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

pmid:37686108

Underlying Molecular Mechanism and Construction of a miRNA-Gene Network in Idiopathic Pulmonary Fibrosis by Bioinformatics.

Shuping Zheng · Yan Zhang · Yangfan Hou · Hongxin Li · Jin He · Hongyan Zhao · Xiuzhen Sun · Yun Liu

International journal of molecular sciences · 2023 doi:10.3390/ijms241713305

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:37686108
kind
science-record
content_hash
sha256:12d89b849705975813119cb0923435a06bb6a83f71c55f96971ef2c1b6d2841d
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T19:02:29Z
updated_at
2026-11-01T22:10:14Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
Underlying Molecular Mechanism and Construction of a miRNA-Gene Network in Idiopathic Pulmonary Fibrosis by Bioinformatics.
doi
10.3390/ijms241713305
pmid
37686108
authors array · 8 items
[0]
Shuping Zheng
[1]
Yan Zhang
[2]
Yangfan Hou
[3]
Hongxin Li
[4]
Jin He
[5]
Hongyan Zhao
[6]
Xiuzhen Sun
[7]
Yun Liu
journal
International journal of molecular sciences
year
2023
abstract
Idiopathic pulmonary fibrosis (IPF) is a chronic, progressive lung disease, but its pathogenesis is still unclear. Bioinformatics methods were used to explore the differentially expressed genes (DEGs) and to elucidate the pathogenesis of IPF at the genetic level. The microarray datasets GSE110147 and GSE53845 were downloaded from the Gene Expression Omnibus (GEO) database and analyzed using GEO2R to obtain the DEGs. The DEGs were further analyzed for Gene Ontology (GO) and Kyoto Encyclopedia of Genomes (KEGG) pathway enrichment using the DAVID database. Then, using the STRING database and Cytoscape, a protein-protein interaction (PPI) network was created and the hub genes were selected. In addition, lung tissue from a mouse model was validated. Lastly, the network between the target microRNAs (miRNAs) and the hub genes was constructed with NetworkAnalyst. A summary of 240 genes were identified as DEGs, and functional analysis highlighted their role in cell adhesion molecules and ECM-receptor interactions in IPF. In addition, eight hub genes were selected. Four of these hub genes (VCAM1, CDH2, SPP1, and POSTN) were screened for animal validation. The IHC and RT-qPCR of lung tissue from a mouse model confirmed the results above. Then, miR-181b-5p, miR-4262, and miR-155-5p were predicted as possible key miRNAs. Eight hub genes may play a key role in the development of IPF. Four of the hub genes were validated in animal experiments. MiR-181b-5p, miR-4262, and miR-155-5p may be involved in the pathophysiological processes of IPF by interacting with hub genes.
claims array · 3 items
[0] object · 6 fields
id
claim-method
statement
To identify DEGs in IPF compared to normal tissue, GEO2R (http://www.ncbi.nlm.nih.gov/geo/geo2r, accessed on 20 February 2023) was applied (|logFC| ≥ 1 and adj. p ≤ 0.01).
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:37686108
locator
sections[12] "4.2. DEGs Screening and Data Processing" paragraph 2
quote
To identify DEGs in IPF compared to normal tissue, GEO2R (http://www.ncbi.nlm.nih.gov/geo/geo2r, accessed on 20 February 2023) was applied (|logFC| ≥ 1 and adj. p ≤ 0.01).
state
complete
[1] object · 6 fields
id
claim-data-access
statement
Data will be made available on request. The data that support the findings of this study are available from the corresponding author, Dr. Liu, upon reasonable request.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:37686108
locator
sections[27] "notes" paragraph 1
quote
Data will be made available on request. The data that support the findings of this study are available from the corresponding author, Dr. Liu, upon reasonable request.
state
complete
[2] object · 6 fields
id
claim-target-result
statement
GEO2R analysis of GSE110147 and GSE53845 identified 240 overlapping differentially expressed genes between IPF and normal lung tissue.
kind
qualitative
target
null
evidence array · 2 items
[0] object · 3 fields
asset
source:pmid:37686108
locator
sections[3] "2.1. The Identification of DEGs" paragraph 2
quote
After standardization of the microarray results, analysis was performed using the GEO2R.
[1] object · 3 fields
asset
source:pmid:37686108
locator
sections[3] "2.1. The Identification of DEGs" paragraph 2
quote
As displayed in the Venn diagram (Figure 1G) between IPF and normal lung tissue, the overlapping of the two datasets included 240 genes.
state
complete
gaps array · 0 items
experiment object · 8 fields
state
complete
objective
GEO2R analysis of GSE110147 and GSE53845 identified 240 overlapping differentially expressed genes between IPF and normal lung tissue.
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:37686108
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:GSE110147
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:GSE110147
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:37686108
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.3390/ijms241713305
sha256
sha256:97772da6728117f6ccff927384b46ee3a2f642f92822a4a6901fd063b0d81b4b
bytes
24495
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.3390/ijms241713305
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
PMC10487482
source
europe_pmc_fulltext
coverage
whole_body_without_references
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:GSE110147
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=GSE110147
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE110147
version
null
note
Data will be made available on request. The data that support the findings of this study are available from the corresponding author, Dr. Liu, upon reasonable request.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
Data will be made available on request. The data that support the findings of this study are available from the corresponding author, Dr. Liu, upon reasonable request.
access_statement_kind
data_availability_statement
sample_accessions array · 48 items
[0]
GSM2978752
[1]
GSM2978753
[2]
GSM2978754
[3]
GSM2978755
[4]
GSM2978756
[5]
GSM2978757
[6]
GSM2978758
[7]
GSM2978759
[8]
GSM2978760
[9]
GSM2978761
[10]
GSM2978762
[11]
GSM2978763
[12]
GSM2978764
[13]
GSM2978765
[14]
GSM2978766
[15]
GSM2978767
[16]
GSM2978768
[17]
GSM2978769
[18]
GSM2978770
[19]
GSM2978771
[20]
GSM2978772
[21]
GSM2978773
[22]
GSM2978774
[23]
GSM2978775
[24]
GSM2978776
[25]
GSM2978777
[26]
GSM2978778
[27]
GSM2978779
[28]
GSM2978780
[29]
GSM2978781
[30]
GSM2978782
[31]
GSM2978783
[32]
GSM2978784
[33]
GSM2978785
[34]
GSM2978786
[35]
GSM2978787
[36]
GSM2978788
[37]
GSM2978789
[38]
GSM2978790
[39]
GSM2978791
[40]
GSM2978792
[41]
GSM2978793
[42]
GSM2978794
[43]
GSM2978795
[44]
GSM2978796
[45]
GSM2978797
[46]
GSM2978798
[47]
GSM2978799
sample_count
48
group_sizes
null
group_sizes_basis
null
platform
6244
taxon
Homo sapiens
title
Gene expression profiling of idiopathic pulmonary fibrosis and non-specific interstitial pneumonia
resolution_checked_at
2026-11-01T17:30:42Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[2] object · 15 fields
id
data:geo:GSE53845
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=GSE53845
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE53845
version
null
note
Data will be made available on request. The data that support the findings of this study are available from the corresponding author, Dr. Liu, upon reasonable request.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
Data will be made available on request. The data that support the findings of this study are available from the corresponding author, Dr. Liu, upon reasonable request.
access_statement_kind
data_availability_statement
sample_accessions array · 48 items
[0]
GSM1302033
[1]
GSM1302034
[2]
GSM1302035
[3]
GSM1302036
[4]
GSM1302037
[5]
GSM1302038
[6]
GSM1302039
[7]
GSM1302040
[8]
GSM1302041
[9]
GSM1302042
[10]
GSM1302043
[11]
GSM1302044
[12]
GSM1302045
[13]
GSM1302046
[14]
GSM1302047
[15]
GSM1302048
[16]
GSM1302049
[17]
GSM1302050
[18]
GSM1302051
[19]
GSM1302052
[20]
GSM1302053
[21]
GSM1302054
[22]
GSM1302055
[23]
GSM1302056
[24]
GSM1302057
[25]
GSM1302058
[26]
GSM1302059
[27]
GSM1302060
[28]
GSM1302061
[29]
GSM1302062
[30]
GSM1302063
[31]
GSM1302064
[32]
GSM1302065
[33]
GSM1302066
[34]
GSM1302067
[35]
GSM1302068
[36]
GSM1302069
[37]
GSM1302070
[38]
GSM1302071
[39]
GSM1302072
[40]
GSM1302073
[41]
GSM1302074
[42]
GSM1302075
[43]
GSM1302076
[44]
GSM1302077
[45]
GSM1302078
[46]
GSM1302079
[47]
GSM1302080
sample_count
48
group_sizes
null
group_sizes_basis
null
platform
6480
taxon
Homo sapiens
title
40 IPF patients and 8 healthy controls
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:GSE110147 not downloaded
[1]
asset:data:geo:GSE110147 licence not read
[2]
asset:data:geo:GSE53845 not downloaded
[3]
asset:data:geo:GSE53845 licence not read
analysis object · 4 fields
state
partial
methods array · 3 items
[0] object · 10 fields
id
method-1
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
[1] object · 10 fields
id
method-2
family
network_analysis
specific
pathway_enrichment
label
Network / pathway analysis
dsl_operations array · 1 item
[0]
pathway_enrich
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
edge_list
evidence object · 3 fields
score
0.7
band
medium
quote
pathway enrichment
[2] object · 10 fields
id
method-3
family
null
specific
null
label
GEO2R
dsl_operations array · 0 items
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 0 items
evidence object · 3 fields
score
1
band
verbatim
quote
To identify DEGs in IPF compared to normal tissue, GEO2R (http://www.ncbi.nlm.nih.gov/geo/geo2r, accessed on 20 February 2023) was applied (|logFC| ≥ 1 and adj. p ≤ 0.01).
targets array · 0 items
gaps array · 1 item
[0]
method.reader_named_unmapped
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]
build_graph
[1]
centrality_scores
[2]
pathway_enrich
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: ppi_network.
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]
GSE110147
[1]
GSE53845
resolved_accessions array · 2 items
[0]
GSE110147
[1]
GSE53845
statements array · 1 item
[0]
Data will be made available on request. The data that support the findings of this study are available from the corresponding author, Dr. Liu, upon reasonable request.
basis
The paper names GSE110147, GSE53845 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]
build_graph
[1]
centrality_scores
[2]
pathway_enrich
assets array · 2 items
[0]
source:pmid:37686108
[1]
data:geo:GSE110147
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:GSE110147
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
2026-11-01T18:53:03Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
5
usage object · 3 fields
prompt_tokens
8390
completion_tokens
1377
cached_tokens
128
stages array · 1 item
[0] object · 4 fields
id
extraction
state
complete
reader
MiniMax-M3.1-Flash
provider
minimax
gaps array · 3 items
[0]
review.independent_reader
[1]
review.machine_critique
[2]
review.human_critique
execution object · 5 fields
state
absent
status
not_run
mode
null
runs array · 0 items
gaps array · 1 item
[0]
execution.not_run
provenance object · 7 fields
entities array · 3 items
[0] object · 3 fields
id
pmid:37686108
type
paper
label
pmid:37686108
[1] object · 3 fields
id
source:pmid:37686108
type
manuscript
label
PMID 37686108 full text
[2] object · 3 fields
id
data:geo:GSE110147
type
dataset
label
GEO GSE110147
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:37686108
type
paper
label
pmid:37686108
[1] object · 3 fields
id
source:pmid:37686108
type
manuscript
label
PMID 37686108 full text
[2] object · 3 fields
id
data:geo:GSE110147
type
dataset
label
GEO GSE110147
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-37686108
type
extraction
used array · 1 item
[0]
source:pmid:37686108
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE110147
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE110147
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:37686108
parent_hash
sha256:142fd60d731c9d6f414e294ae2fbd5be96eef6ac04f60a8ded953e12e5efe6b7
fork_of
null
gaps array · 9 items
[0]
asset:data:geo:GSE110147 licence not read
[1]
asset:data:geo:GSE110147 not downloaded
[2]
asset:data:geo:GSE53845 licence not read
[3]
asset:data:geo:GSE53845 not downloaded
[4]
execution.not_run
[5]
method.reader_named_unmapped
[6]
review.human_critique
[7]
review.independent_reader
[8]
review.machine_critique
assays array · 5 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]
athogenesis of IPF at the genetic level. The microarray datasets GSE110147 and GSE53845 were downloa
order_basis
paper_text_order:347
id
assay:1
[1] object · 11 fields
role
data_generation
definition_id
animal_model
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.99
evidence array · 4 items
[0]
re selected. In addition, lung tissue from a mouse model was validated. Lastly, the network between t
[1]
n. The IHC and RT-qPCR of lung tissue from a mouse model confirmed the results above. Then, miR-181b-
[2]
re selected. In addition, lung tissue from a mouse model was validated. Lastly, the network bet
[3]
n. The IHC and RT-qPCR of lung tissue from a mouse model confirmed the results above. Then, miR
order_basis
paper_text_order:807
id
assay:2
[2] 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
0.85
evidence array · 1 item
[0]
TN) were screened for animal validation. The IHC and RT-qPCR of lung tissue from a mouse mode
order_basis
paper_text_order:1247
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]
screened for animal validation. The IHC and RT-qPCR of lung tissue from a mouse model confirmed
[1]
reened for animal validation. The IHC and RT-qPCR of lung tissue from a mouse model confirmed
order_basis
paper_text_order:1256
id
assay:4
[4] object · 11 fields
role
analysis
definition_id
network_analysis
definition_version
f2132e96ae6c7a4e
required_operations array · 3 items
[0]
build_graph
[1]
centrality_scores
[2]
pathway_enrich
support_state
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
protein-protein interaction
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:37686108", "kind": "science-record", "revision": 3, "content_hash": "sha256:12d89b849705975813119cb0923435a06bb6a83f71c55f96971ef2c1b6d2841d", "created_at": "2026-11-01T19:02:29Z", "updated_at": "2026-11-01T22:10:14Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Underlying Molecular Mechanism and Construction of a miRNA-Gene Network in Idiopathic Pulmonary Fibrosis by Bioinformatics.", "doi": "10.3390/ijms241713305", "pmid": "37686108", "authors": ["Shuping Zheng", "Yan Zhang", "Yangfan Hou", "Hongxin Li", "Jin He", "Hongyan Zhao", "Xiuzhen Sun", "Yun Liu"], "journal": "International journal of molecular sciences", "year": 2023, "abstract": "Idiopathic pulmonary fibrosis (IPF) is a chronic, progressive lung disease, but its pathogenesis is still unclear. Bioinformatics methods were used to explore the differentially expressed genes (DEGs) and to elucidate the pathogenesis of IPF at the genetic level. The microarray datasets GSE110147 and GSE53845 were downloaded from the Gene Expression Omnibus (GEO) database and analyzed using GEO2R to obtain the DEGs. The DEGs were further analyzed for Gene Ontology (GO) and Kyoto Encyclopedia of Genomes (KEGG) pathway enrichment using the DAVID database. Then, using the STRING database and Cytoscape, a protein-protein interaction (PPI) network was created and the hub genes were selected. In addition, lung tissue from a mouse model was validated. Lastly, the network between the target microRNAs (miRNAs) and the hub genes was constructed with NetworkAnalyst. A summary of 240 genes were identified as DEGs, and functional analysis highlighted their role in cell adhesion molecules and ECM-receptor interactions in IPF. In addition, eight hub genes were selected. Four of these hub genes (VCAM1, CDH2, SPP1, and POSTN) were screened for animal validation. The IHC and RT-qPCR of lung tissue from a mouse model confirmed the results above. Then, miR-181b-5p, miR-4262, and miR-155-5p were predicted as possible key miRNAs. Eight hub genes may play a key role in the development of IPF. Four of the hub genes were validated in animal experiments. MiR-181b-5p, miR-4262, and miR-155-5p may be involved in the pathophysiological processes of IPF by interacting with hub genes.", "claims": [{"id": "claim-method", "statement": "To identify DEGs in IPF compared to normal tissue, GEO2R (http://www.ncbi.nlm.nih.gov/geo/geo2r, accessed on 20 February 2023) was applied (|logFC| ≥ 1 and adj. p ≤ 0.01).", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:37686108", "locator": "sections[12] \"4.2. DEGs Screening and Data Processing\" paragraph 2", "quote": "To identify DEGs in IPF compared to normal tissue, GEO2R (http://www.ncbi.nlm.nih.gov/geo/geo2r, accessed on 20 February 2023) was applied (|logFC| ≥ 1 and adj. p ≤ 0.01)."}], "state": "complete"}, {"id": "claim-data-access", "statement": "Data will be made available on request. The data that support the findings of this study are available from the corresponding author, Dr. Liu, upon reasonable request.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:37686108", "locator": "sections[27] \"notes\" paragraph 1", "quote": "Data will be made available on request. The data that support the findings of this study are available from the corresponding author, Dr. Liu, upon reasonable request."}], "state": "complete"}, {"id": "claim-target-result", "statement": "GEO2R analysis of GSE110147 and GSE53845 identified 240 overlapping differentially expressed genes between IPF and normal lung tissue.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:37686108", "locator": "sections[3] \"2.1. The Identification of DEGs\" paragraph 2", "quote": "After standardization of the microarray results, analysis was performed using the GEO2R."}, {"asset": "source:pmid:37686108", "locator": "sections[3] \"2.1. The Identification of DEGs\" paragraph 2", "quote": "As displayed in the Venn diagram (Figure 1G) between IPF and normal lung tissue, the overlapping of the two datasets included 240 genes."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "GEO2R analysis of GSE110147 and GSE53845 identified 240 overlapping differentially expressed genes between IPF and normal lung tissue.", "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:37686108"], "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:GSE110147"], "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:GSE110147"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:37686108", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.3390/ijms241713305", "sha256": "sha256:97772da6728117f6ccff927384b46ee3a2f642f92822a4a6901fd063b0d81b4b", "bytes": 24495, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.3390/ijms241713305", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC10487482", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE110147", "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=GSE110147", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE110147", "version": null, "note": "Data will be made available on request. The data that support the findings of this study are available from the corresponding author, Dr. Liu, upon reasonable request.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Data will be made available on request. The data that support the findings of this study are available from the corresponding author, Dr. Liu, upon reasonable request.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM2978752", "GSM2978753", "GSM2978754", "GSM2978755", "GSM2978756", "GSM2978757", "GSM2978758", "GSM2978759", "GSM2978760", "GSM2978761", "GSM2978762", "GSM2978763", "GSM2978764", "GSM2978765", "GSM2978766", "GSM2978767", "GSM2978768", "GSM2978769", "GSM2978770", "GSM2978771", "GSM2978772", "GSM2978773", "GSM2978774", "GSM2978775", "GSM2978776", "GSM2978777", "GSM2978778", "GSM2978779", "GSM2978780", "GSM2978781", "GSM2978782", "GSM2978783", "GSM2978784", "GSM2978785", "GSM2978786", "GSM2978787", "GSM2978788", "GSM2978789", "GSM2978790", "GSM2978791", "GSM2978792", "GSM2978793", "GSM2978794", "GSM2978795", "GSM2978796", "GSM2978797", "GSM2978798", "GSM2978799"], "sample_count": 48, "group_sizes": null, "group_sizes_basis": null, "platform": "6244", "taxon": "Homo sapiens", "title": "Gene expression profiling of idiopathic pulmonary fibrosis and non-specific interstitial pneumonia", "resolution_checked_at": "2026-11-01T17:30:42Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE53845", "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=GSE53845", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE53845", "version": null, "note": "Data will be made available on request. The data that support the findings of this study are available from the corresponding author, Dr. Liu, upon reasonable request.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Data will be made available on request. The data that support the findings of this study are available from the corresponding author, Dr. Liu, upon reasonable request.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM1302033", "GSM1302034", "GSM1302035", "GSM1302036", "GSM1302037", "GSM1302038", "GSM1302039", "GSM1302040", "GSM1302041", "GSM1302042", "GSM1302043", "GSM1302044", "GSM1302045", "GSM1302046", "GSM1302047", "GSM1302048", "GSM1302049", "GSM1302050", "GSM1302051", "GSM1302052", "GSM1302053", "GSM1302054", "GSM1302055", "GSM1302056", "GSM1302057", "GSM1302058", "GSM1302059", "GSM1302060", "GSM1302061", "GSM1302062", "GSM1302063", "GSM1302064", "GSM1302065", "GSM1302066", "GSM1302067", "GSM1302068", "GSM1302069", "GSM1302070", "GSM1302071", "GSM1302072", "GSM1302073", "GSM1302074", "GSM1302075", "GSM1302076", "GSM1302077", "GSM1302078", "GSM1302079", "GSM1302080"], "sample_count": 48, "group_sizes": null, "group_sizes_basis": null, "platform": "6480", "taxon": "Homo sapiens", "title": "40 IPF patients and 8 healthy controls", "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:GSE110147 not downloaded", "asset:data:geo:GSE110147 licence not read", "asset:data:geo:GSE53845 not downloaded", "asset:data:geo:GSE53845 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "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-2", "family": "network_analysis", "specific": "pathway_enrichment", "label": "Network / pathway analysis", "dsl_operations": ["pathway_enrich"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["edge_list"], "evidence": {"score": 0.7, "band": "medium", "quote": "pathway enrichment"}}, {"id": "method-3", "family": null, "specific": null, "label": "GEO2R", "dsl_operations": [], "missing_operations": [], "expressible": null, "parameters": {}, "data_shapes": [], "evidence": {"score": 1.0, "band": "verbatim", "quote": "To identify DEGs in IPF compared to normal tissue, GEO2R (http://www.ncbi.nlm.nih.gov/geo/geo2r, accessed on 20 February 2023) was applied (|logFC| ≥ 1 and adj. p ≤ 0.01)."}}], "targets": [], "gaps": ["method.reader_named_unmapped"]}, "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": ["build_graph", "centrality_scores", "pathway_enrich"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: ppi_network."}, "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": ["GSE110147", "GSE53845"], "resolved_accessions": ["GSE110147", "GSE53845"], "statements": ["Data will be made available on request. The data that support the findings of this study are available from the corresponding author, Dr. Liu, upon reasonable request."], "basis": "The paper names GSE110147, GSE53845 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": ["build_graph", "centrality_scores", "pathway_enrich"], "assets": ["source:pmid:37686108", "data:geo:GSE110147"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE110147"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T18:53:03Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 8390, "completion_tokens": 1377, "cached_tokens": 128}}, "human_critique": null, "stages": [{"id": "extraction", "state": "complete", "reader": "MiniMax-M3.1-Flash", "provider": "minimax"}], "gaps": ["review.independent_reader", "review.machine_critique", "review.human_critique"]}, "execution": {"state": "absent", "status": "not_run", "mode": null, "runs": [], "gaps": ["execution.not_run"]}, "provenance": {"entities": [{"id": "pmid:37686108", "type": "paper", "label": "pmid:37686108"}, {"id": "source:pmid:37686108", "type": "manuscript", "label": "PMID 37686108 full text"}, {"id": "data:geo:GSE110147", "type": "dataset", "label": "GEO GSE110147"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:37686108", "type": "paper", "label": "pmid:37686108"}, {"id": "source:pmid:37686108", "type": "manuscript", "label": "PMID 37686108 full text"}, {"id": "data:geo:GSE110147", "type": "dataset", "label": "GEO GSE110147"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-37686108", "type": "extraction", "used": ["source:pmid:37686108"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE110147", "type": "accession_resolution", "used": ["data:geo:GSE110147"], "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:37686108", "parent_hash": "sha256:142fd60d731c9d6f414e294ae2fbd5be96eef6ac04f60a8ded953e12e5efe6b7", "fork_of": null, "generation": 2}, "gaps": ["asset:data:geo:GSE110147 licence not read", "asset:data:geo:GSE110147 not downloaded", "asset:data:geo:GSE53845 licence not read", "asset:data:geo:GSE53845 not downloaded", "execution.not_run", "method.reader_named_unmapped", "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": ["athogenesis of IPF at the genetic level. The microarray datasets GSE110147 and GSE53845 were downloa"], "order_basis": "paper_text_order:347", "id": "assay:1"}, {"role": "data_generation", "definition_id": "animal_model", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["re selected. In addition, lung tissue from a mouse model was validated. Lastly, the network between t", "n. The IHC and RT-qPCR of lung tissue from a mouse model confirmed the results above. Then, miR-181b-", "re selected. In addition, lung tissue from a mouse model was validated. Lastly, the network bet", "n. The IHC and RT-qPCR of lung tissue from a mouse model confirmed the results above. Then, miR"], "order_basis": "paper_text_order:807", "id": "assay:2"}, {"role": "data_generation", "definition_id": "ihc", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.85, "evidence": ["TN) were screened for animal validation. The IHC and RT-qPCR of lung tissue from a mouse mode"], "order_basis": "paper_text_order:1247", "id": "assay:3"}, {"role": "data_generation", "definition_id": "qpcr", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["screened for animal validation. The IHC and RT-qPCR of lung tissue from a mouse model confirmed", "reened for animal validation. The IHC and RT-qPCR of lung tissue from a mouse model confirmed"], "order_basis": "paper_text_order:1256", "id": "assay:4"}, {"role": "analysis", "definition_id": "network_analysis", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["build_graph", "centrality_scores", "pathway_enrich"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 0.7, "evidence": ["protein-protein interaction"], "order_basis": "consumes_earlier_output", "id": "assay:5"}]}