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

pmid:35992538

FOXF1 Was Identified as a Novel Biomarker of Infantile Hemangioma by Weighted Coexpression Network Analysis and Differential Gene Expression Analysis.

Yuchao Zhang · Ping Wang

Contrast media & molecular imaging · 2022 doi:10.1155/2022/8981078

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:35992538
kind
science-record
content_hash
sha256:a5fe6ea8df7e69ac2d632de25e6c01e4315022a29f1bdc43192da9e3e134bed5
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T18:15:08Z
updated_at
2026-11-01T22:49:51Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
FOXF1 Was Identified as a Novel Biomarker of Infantile Hemangioma by Weighted Coexpression Network Analysis and Differential Gene Expression Analysis.
doi
10.1155/2022/8981078
pmid
35992538
authors array · 2 items
[0]
Yuchao Zhang
[1]
Ping Wang
journal
Contrast media & molecular imaging
year
2022
abstract
Background: The most frequent benign tumor in newborns is infantile hemangioma. The majority of infantile hemangiomas has a favorable prognosis and generally fades away on their own. Some people, however, do experience major consequences. Transcriptome alterations in infantile hemangiomas are yet unclear. The use of transcriptome analysis to uncover diagnostic markers for infantile hemangioma has clinical implications. Methods: The dataset GSE127487 for infantile hemangioma was obtained from the GEO database. The gene set most related with infantile hemangioma was investigated using weighted coexpression network analysis. Differential expression analysis was performed to see whether genes were up or downregulated in infantile hemangiomas. The enrichment of gene sets in pathways or functions is determined via enrichment analysis. Hub genes were discovered via protein-protein interaction network analysis. The relationship between hub genes and immune cells was investigated using immunomicroenvironment analysis. Results: Turquoise and Pink modules were revealed to be the most linked with infantile hemangioma in a weighted coexpression network analysis (p < 0.001). The genes in the two modules were mostly concentrated in actin filament organization, embryonic organ development, reproductive structure development, cell substrate adhesion, extracellular matrix organization, and so on, according to GO enrichment analysis (p < 0.05). These gene enrichment pathways comprised the PI3K-Akt signaling pathway, human papillomavirus infection, focal adhesion, and hepatitis C pathways, according to KEGG enrichment analyzes (p < 0.05). Differential expressed gene analysis showed 43 upregulated and 21 downregulated genes in infantile hemangiomas. We found the gene set most associated to infantile hemangioma by intersecting the elevated genes with the genes acquired by WGCNA, with FOXF1 serving as the hub gene. FOXF1 was linked to the degree of monocyte infiltration, according to immunocorrelation analysis (p < 0.05). B cell memory, dendritic cells resting, macrophage M0, neutrophils, and T cells helper are all negatively connected (p < 0.05). In the FOXF1 hyperexpression group, GSEA analysis revealed that cholesterol homeostasis and cell cycle-associated pathways G2M checkpoint were primarily activated (p < 0.05). Conclusion: FOXF1 was found to be a reliable biomarker of infantile hemangiomas in our research of transcriptome changes in infantile hemangiomas.
claims array · 3 items
[0] object · 6 fields
id
claim-method
statement
The “LIMMA” software was used to look for differentially expressed genes in the control and infantile hemangioma groups, with p value < 0.05 and | logFC | > 0.5.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:35992538
locator
sections[7] "2.5. Analysis of Differentially Expressed Genes (DEGs)" paragraph 2
quote
The “LIMMA” software was used to look for differentially expressed genes in the control and infantile hemangioma groups, with p value < 0.05 and | logFC | > 0.5.
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:35992538
locator
sections[21] "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
FOXF1 was identified as a reliable diagnostic biomarker of infantile hemangioma, with ROC and PRC AUC values of 0.97 and 0.99, respectively.
kind
quantitative
target object · 4 fields
value
0.001
unit
p-value
tolerance
null
source
FOXF1 was found to be strongly expressed in infantile hemangiomas (p < 0.001), as shown in Figure 4(a). ROC and PRC analyses were used to further investigate the diagnostic significance of this gene in infantile hemangioma. The AUC of ROC analysis was 0.97, while the AUC of PRC analysis was 0.99, indicating that FOXF1 is a reliable marker for the diagnosis of infantile hemangioma, as shown in Figure 4(b).
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:35992538
locator
sections[15] "3.4. Expression and Diagnostic Value of FOXF1 in Infantile Hemangioma" paragraph 2
quote
FOXF1 was found to be strongly expressed in infantile hemangiomas (p < 0.001), as shown in Figure 4(a). ROC and PRC analyses were used to further investigate the diagnostic significance of this gene in infantile hemangioma. The AUC of ROC analysis was 0.97, while the AUC of PRC analysis was 0.99, indicating that FOXF1 is a reliable marker for the diagnosis of infantile hemangioma, as shown in Figure 4(b).
state
complete
gaps array · 0 items
experiment object · 8 fields
state
complete
objective
FOXF1 was identified as a reliable diagnostic biomarker of infantile hemangioma, with ROC and PRC AUC values of 0.97 and 0.99, respectively.
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:35992538
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:GSE127487
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:GSE127487
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:35992538
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.1155/2022/8981078
sha256
sha256:55cff36ae4d0a8d570db622980ce4c98bab5a0581f8f6b71b14d75646609fdd3
bytes
24388
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.1155/2022/8981078
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
PMC9356842
source
europe_pmc_fulltext
coverage
whole_body
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:GSE127487
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=GSE127487
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE127487
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 · 28 items
[0]
GSM3635429
[1]
GSM3635430
[2]
GSM3635431
[3]
GSM3635432
[4]
GSM3635433
[5]
GSM3635434
[6]
GSM3635435
[7]
GSM3635436
[8]
GSM3635437
[9]
GSM3635438
[10]
GSM3635439
[11]
GSM3635440
[12]
GSM3635441
[13]
GSM3635442
[14]
GSM3635443
[15]
GSM3635444
[16]
GSM3635445
[17]
GSM3635446
[18]
GSM3635447
[19]
GSM3635448
[20]
GSM3635449
[21]
GSM3635450
[22]
GSM3635451
[23]
GSM3635452
[24]
GSM3635453
[25]
GSM3635454
[26]
GSM3635455
[27]
GSM3635456
sample_count
28
group_sizes
null
group_sizes_basis
null
platform
10558
taxon
Homo sapiens
title
Identification of putative biomarkers for Infantile Hemangiomas and Propanolol treatment via data integration
resolution_checked_at
2026-11-01T18:06:43Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
gaps array · 2 items
[0]
asset:data:geo:GSE127487 not downloaded
[1]
asset:data:geo:GSE127487 licence not read
analysis object · 4 fields
state
complete
methods array · 3 items
[0] object · 10 fields
id
method-1
family
differential_expression
specific
limma_voom
label
Differential expression analysis
dsl_operations array · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
count_matrix_with_condition
evidence object · 3 fields
score
1
band
verbatim
quote
The “LIMMA” software was used to look for differentially expressed genes in the control and infantile hemangioma groups, with p value < 0.05 and | logFC | > 0.5.
[1] object · 10 fields
id
method-2
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
[2] object · 10 fields
id
method-3
family
network_analysis
specific
pathway_enrichment
label
Network / pathway analysis
dsl_operations array · 1 item
[0]
pathway_enrich
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
edge_list
evidence object · 3 fields
score
0.7
band
medium
quote
GO enrichment
targets array · 1 item
[0] object · 8 fields
id
target-published-estimate
claim_id
claim-target-result
operation
build_graph
unit
p-value
tolerance
null
state
complete
note
The threshold the paper applied to its own result, as the paper states it. A run that reproduces the effect is judged against this threshold.
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 · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
missing_operations array · 0 items
basis
The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: limma_voom.
capability object · 4 fields
tier
R1
capability_id
capability:computational_analysis
availability_state
owned
basis
The computational analysis is owned. The physical bench the paper used is not, so a physical validation cannot be run here.
data object · 6 fields
tier
R1
reachable
true
accessions array · 1 item
[0]
GSE127487
resolved_accessions array · 1 item
[0]
GSE127487
statements array · 1 item
[0]
The data used to support the findings of this study are included within the article.
basis
The paper names GSE127487 in Gene Expression Omnibus (GEO) and the accession resolves in the repository. No dataset was downloaded and no licence was read.
can_run object · 3 fields
dsl_operations array · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
assets array · 2 items
[0]
source:pmid:35992538
[1]
data:geo:GSE127487
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:GSE127487
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
2026-11-01T18:01:00Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
5
usage object · 3 fields
prompt_tokens
8221
completion_tokens
1124
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:35992538
type
paper
label
pmid:35992538
[1] object · 3 fields
id
source:pmid:35992538
type
manuscript
label
PMID 35992538 full text
[2] object · 3 fields
id
data:geo:GSE127487
type
dataset
label
GEO GSE127487
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:35992538
type
paper
label
pmid:35992538
[1] object · 3 fields
id
source:pmid:35992538
type
manuscript
label
PMID 35992538 full text
[2] object · 3 fields
id
data:geo:GSE127487
type
dataset
label
GEO GSE127487
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-35992538
type
extraction
used array · 1 item
[0]
source:pmid:35992538
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE127487
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE127487
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:35992538
parent_hash
sha256:e363c99ddf297af9023754b1c3cc2cca412bd1fe34dd4b7bced8eb8d043aee04
fork_of
null
gaps array · 6 items
[0]
asset:data:geo:GSE127487 licence not read
[1]
asset:data:geo:GSE127487 not downloaded
[2]
execution.not_run
[3]
review.human_critique
[4]
review.independent_reader
[5]
review.machine_critique
assays array · 1 item
[0] object · 11 fields
role
analysis
definition_id
differential_expression
definition_version
f2132e96ae6c7a4e
required_operations array · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
support_state
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
The “LIMMA” software was used to look for differentially expressed genes in the control and infantile hemangioma groups, with p value < 0.05 and | logFC | > 0.5.
order_basis
analysis_only
id
assay:1
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:35992538", "kind": "science-record", "revision": 5, "content_hash": "sha256:a5fe6ea8df7e69ac2d632de25e6c01e4315022a29f1bdc43192da9e3e134bed5", "created_at": "2026-11-01T18:15:08Z", "updated_at": "2026-11-01T22:49:51Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "FOXF1 Was Identified as a Novel Biomarker of Infantile Hemangioma by Weighted Coexpression Network Analysis and Differential Gene Expression Analysis.", "doi": "10.1155/2022/8981078", "pmid": "35992538", "authors": ["Yuchao Zhang", "Ping Wang"], "journal": "Contrast media & molecular imaging", "year": 2022, "abstract": "Background: The most frequent benign tumor in newborns is infantile hemangioma. The majority of infantile hemangiomas has a favorable prognosis and generally fades away on their own. Some people, however, do experience major consequences. Transcriptome alterations in infantile hemangiomas are yet unclear. The use of transcriptome analysis to uncover diagnostic markers for infantile hemangioma has clinical implications.\nMethods: The dataset GSE127487 for infantile hemangioma was obtained from the GEO database. The gene set most related with infantile hemangioma was investigated using weighted coexpression network analysis. Differential expression analysis was performed to see whether genes were up or downregulated in infantile hemangiomas. The enrichment of gene sets in pathways or functions is determined via enrichment analysis. Hub genes were discovered via protein-protein interaction network analysis. The relationship between hub genes and immune cells was investigated using immunomicroenvironment analysis.\nResults: Turquoise and Pink modules were revealed to be the most linked with infantile hemangioma in a weighted coexpression network analysis (p < 0.001). The genes in the two modules were mostly concentrated in actin filament organization, embryonic organ development, reproductive structure development, cell substrate adhesion, extracellular matrix organization, and so on, according to GO enrichment analysis (p < 0.05). These gene enrichment pathways comprised the PI3K-Akt signaling pathway, human papillomavirus infection, focal adhesion, and hepatitis C pathways, according to KEGG enrichment analyzes (p < 0.05). Differential expressed gene analysis showed 43 upregulated and 21 downregulated genes in infantile hemangiomas. We found the gene set most associated to infantile hemangioma by intersecting the elevated genes with the genes acquired by WGCNA, with FOXF1 serving as the hub gene. FOXF1 was linked to the degree of monocyte infiltration, according to immunocorrelation analysis (p < 0.05). B cell memory, dendritic cells resting, macrophage M0, neutrophils, and T cells helper are all negatively connected (p < 0.05). In the FOXF1 hyperexpression group, GSEA analysis revealed that cholesterol homeostasis and cell cycle-associated pathways G2M checkpoint were primarily activated (p < 0.05).\nConclusion: FOXF1 was found to be a reliable biomarker of infantile hemangiomas in our research of transcriptome changes in infantile hemangiomas.", "claims": [{"id": "claim-method", "statement": "The “LIMMA” software was used to look for differentially expressed genes in the control and infantile hemangioma groups, with p value < 0.05 and | logFC | > 0.5.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:35992538", "locator": "sections[7] \"2.5. Analysis of Differentially Expressed Genes (DEGs)\" paragraph 2", "quote": "The “LIMMA” software was used to look for differentially expressed genes in the control and infantile hemangioma groups, with p value < 0.05 and | logFC | > 0.5."}], "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:35992538", "locator": "sections[21] \"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": "FOXF1 was identified as a reliable diagnostic biomarker of infantile hemangioma, with ROC and PRC AUC values of 0.97 and 0.99, respectively.", "kind": "quantitative", "target": {"value": 0.001, "unit": "p-value", "tolerance": null, "source": "FOXF1 was found to be strongly expressed in infantile hemangiomas (p < 0.001), as shown in Figure 4(a). ROC and PRC analyses were used to further investigate the diagnostic significance of this gene in infantile hemangioma. The AUC of ROC analysis was 0.97, while the AUC of PRC analysis was 0.99, indicating that FOXF1 is a reliable marker for the diagnosis of infantile hemangioma, as shown in Figure 4(b)."}, "evidence": [{"asset": "source:pmid:35992538", "locator": "sections[15] \"3.4. Expression and Diagnostic Value of FOXF1 in Infantile Hemangioma\" paragraph 2", "quote": "FOXF1 was found to be strongly expressed in infantile hemangiomas (p < 0.001), as shown in Figure 4(a). ROC and PRC analyses were used to further investigate the diagnostic significance of this gene in infantile hemangioma. The AUC of ROC analysis was 0.97, while the AUC of PRC analysis was 0.99, indicating that FOXF1 is a reliable marker for the diagnosis of infantile hemangioma, as shown in Figure 4(b)."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "FOXF1 was identified as a reliable diagnostic biomarker of infantile hemangioma, with ROC and PRC AUC values of 0.97 and 0.99, respectively.", "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:35992538"], "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:GSE127487"], "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:GSE127487"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:35992538", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1155/2022/8981078", "sha256": "sha256:55cff36ae4d0a8d570db622980ce4c98bab5a0581f8f6b71b14d75646609fdd3", "bytes": 24388, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1155/2022/8981078", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC9356842", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE127487", "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=GSE127487", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE127487", "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": ["GSM3635429", "GSM3635430", "GSM3635431", "GSM3635432", "GSM3635433", "GSM3635434", "GSM3635435", "GSM3635436", "GSM3635437", "GSM3635438", "GSM3635439", "GSM3635440", "GSM3635441", "GSM3635442", "GSM3635443", "GSM3635444", "GSM3635445", "GSM3635446", "GSM3635447", "GSM3635448", "GSM3635449", "GSM3635450", "GSM3635451", "GSM3635452", "GSM3635453", "GSM3635454", "GSM3635455", "GSM3635456"], "sample_count": 28, "group_sizes": null, "group_sizes_basis": null, "platform": "10558", "taxon": "Homo sapiens", "title": "Identification of putative biomarkers for Infantile Hemangiomas and Propanolol treatment via data integration", "resolution_checked_at": "2026-11-01T18:06:43Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE127487 not downloaded", "asset:data:geo:GSE127487 licence not read"]}, "analysis": {"state": "complete", "methods": [{"id": "method-1", "family": "differential_expression", "specific": "limma_voom", "label": "Differential expression analysis", "dsl_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["count_matrix_with_condition"], "evidence": {"score": 1.0, "band": "verbatim", "quote": "The “LIMMA” software was used to look for differentially expressed genes in the control and infantile hemangioma groups, with p value < 0.05 and | logFC | > 0.5."}}, {"id": "method-2", "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"}}, {"id": "method-3", "family": "network_analysis", "specific": "pathway_enrichment", "label": "Network / pathway analysis", "dsl_operations": ["pathway_enrich"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["edge_list"], "evidence": {"score": 0.7, "band": "medium", "quote": "GO enrichment"}}], "targets": [{"id": "target-published-estimate", "claim_id": "claim-target-result", "operation": "build_graph", "expected_value": 0.001, "unit": "p-value", "tolerance": null, "state": "complete", "note": "The threshold the paper applied to its own result, as the paper states it. A run that reproduces the effect is judged against this threshold."}], "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": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: limma_voom."}, "capability": {"tier": "R1", "capability_id": "capability:computational_analysis", "availability_state": "owned", "basis": "The computational analysis is owned. The physical bench the paper used is not, so a physical validation cannot be run here."}, "data": {"tier": "R1", "reachable": true, "accessions": ["GSE127487"], "resolved_accessions": ["GSE127487"], "statements": ["The data used to support the findings of this study are included within the article."], "basis": "The paper names GSE127487 in Gene Expression Omnibus (GEO) and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "assets": ["source:pmid:35992538", "data:geo:GSE127487"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE127487"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T18:01:00Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 8221, "completion_tokens": 1124, "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:35992538", "type": "paper", "label": "pmid:35992538"}, {"id": "source:pmid:35992538", "type": "manuscript", "label": "PMID 35992538 full text"}, {"id": "data:geo:GSE127487", "type": "dataset", "label": "GEO GSE127487"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:35992538", "type": "paper", "label": "pmid:35992538"}, {"id": "source:pmid:35992538", "type": "manuscript", "label": "PMID 35992538 full text"}, {"id": "data:geo:GSE127487", "type": "dataset", "label": "GEO GSE127487"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-35992538", "type": "extraction", "used": ["source:pmid:35992538"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE127487", "type": "accession_resolution", "used": ["data:geo:GSE127487"], "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:35992538", "parent_hash": "sha256:e363c99ddf297af9023754b1c3cc2cca412bd1fe34dd4b7bced8eb8d043aee04", "fork_of": null, "generation": 4}, "gaps": ["asset:data:geo:GSE127487 licence not read", "asset:data:geo:GSE127487 not downloaded", "execution.not_run", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "analysis", "definition_id": "differential_expression", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 1.0, "evidence": ["The “LIMMA” software was used to look for differentially expressed genes in the control and infantile hemangioma groups, with p value < 0.05 and | logFC | > 0.5."], "order_basis": "analysis_only", "id": "assay:1"}]}