "claims": [{"id": "claim-method", "statement": "The gene with the Log-rank test p < 0.05 was considered statistically significant.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:33968738", "locator": "sections[8] \"Expression Level and Prognostic Value of Hub Genes\" paragraph 2", "quote": "The gene with the Log-rank test p < 0.05 was considered statistically significant."}], "state": "complete"}, {"id": "claim-data-access", "statement": "Publicly available datasets were analyzed in this study. This data can be found here: https://portal.gdc.cancer.gov/ and https://www.ncbi.nlm.nih.gov/gds.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:33968738", "locator": "sections[21] \"Data Availability Statement\" paragraph 2", "quote": "Publicly available datasets were analyzed in this study. This data can be found here: https://portal.gdc.cancer.gov/ and https://www.ncbi.nlm.nih.gov/gds."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": null, "steps": [{"id": "read_published_estimate", "order": 1, "name": "Read the published estimate from the source", "kind": "other", "state": "complete", "blocked_on": null, "description": "The claim, method and evidence span published with the source article.", "duration_hours": null, "parameters": {}, "inputs": ["source:pmid:33968738"], "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:GSE43458"], "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:GSE43458"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:33968738", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.3389/fonc.2021.639600", "sha256": "sha256:cd8a444425c4a9e180534e617c60768a8d3beaee6cca04cb6fda261a724bf505", "bytes": 40173, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.3389/fonc.2021.639600", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC8100660", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE43458", "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=GSE43458", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE43458", "version": null, "note": "Publicly available datasets were analyzed in this study. This data can be found here: https://portal.gdc.cancer.gov/ and https://www.ncbi.nlm.nih.gov/gds.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Publicly available datasets were analyzed in this study. This data can be found here: https://portal.gdc.cancer.gov/ and https://www.ncbi.nlm.nih.gov/gds.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM1062765", "GSM1062766", "GSM1062767", "GSM1062768", "GSM1062769", "GSM1062770", "GSM1062771", "GSM1062772", "GSM1062773", "GSM1062774", "GSM1062775", "GSM1062776", "GSM1062777", "GSM1062778", "GSM1062779", "GSM1062780", "GSM1062781", "GSM1062782", "GSM1062783", "GSM1062784", "GSM1062785", "GSM1062786", "GSM1062787", "GSM1062788", "GSM1062789", "GSM1062790", "GSM1062791", "GSM1062792", "GSM1062793", "GSM1062794", "GSM1062795", "GSM1062796", "GSM1062797", "GSM1062798", "GSM1062799", "GSM1062800", "GSM1062801", "GSM1062802", "GSM1062803", "GSM1062804", "GSM1062805", "GSM1062806", "GSM1062807", "GSM1062808", "GSM1062809", "GSM1062810", "GSM1062811", "GSM1062812", "GSM1062813", "GSM1062814", "GSM1062815", "GSM1062816", "GSM1062817", "GSM1062818", "GSM1062819", "GSM1062820", "GSM1062821", "GSM1062822", "GSM1062823", "GSM1062824", "GSM1062825", "GSM1062826", "GSM1062827", "GSM1062828", "GSM1062829", "GSM1062830", "GSM1062831", "GSM1062832", "GSM1062833", "GSM1062834", "GSM1062835", "GSM1062836", "GSM1062837", "GSM1062838", "GSM1062839", "GSM1062840", "GSM1062841", "GSM1062842", "GSM1062843", "GSM1062844", "GSM1062845", "GSM1062846", "GSM1062847", "GSM1062848", "GSM1062849", "GSM1062850", "GSM1062851", "GSM1062852", "GSM1062853", "GSM1062854", "GSM1062855", "GSM1062856", "GSM1062857", "GSM1062858", "GSM1062859", "GSM1062860", "GSM1062861", "GSM1062862", "GSM1062863", "GSM1062864", "GSM1062865", "GSM1062866", "GSM1062867", "GSM1062868", "GSM1062869", "GSM1062870", "GSM1062871", "GSM1062872", "GSM1062873", "GSM1062874"], "sample_count": 110, "group_sizes": null, "group_sizes_basis": null, "platform": "6244", "taxon": "Homo sapiens", "title": "Gene expression profiling of lung adenocarcinomas and normal lung tissue", "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:GSE43458 not downloaded", "asset:data:geo:GSE43458 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "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": 1.0, "band": "verbatim", "quote": "The gene with the Log-rank test p < 0.05 was considered statistically significant."}}, {"id": "method-2", "family": "group_comparison", "specific": "wilcoxon", "label": "Group comparison", "dsl_operations": [], "missing_operations": ["group_comparison_wilcoxon"], "expressible": false, "parameters": {}, "data_shapes": ["two_or_more_groups_continuous"], "evidence": {"score": 0.8, "band": "high", "quote": "Wilcoxon"}}, {"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": "PPI"}}], "targets": [], "gaps": ["method.reader_differs_from_extractor"]}, "capability": {"state": "complete", "requirements": [{"capability_id": "capability:computational_analysis", "label": "Computational analysis platform", "assay_families": ["meta_analysis", "machine_learning", "survival_analysis", "statistical_regression", "pca", "molecular_docking", "network_analysis", "differential_expression", "gwas"], "availability_state": "owned", "tier_unlocked": "R1", "candidate": "Automated Assays Laravel application and simulated adapters"}], "gaps": []}, "readiness": {"state": "complete", "tier": "R1", "blocking_axis": "none", "blocked_on": "nothing:replicable_now", "axes": {"method": {"tier": "R1", "expressible": true, "required_operations": ["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": ["GSE43458"], "resolved_accessions": ["GSE43458"], "statements": ["Publicly available datasets were analyzed in this study. This data can be found here: https://portal.gdc.cancer.gov/ and https://www.ncbi.nlm.nih.gov/gds."], "basis": "The paper names GSE43458 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:33968738", "data:geo:GSE43458"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE43458"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-10-31T18:30:03Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 3, "usage": {"prompt_tokens": 33577, "completion_tokens": 1185, "cached_tokens": 784}}, "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:33968738", "type": "paper", "label": "pmid:33968738"}, {"id": "source:pmid:33968738", "type": "manuscript", "label": "PMID 33968738 full text"}, {"id": "data:geo:GSE43458", "type": "dataset", "label": "GEO GSE43458"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:33968738", "type": "paper", "label": "pmid:33968738"}, {"id": "source:pmid:33968738", "type": "manuscript", "label": "PMID 33968738 full text"}, {"id": "data:geo:GSE43458", "type": "dataset", "label": "GEO GSE43458"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-33968738", "type": "extraction", "used": ["source:pmid:33968738"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE43458", "type": "accession_resolution", "used": ["data:geo:GSE43458"], "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:33968738", "parent_hash": "sha256:8ca8ea257c96665c0003466cb6e3871cb5e342d38aa87e1d0556dfef68ef9027", "fork_of": null, "generation": 6}, "gaps": ["asset:data:geo:GSE43458 licence not read", "asset:data:geo:GSE43458 not downloaded", "execution.not_run", "method.reader_differs_from_extractor", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "data_generation", "definition_id": "qpcr", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.93, "evidence": ["infiltration was weak in LUAD. Quantitative real-time PCR (qRT-PCR) and western blotting were used to"], "order_basis": "paper_text_order:1600", "id": "assay:1"}, {"role": "data_generation", "definition_id": "western_blot", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.93, "evidence": ["AD. Quantitative real-time PCR (qRT-PCR) and western blotting were used to validate the expression of VWF"], "order_basis": "paper_text_order:1627", "id": "assay:2"}, {"role": "data_generation", "definition_id": "cell_culture", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["and three LUAD cell lines, H1299, H1975, and A549. Immunohistochemistry (IHC) was further perf", "laboratory. HBE served as control. All cells cultured in RPML-1640 medium (Gibco, USA) with 10% fetal", "lture The LUAD cell lines (H1299, H1975, and A549) were purchased from Chinese Academy of Scie"], "order_basis": "paper_text_order:1790", "id": "assay:3"}, {"role": "data_generation", "definition_id": "ihc", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["ree LUAD cell lines, H1299, H1975, and A549. Immunohistochemistry (IHC) was further performed to detect the ex", "1299, H1975, and A549. Immunohistochemistry (IHC) was further performed to detect the express"], "order_basis": "paper_text_order:1796", "id": "assay:4"}, {"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": ["The gene with the Log-rank test p < 0.05 was considered statistically significant."], "order_basis": "consumes_earlier_output", "id": "assay:5"}]}