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

pmid:36552391

Identification of Key Genes and Biological Pathways Associated with Skeletal Muscle Maturation and Hypertrophy in Bos taurus, Ovis aries, and Sus scrofa.

Fatemeh Mohammadinejad · Mohammadreza Mohammadabadi · Zahra Roudbari · Tomasz Sadkowski

Animals : an open access journal from MDPI · 2022 doi:10.3390/ani12243471

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:36552391
kind
science-record
content_hash
sha256:65d3652cd305abab7e26af5429782c2831f8cb770770bf56cabd80c63cd0ae94
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T19:01:05Z
updated_at
2026-11-01T22:50:54Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
Identification of Key Genes and Biological Pathways Associated with Skeletal Muscle Maturation and Hypertrophy in Bos taurus, Ovis aries, and Sus scrofa.
doi
10.3390/ani12243471
pmid
36552391
authors array · 4 items
[0]
Fatemeh Mohammadinejad
[1]
Mohammadreza Mohammadabadi
[2]
Zahra Roudbari
[3]
Tomasz Sadkowski
journal
Animals : an open access journal from MDPI
year
2022
abstract
The aim of the current study was to identify the major genes and pathways involved in the process of hypertrophy and skeletal muscle maturation that is common for Bos taurus, Ovis aries, and Sus scrofa species. Gene expression profiles related to Bos taurus, Ovis aries, and Sus scrofa muscle, with accession numbers GSE44030, GSE23563, and GSE38518, respectively, were downloaded from the GEO database. Differentially expressed genes (DEGs) were screened out using the Limma package of R software. Genes with Fold Change > 2 and an adjusted p-value < 0.05 were identified as significantly different between two treatments in each species. Subsequently, gene ontology and pathway enrichment analyses were performed. Moreover, hub genes were detected by creating a protein−protein interaction network (PPI). The results of the analysis in Bos taurus showed that in the period of 280 dpc−3-months old, a total of 1839 genes showed a significant difference. In Ovis aries, however, during the period of 135dpc−2-months old, a total of 486 genes were significantly different. Additionally, in the 91 dpc−adult period, a total of 2949 genes were significantly different in Sus scrofa. The results of the KEGG pathway enrichment analysis and GO function annotation in each species separately revealed that in Bos taurus, DEGs were mainly enriched through skeletal muscle fiber development and skeletal muscle contraction, and the positive regulation of fibroblast proliferation, positive regulation of skeletal muscle fiber development, PPAR signaling pathway, and HIF-1 signaling pathway. In Ovis aries, DEGs were mainly enriched through regulating cell growth, skeletal muscle fiber development, the positive regulation of fibroblast proliferation, skeletal muscle cell differentiation, and the PI3K-Akt signaling, HIF-1 signaling, and Rap1 signaling pathways. In Sus scrofa, DEGs were mainly enriched through regulating striated muscle tissue development, the negative regulation of fibroblast proliferation and myoblast differentiation, and the HIF-1 signaling, AMPK signaling, and PI3K-Akt signaling pathways. Using a Venn diagram, 36 common DEGs were identified between Bos taurus, Ovis aries, and Sus scrofa. A biological pathways analysis of 36 common DEGs in Bos taurus, Ovis aries, and Sus scrofa allowed for the identification of common pathways/biological processes, such as myoblast differentiation, the regulation of muscle cell differentiation, and positive regulation of skeletal muscle fiber development, that orchestrated the development and maturation of skeletal muscle. As a result, hub genes were identified, including PPARGC1A, MYOD1, EPAS1, IGF2, CXCR4, and APOA1, in all examined species. This study provided a better understanding of the relationships between genes and their biological pathways in the skeletal muscle maturation process.
claims array · 3 items
[0] object · 6 fields
id
claim-method
statement
Differentially expressed genes (DEGs) were screened out using the Limma package of R software.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:36552391
locator
sections[0] "Abstract" paragraph 2
quote
Differentially expressed genes (DEGs) were screened out using the Limma package of R software.
state
complete
[1] object · 6 fields
id
claim-data-access
statement
Not applicable.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:36552391
locator
sections[19] "Informed Consent Statement" paragraph 2
quote
Not applicable.
state
complete
[2] object · 6 fields
id
claim-target-result
statement
Using a Venn diagram, 36 common DEGs were identified between Bos taurus, Ovis aries, and Sus scrofa.
kind
qualitative
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:36552391
locator
sections[0] "Abstract" paragraph 2
quote
Using a Venn diagram, 36 common DEGs were identified between Bos taurus, Ovis aries, and Sus scrofa.
state
complete
gaps array · 0 items
experiment object · 8 fields
state
complete
objective
Using a Venn diagram, 36 common DEGs were identified between Bos taurus, Ovis aries, and Sus scrofa.
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:36552391
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:GSE23563
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:GSE23563
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 · 4 items
[0] object · 15 fields
id
source:pmid:36552391
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.3390/ani12243471
sha256
sha256:c2bce88291067f8cdefe7f7dba30c6bf333deeb0c172ac2c847476889b272c83
bytes
56766
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.3390/ani12243471
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
PMC9774933
source
europe_pmc_fulltext
coverage
whole_body
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:GSE23563
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=GSE23563
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE23563
version
null
note
Not applicable.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
Not applicable.
access_statement_kind
data_availability_statement
sample_accessions array · 40 items
[0]
GSM578016
[1]
GSM578017
[2]
GSM578018
[3]
GSM578019
[4]
GSM578020
[5]
GSM578021
[6]
GSM578022
[7]
GSM578023
[8]
GSM578024
[9]
GSM578025
[10]
GSM578026
[11]
GSM578027
[12]
GSM578028
[13]
GSM578029
[14]
GSM578030
[15]
GSM578031
[16]
GSM578032
[17]
GSM578033
[18]
GSM578034
[19]
GSM578035
[20]
GSM578036
[21]
GSM578037
[22]
GSM578038
[23]
GSM578039
[24]
GSM578040
[25]
GSM578041
[26]
GSM578042
[27]
GSM578043
[28]
GSM578044
[29]
GSM578045
[30]
GSM578046
[31]
GSM578047
[32]
GSM578048
[33]
GSM578049
[34]
GSM578050
[35]
GSM578051
[36]
GSM578052
[37]
GSM578053
[38]
GSM578054
[39]
GSM578055
sample_count
40
group_sizes
null
group_sizes_basis
null
platform
10778
taxon
Ovis aries
title
Profiles of gene expression in skeletal muscle in sheep from the middle gestation to postnatal stages
resolution_checked_at
2026-11-01T18:46:34Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[2] object · 15 fields
id
data:geo:GSE38518
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=GSE38518
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE38518
version
null
note
Not applicable.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
Not applicable.
access_statement_kind
data_availability_statement
sample_accessions array · 24 items
[0]
GSM944473
[1]
GSM944474
[2]
GSM944475
[3]
GSM944476
[4]
GSM944477
[5]
GSM944478
[6]
GSM944479
[7]
GSM944480
[8]
GSM944481
[9]
GSM944482
[10]
GSM944483
[11]
GSM944484
[12]
GSM944485
[13]
GSM944486
[14]
GSM944487
[15]
GSM944488
[16]
GSM944489
[17]
GSM944490
[18]
GSM944491
[19]
GSM944492
[20]
GSM944493
[21]
GSM944494
[22]
GSM944495
[23]
GSM944496
sample_count
24
group_sizes
null
group_sizes_basis
null
platform
3533
taxon
Sus scrofa
title
Gene expression data of mRNA from skeletal muscle sample of pig DL and Pi breed
resolution_checked_at
2026-11-01T18:46:34Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[3] object · 15 fields
id
data:geo:GSE44030
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=GSE44030
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE44030
version
null
note
Not applicable.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
Not applicable.
access_statement_kind
data_availability_statement
sample_accessions array · 20 items
[0]
GSM1077017
[1]
GSM1077018
[2]
GSM1077019
[3]
GSM1077020
[4]
GSM1077021
[5]
GSM1077022
[6]
GSM1077023
[7]
GSM1077024
[8]
GSM1077025
[9]
GSM1077026
[10]
GSM1077027
[11]
GSM1077028
[12]
GSM1077029
[13]
GSM1077030
[14]
GSM1077031
[15]
GSM1077032
[16]
GSM1077033
[17]
GSM1077034
[18]
GSM1077035
[19]
GSM1077036
sample_count
20
group_sizes
null
group_sizes_basis
null
platform
9712
taxon
Bos taurus
title
Inferring the in vivo cellular program of developing bovine muscle from expression data
resolution_checked_at
2026-11-01T18:46:34Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
gaps array · 6 items
[0]
asset:data:geo:GSE23563 not downloaded
[1]
asset:data:geo:GSE23563 licence not read
[2]
asset:data:geo:GSE38518 not downloaded
[3]
asset:data:geo:GSE38518 licence not read
[4]
asset:data:geo:GSE44030 not downloaded
[5]
asset:data:geo:GSE44030 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
Differentially expressed genes (DEGs) were screened out using the Limma package of R software.
[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
PPI
[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
pathway enrichment
targets array · 0 items
gaps array · 0 items
capability object · 3 fields
state
complete
requirements array · 1 item
[0] object · 6 fields
capability_id
capability:computational_analysis
label
Computational analysis platform
assay_families array · 9 items
[0]
meta_analysis
[1]
machine_learning
[2]
survival_analysis
[3]
statistical_regression
[4]
pca
[5]
molecular_docking
[6]
network_analysis
[7]
differential_expression
[8]
gwas
candidate
Automated Assays Laravel application and simulated adapters
gaps array · 0 items
readiness object · 8 fields
state
complete
tier
R1
blocked_on
nothing:replicable_now
axes object · 3 fields
method object · 5 fields
tier
R1
expressible
true
required_operations array · 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 · 3 items
[0]
GSE44030
[1]
GSE23563
[2]
GSE38518
resolved_accessions array · 3 items
[0]
GSE44030
[1]
GSE23563
[2]
GSE38518
statements array · 1 item
[0]
Not applicable.
basis
The paper names GSE44030, GSE23563, GSE38518 in Gene Expression Omnibus (GEO) database 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:36552391
[1]
data:geo:GSE23563
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:GSE23563
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
2026-11-01T18:20:47Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
5
usage object · 3 fields
prompt_tokens
16184
completion_tokens
1199
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:36552391
type
paper
label
pmid:36552391
[1] object · 3 fields
id
source:pmid:36552391
type
manuscript
label
PMID 36552391 full text
[2] object · 3 fields
id
data:geo:GSE23563
type
dataset
label
GEO GSE23563
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:36552391
type
paper
label
pmid:36552391
[1] object · 3 fields
id
source:pmid:36552391
type
manuscript
label
PMID 36552391 full text
[2] object · 3 fields
id
data:geo:GSE23563
type
dataset
label
GEO GSE23563
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-36552391
type
extraction
used array · 1 item
[0]
source:pmid:36552391
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE23563
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE23563
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:36552391
parent_hash
sha256:4116bdd3313c752b858fe43d34121bcf60484569a8b560468e6676f28a4eff5e
fork_of
null
gaps array · 10 items
[0]
asset:data:geo:GSE23563 licence not read
[1]
asset:data:geo:GSE23563 not downloaded
[2]
asset:data:geo:GSE38518 licence not read
[3]
asset:data:geo:GSE38518 not downloaded
[4]
asset:data:geo:GSE44030 licence not read
[5]
asset:data:geo:GSE44030 not downloaded
[6]
execution.not_run
[7]
review.human_critique
[8]
review.independent_reader
[9]
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]
Differentially expressed genes (DEGs) were screened out using the Limma package of R software.
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:36552391", "kind": "science-record", "revision": 4, "content_hash": "sha256:65d3652cd305abab7e26af5429782c2831f8cb770770bf56cabd80c63cd0ae94", "created_at": "2026-11-01T19:01:05Z", "updated_at": "2026-11-01T22:50:54Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Identification of Key Genes and Biological Pathways Associated with Skeletal Muscle Maturation and Hypertrophy in Bos taurus, Ovis aries, and Sus scrofa.", "doi": "10.3390/ani12243471", "pmid": "36552391", "authors": ["Fatemeh Mohammadinejad", "Mohammadreza Mohammadabadi", "Zahra Roudbari", "Tomasz Sadkowski"], "journal": "Animals : an open access journal from MDPI", "year": 2022, "abstract": "The aim of the current study was to identify the major genes and pathways involved in the process of hypertrophy and skeletal muscle maturation that is common for Bos taurus, Ovis aries, and Sus scrofa species. Gene expression profiles related to Bos taurus, Ovis aries, and Sus scrofa muscle, with accession numbers GSE44030, GSE23563, and GSE38518, respectively, were downloaded from the GEO database. Differentially expressed genes (DEGs) were screened out using the Limma package of R software. Genes with Fold Change > 2 and an adjusted p-value < 0.05 were identified as significantly different between two treatments in each species. Subsequently, gene ontology and pathway enrichment analyses were performed. Moreover, hub genes were detected by creating a protein−protein interaction network (PPI). The results of the analysis in Bos taurus showed that in the period of 280 dpc−3-months old, a total of 1839 genes showed a significant difference. In Ovis aries, however, during the period of 135dpc−2-months old, a total of 486 genes were significantly different. Additionally, in the 91 dpc−adult period, a total of 2949 genes were significantly different in Sus scrofa. The results of the KEGG pathway enrichment analysis and GO function annotation in each species separately revealed that in Bos taurus, DEGs were mainly enriched through skeletal muscle fiber development and skeletal muscle contraction, and the positive regulation of fibroblast proliferation, positive regulation of skeletal muscle fiber development, PPAR signaling pathway, and HIF-1 signaling pathway. In Ovis aries, DEGs were mainly enriched through regulating cell growth, skeletal muscle fiber development, the positive regulation of fibroblast proliferation, skeletal muscle cell differentiation, and the PI3K-Akt signaling, HIF-1 signaling, and Rap1 signaling pathways. In Sus scrofa, DEGs were mainly enriched through regulating striated muscle tissue development, the negative regulation of fibroblast proliferation and myoblast differentiation, and the HIF-1 signaling, AMPK signaling, and PI3K-Akt signaling pathways. Using a Venn diagram, 36 common DEGs were identified between Bos taurus, Ovis aries, and Sus scrofa. A biological pathways analysis of 36 common DEGs in Bos taurus, Ovis aries, and Sus scrofa allowed for the identification of common pathways/biological processes, such as myoblast differentiation, the regulation of muscle cell differentiation, and positive regulation of skeletal muscle fiber development, that orchestrated the development and maturation of skeletal muscle. As a result, hub genes were identified, including PPARGC1A, MYOD1, EPAS1, IGF2, CXCR4, and APOA1, in all examined species. This study provided a better understanding of the relationships between genes and their biological pathways in the skeletal muscle maturation process.", "claims": [{"id": "claim-method", "statement": "Differentially expressed genes (DEGs) were screened out using the Limma package of R software.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:36552391", "locator": "sections[0] \"Abstract\" paragraph 2", "quote": "Differentially expressed genes (DEGs) were screened out using the Limma package of R software."}], "state": "complete"}, {"id": "claim-data-access", "statement": "Not applicable.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:36552391", "locator": "sections[19] \"Informed Consent Statement\" paragraph 2", "quote": "Not applicable."}], "state": "complete"}, {"id": "claim-target-result", "statement": "Using a Venn diagram, 36 common DEGs were identified between Bos taurus, Ovis aries, and Sus scrofa.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:36552391", "locator": "sections[0] \"Abstract\" paragraph 2", "quote": "Using a Venn diagram, 36 common DEGs were identified between Bos taurus, Ovis aries, and Sus scrofa."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "Using a Venn diagram, 36 common DEGs were identified between Bos taurus, Ovis aries, and Sus scrofa.", "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:36552391"], "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:GSE23563"], "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:GSE23563"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:36552391", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.3390/ani12243471", "sha256": "sha256:c2bce88291067f8cdefe7f7dba30c6bf333deeb0c172ac2c847476889b272c83", "bytes": 56766, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.3390/ani12243471", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC9774933", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE23563", "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=GSE23563", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE23563", "version": null, "note": "Not applicable.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Not applicable.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM578016", "GSM578017", "GSM578018", "GSM578019", "GSM578020", "GSM578021", "GSM578022", "GSM578023", "GSM578024", "GSM578025", "GSM578026", "GSM578027", "GSM578028", "GSM578029", "GSM578030", "GSM578031", "GSM578032", "GSM578033", "GSM578034", "GSM578035", "GSM578036", "GSM578037", "GSM578038", "GSM578039", "GSM578040", "GSM578041", "GSM578042", "GSM578043", "GSM578044", "GSM578045", "GSM578046", "GSM578047", "GSM578048", "GSM578049", "GSM578050", "GSM578051", "GSM578052", "GSM578053", "GSM578054", "GSM578055"], "sample_count": 40, "group_sizes": null, "group_sizes_basis": null, "platform": "10778", "taxon": "Ovis aries", "title": "Profiles of gene expression in skeletal muscle in sheep from the middle gestation to postnatal stages", "resolution_checked_at": "2026-11-01T18:46:34Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE38518", "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=GSE38518", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE38518", "version": null, "note": "Not applicable.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Not applicable.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM944473", "GSM944474", "GSM944475", "GSM944476", "GSM944477", "GSM944478", "GSM944479", "GSM944480", "GSM944481", "GSM944482", "GSM944483", "GSM944484", "GSM944485", "GSM944486", "GSM944487", "GSM944488", "GSM944489", "GSM944490", "GSM944491", "GSM944492", "GSM944493", "GSM944494", "GSM944495", "GSM944496"], "sample_count": 24, "group_sizes": null, "group_sizes_basis": null, "platform": "3533", "taxon": "Sus scrofa", "title": "Gene expression data of mRNA from skeletal muscle sample of pig DL and Pi breed", "resolution_checked_at": "2026-11-01T18:46:34Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE44030", "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=GSE44030", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE44030", "version": null, "note": "Not applicable.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Not applicable.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM1077017", "GSM1077018", "GSM1077019", "GSM1077020", "GSM1077021", "GSM1077022", "GSM1077023", "GSM1077024", "GSM1077025", "GSM1077026", "GSM1077027", "GSM1077028", "GSM1077029", "GSM1077030", "GSM1077031", "GSM1077032", "GSM1077033", "GSM1077034", "GSM1077035", "GSM1077036"], "sample_count": 20, "group_sizes": null, "group_sizes_basis": null, "platform": "9712", "taxon": "Bos taurus", "title": "Inferring the in vivo cellular program of developing bovine muscle from expression data", "resolution_checked_at": "2026-11-01T18:46:34Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE23563 not downloaded", "asset:data:geo:GSE23563 licence not read", "asset:data:geo:GSE38518 not downloaded", "asset:data:geo:GSE38518 licence not read", "asset:data:geo:GSE44030 not downloaded", "asset:data:geo:GSE44030 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": "Differentially expressed genes (DEGs) were screened out using the Limma package of R software."}}, {"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": "PPI"}}, {"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": "pathway enrichment"}}], "targets": [], "gaps": []}, "capability": {"state": "complete", "requirements": [{"capability_id": "capability:computational_analysis", "label": "Computational analysis platform", "assay_families": ["meta_analysis", "machine_learning", "survival_analysis", "statistical_regression", "pca", "molecular_docking", "network_analysis", "differential_expression", "gwas"], "availability_state": "owned", "tier_unlocked": "R1", "candidate": "Automated Assays Laravel application and simulated adapters"}], "gaps": []}, "readiness": {"state": "complete", "tier": "R1", "blocking_axis": "none", "blocked_on": "nothing:replicable_now", "axes": {"method": {"tier": "R1", "expressible": true, "required_operations": ["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": ["GSE44030", "GSE23563", "GSE38518"], "resolved_accessions": ["GSE44030", "GSE23563", "GSE38518"], "statements": ["Not applicable."], "basis": "The paper names GSE44030, GSE23563, GSE38518 in Gene Expression Omnibus (GEO) database 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:36552391", "data:geo:GSE23563"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE23563"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T18:20:47Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 16184, "completion_tokens": 1199, "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:36552391", "type": "paper", "label": "pmid:36552391"}, {"id": "source:pmid:36552391", "type": "manuscript", "label": "PMID 36552391 full text"}, {"id": "data:geo:GSE23563", "type": "dataset", "label": "GEO GSE23563"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:36552391", "type": "paper", "label": "pmid:36552391"}, {"id": "source:pmid:36552391", "type": "manuscript", "label": "PMID 36552391 full text"}, {"id": "data:geo:GSE23563", "type": "dataset", "label": "GEO GSE23563"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-36552391", "type": "extraction", "used": ["source:pmid:36552391"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE23563", "type": "accession_resolution", "used": ["data:geo:GSE23563"], "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:36552391", "parent_hash": "sha256:4116bdd3313c752b858fe43d34121bcf60484569a8b560468e6676f28a4eff5e", "fork_of": null, "generation": 3}, "gaps": ["asset:data:geo:GSE23563 licence not read", "asset:data:geo:GSE23563 not downloaded", "asset:data:geo:GSE38518 licence not read", "asset:data:geo:GSE38518 not downloaded", "asset:data:geo:GSE44030 licence not read", "asset:data:geo:GSE44030 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": ["Differentially expressed genes (DEGs) were screened out using the Limma package of R software."], "order_basis": "analysis_only", "id": "assay:1"}]}