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

pmid:38731374

The Role of the MYL4 Gene in Porcine Muscle Development and Its Molecular Regulatory Mechanisms.

Yourong Ye · Guoxin Wu · Haoqi Wang · Mengqi Duan · Peng Shang · Yangzom Chamba

Animals : an open access journal from MDPI · 2024 doi:10.3390/ani14091370

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:38731374
kind
science-record
content_hash
sha256:d51ce5c9deb26b87f01ea7fa625a63d313e6d4f0dfb381ecf6ee8da427d65c1f
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T19:20:41Z
updated_at
2026-11-01T22:54:17Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
The Role of the MYL4 Gene in Porcine Muscle Development and Its Molecular Regulatory Mechanisms.
doi
10.3390/ani14091370
pmid
38731374
authors array · 6 items
[0]
Yourong Ye
[1]
Guoxin Wu
[2]
Haoqi Wang
[3]
Mengqi Duan
[4]
Peng Shang
[5]
Yangzom Chamba
journal
Animals : an open access journal from MDPI
year
2024
abstract
Muscle growth stands as a pivotal economic trait within pig production, governed by a complex interplay of multiple genes, each playing a role in its quantitative manifestation. Understanding the intricate regulatory mechanisms of porcine muscle development is crucial for enhancing both pork yield and quality. This study used the GSE99749 dataset downloaded from the GEO database, conducting a detailed analysis of the RNA-seq results from the longissimus dorsi muscle (LD) of Tibetan pigs (TP), Wujin pigs (WJ) and large white pigs (LW) at 60 days of gestation, representing diverse body sizes and growth rates. Comparative analyses between TPvsWJ and TPvsLW, along with differential gene expression (DEG) analysis, functional enrichment analysis, and protein-protein interaction (PPI) network analysis, revealed 1048 and 1157 significantly differentially expressed genes (p < 0.001) in TPvsWJ and TPvsLW, respectively. With stricter screening criteria, 37 DEGs were found to overlap between the 2 groups. PPI analysis identified MYL5, MYL4, and ACTC1 as the three core genes. This article focuses on exploring the MYL4 gene. Molecular-level experimental validation, through overexpression and interference of the MYL4 gene combined with EDU staining experiments, demonstrated that overexpression of MYL4 significantly promoted the proliferation of porcine skeletal muscle satellite cells (PSMSC), while interference with MYL4 inhibited their proliferation. Furthermore, by examining the effects of overexpressing and interfering with the MYL4 gene on the muscle hypertrophy marker Fst gene and the muscle degradation marker FOXO3 gene, the pivotal role of the MYL4 gene in promoting muscle growth and preventing muscle degradation was further confirmed. These findings offer a new perspective on the molecular mechanisms behind porcine muscle growth and development, furnishing valuable data and insights for muscle biology research.
claims array · 3 items
[0] object · 6 fields
id
claim-method
statement
The GSE99749 dataset was analyzed for differential expression using the edgeR package R, (https://bioconductor.org/packages/edgeR/ (accessed on 24 November 2023).
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:38731374
locator
sections[4] "2.2. Analysis of Differentially Expressed Genes" paragraph 2
quote
The GSE99749 dataset was analyzed for differential expression using the edgeR package R, (https://bioconductor.org/packages/edgeR/ (accessed on 24 November 2023).
state
complete
[1] object · 6 fields
id
claim-data-access
statement
Data for this study were obtained from publicly available RNA-Seq data within the Gene Expression Omnibus (GEO) database, accessible at (https://www.ncbi.nlm.nih.gov/geo/ (accessed on 24 November 2023)).
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:38731374
locator
sections[28] "Data Availability Statement" paragraph 2
quote
Data for this study were obtained from publicly available RNA-Seq data within the Gene Expression Omnibus (GEO) database, accessible at (https://www.ncbi.nlm.nih.gov/geo/ (accessed on 24 November 2023)).
state
complete
[2] object · 6 fields
id
claim-target-result
statement
MYL4 was identified as a key candidate gene affecting pig muscle growth, and experimental validation showed that it promotes skeletal muscle satellite cell proliferation while inhibiting muscle degradation.
kind
qualitative
target
null
evidence array · 2 items
[0] object · 3 fields
asset
source:pmid:38731374
locator
sections[0] "Abstract" paragraph 1
quote
Experimental validation confirmed that MYL4 promotes skeletal muscle cell proliferation and inhibits degradation.
[1] object · 3 fields
asset
source:pmid:38731374
locator
sections[0] "Abstract" paragraph 2
quote
Molecular-level experimental validation, through overexpression and interference of the MYL4 gene combined with EDU staining experiments, demonstrated that overexpression of MYL4 significantly promoted the proliferation of porcine skeletal muscle satellite cells (PSMSC), while interference with MYL4 inhibited their proliferation.
state
complete
gaps array · 0 items
experiment object · 8 fields
state
complete
objective
MYL4 was identified as a key candidate gene affecting pig muscle growth, and experimental validation showed that it promotes skeletal muscle satellite cell proliferation while inhibiting muscle degradation.
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:38731374
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:GSE99749
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:GSE99749
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:38731374
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.3390/ani14091370
sha256
sha256:31218baaf46c05ef99c2eae1e383b7494a74f9b134bc80c8438cd1ed12e7092b
bytes
43375
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.3390/ani14091370
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
PMC11083461
source
europe_pmc_fulltext
coverage
whole_body
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:GSE99749
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=GSE99749
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE99749
version
null
note
Data for this study were obtained from publicly available RNA-Seq data within the Gene Expression Omnibus (GEO) database, accessible at (https://www.ncbi.nlm.nih.gov/geo/ (accessed on 24 November 2023)).
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
Data for this study were obtained from publicly available RNA-Seq data within the Gene Expression Omnibus (GEO) database, accessible at (https://www.ncbi.nlm.nih.gov/geo/ (accessed on 24 November 2023)).
access_statement_kind
data_availability_statement
sample_accessions array · 9 items
[0]
GSM2651175
[1]
GSM2651176
[2]
GSM2651177
[3]
GSM2651178
[4]
GSM2651179
[5]
GSM2651180
[6]
GSM2651181
[7]
GSM2651182
[8]
GSM2651183
sample_count
9
group_sizes
null
group_sizes_basis
null
platform
22475
taxon
Sus scrofa
title
Integrating transcriptome and proteome profiles of prenatal muscle tissue to reveal the postnatal growth differences in pigsof Pig Muscle Tissue
resolution_checked_at
2026-11-01T20:16:08Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
gaps array · 2 items
[0]
asset:data:geo:GSE99749 not downloaded
[1]
asset:data:geo:GSE99749 licence not read
analysis object · 4 fields
state
complete
methods array · 2 items
[0] object · 10 fields
id
method-1
family
differential_expression
specific
edger
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 GSE99749 dataset was analyzed for differential expression using the edgeR package R, (https://bioconductor.org/packages/edgeR/ (accessed on 24 November 2023).
[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
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: edger.
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]
GSE99749
resolved_accessions array · 1 item
[0]
GSE99749
statements array · 1 item
[0]
Data for this study were obtained from publicly available RNA-Seq data within the Gene Expression Omnibus (GEO) database, accessible at (https://www.ncbi.nlm.nih.gov/geo/ (accessed on 24 November 2023)).
basis
The paper names GSE99749 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:38731374
[1]
data:geo:GSE99749
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:GSE99749
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
2026-11-01T19:18:09Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
5
usage object · 3 fields
prompt_tokens
13148
completion_tokens
1004
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:38731374
type
paper
label
pmid:38731374
[1] object · 3 fields
id
source:pmid:38731374
type
manuscript
label
PMID 38731374 full text
[2] object · 3 fields
id
data:geo:GSE99749
type
dataset
label
GEO GSE99749
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:38731374
type
paper
label
pmid:38731374
[1] object · 3 fields
id
source:pmid:38731374
type
manuscript
label
PMID 38731374 full text
[2] object · 3 fields
id
data:geo:GSE99749
type
dataset
label
GEO GSE99749
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-38731374
type
extraction
used array · 1 item
[0]
source:pmid:38731374
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE99749
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE99749
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:38731374
parent_hash
sha256:b58486c218c620e814cc211b73a9e9a5b8e5fa54bd81693c1beb4e043f8b2403
fork_of
null
gaps array · 6 items
[0]
asset:data:geo:GSE99749 licence not read
[1]
asset:data:geo:GSE99749 not downloaded
[2]
execution.not_run
[3]
review.human_critique
[4]
review.independent_reader
[5]
review.machine_critique
assays array · 3 items
[0] object · 11 fields
role
data_generation
definition_id
rna_seq
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]
abase, conducting a detailed analysis of the RNA-seq results from the longissimus dorsi muscle (L
order_basis
paper_text_order:473
id
assay:1
[1] object · 11 fields
role
data_generation
definition_id
cell_culture
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.77
evidence array · 1 item
[0]
ells, acquired from Shanghai Cell Bank, were cultured in DMEM medium supplemented with 10% fetal bovi
order_basis
paper_text_order:3289
id
assay:2
[2] 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 GSE99749 dataset was analyzed for differential expression using the edgeR package R, (https://bioconductor.org/packages/edgeR/ (accessed on 24 November 2023).
order_basis
consumes_earlier_output
id
assay:3
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:38731374", "kind": "science-record", "revision": 5, "content_hash": "sha256:d51ce5c9deb26b87f01ea7fa625a63d313e6d4f0dfb381ecf6ee8da427d65c1f", "created_at": "2026-11-01T19:20:41Z", "updated_at": "2026-11-01T22:54:17Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "The Role of the MYL4 Gene in Porcine Muscle Development and Its Molecular Regulatory Mechanisms.", "doi": "10.3390/ani14091370", "pmid": "38731374", "authors": ["Yourong Ye", "Guoxin Wu", "Haoqi Wang", "Mengqi Duan", "Peng Shang", "Yangzom Chamba"], "journal": "Animals : an open access journal from MDPI", "year": 2024, "abstract": "Muscle growth stands as a pivotal economic trait within pig production, governed by a complex interplay of multiple genes, each playing a role in its quantitative manifestation. Understanding the intricate regulatory mechanisms of porcine muscle development is crucial for enhancing both pork yield and quality. This study used the GSE99749 dataset downloaded from the GEO database, conducting a detailed analysis of the RNA-seq results from the longissimus dorsi muscle (LD) of Tibetan pigs (TP), Wujin pigs (WJ) and large white pigs (LW) at 60 days of gestation, representing diverse body sizes and growth rates. Comparative analyses between TPvsWJ and TPvsLW, along with differential gene expression (DEG) analysis, functional enrichment analysis, and protein-protein interaction (PPI) network analysis, revealed 1048 and 1157 significantly differentially expressed genes (p < 0.001) in TPvsWJ and TPvsLW, respectively. With stricter screening criteria, 37 DEGs were found to overlap between the 2 groups. PPI analysis identified MYL5, MYL4, and ACTC1 as the three core genes. This article focuses on exploring the MYL4 gene. Molecular-level experimental validation, through overexpression and interference of the MYL4 gene combined with EDU staining experiments, demonstrated that overexpression of MYL4 significantly promoted the proliferation of porcine skeletal muscle satellite cells (PSMSC), while interference with MYL4 inhibited their proliferation. Furthermore, by examining the effects of overexpressing and interfering with the MYL4 gene on the muscle hypertrophy marker Fst gene and the muscle degradation marker FOXO3 gene, the pivotal role of the MYL4 gene in promoting muscle growth and preventing muscle degradation was further confirmed. These findings offer a new perspective on the molecular mechanisms behind porcine muscle growth and development, furnishing valuable data and insights for muscle biology research.", "claims": [{"id": "claim-method", "statement": "The GSE99749 dataset was analyzed for differential expression using the edgeR package R, (https://bioconductor.org/packages/edgeR/ (accessed on 24 November 2023).", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:38731374", "locator": "sections[4] \"2.2. Analysis of Differentially Expressed Genes\" paragraph 2", "quote": "The GSE99749 dataset was analyzed for differential expression using the edgeR package R, (https://bioconductor.org/packages/edgeR/ (accessed on 24 November 2023)."}], "state": "complete"}, {"id": "claim-data-access", "statement": "Data for this study were obtained from publicly available RNA-Seq data within the Gene Expression Omnibus (GEO) database, accessible at (https://www.ncbi.nlm.nih.gov/geo/ (accessed on 24 November 2023)).", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:38731374", "locator": "sections[28] \"Data Availability Statement\" paragraph 2", "quote": "Data for this study were obtained from publicly available RNA-Seq data within the Gene Expression Omnibus (GEO) database, accessible at (https://www.ncbi.nlm.nih.gov/geo/ (accessed on 24 November 2023))."}], "state": "complete"}, {"id": "claim-target-result", "statement": "MYL4 was identified as a key candidate gene affecting pig muscle growth, and experimental validation showed that it promotes skeletal muscle satellite cell proliferation while inhibiting muscle degradation.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:38731374", "locator": "sections[0] \"Abstract\" paragraph 1", "quote": "Experimental validation confirmed that MYL4 promotes skeletal muscle cell proliferation and inhibits degradation."}, {"asset": "source:pmid:38731374", "locator": "sections[0] \"Abstract\" paragraph 2", "quote": "Molecular-level experimental validation, through overexpression and interference of the MYL4 gene combined with EDU staining experiments, demonstrated that overexpression of MYL4 significantly promoted the proliferation of porcine skeletal muscle satellite cells (PSMSC), while interference with MYL4 inhibited their proliferation."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "MYL4 was identified as a key candidate gene affecting pig muscle growth, and experimental validation showed that it promotes skeletal muscle satellite cell proliferation while inhibiting muscle degradation.", "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:38731374"], "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:GSE99749"], "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:GSE99749"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:38731374", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.3390/ani14091370", "sha256": "sha256:31218baaf46c05ef99c2eae1e383b7494a74f9b134bc80c8438cd1ed12e7092b", "bytes": 43375, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.3390/ani14091370", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC11083461", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE99749", "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=GSE99749", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE99749", "version": null, "note": "Data for this study were obtained from publicly available RNA-Seq data within the Gene Expression Omnibus (GEO) database, accessible at (https://www.ncbi.nlm.nih.gov/geo/ (accessed on 24 November 2023)).", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Data for this study were obtained from publicly available RNA-Seq data within the Gene Expression Omnibus (GEO) database, accessible at (https://www.ncbi.nlm.nih.gov/geo/ (accessed on 24 November 2023)).", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM2651175", "GSM2651176", "GSM2651177", "GSM2651178", "GSM2651179", "GSM2651180", "GSM2651181", "GSM2651182", "GSM2651183"], "sample_count": 9, "group_sizes": null, "group_sizes_basis": null, "platform": "22475", "taxon": "Sus scrofa", "title": "Integrating transcriptome and proteome profiles of prenatal muscle tissue to reveal the postnatal growth differences in pigsof Pig Muscle Tissue", "resolution_checked_at": "2026-11-01T20:16:08Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE99749 not downloaded", "asset:data:geo:GSE99749 licence not read"]}, "analysis": {"state": "complete", "methods": [{"id": "method-1", "family": "differential_expression", "specific": "edger", "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 GSE99749 dataset was analyzed for differential expression using the edgeR package R, (https://bioconductor.org/packages/edgeR/ (accessed on 24 November 2023)."}}, {"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"}}], "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: edger."}, "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": ["GSE99749"], "resolved_accessions": ["GSE99749"], "statements": ["Data for this study were obtained from publicly available RNA-Seq data within the Gene Expression Omnibus (GEO) database, accessible at (https://www.ncbi.nlm.nih.gov/geo/ (accessed on 24 November 2023))."], "basis": "The paper names GSE99749 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:38731374", "data:geo:GSE99749"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE99749"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T19:18:09Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 13148, "completion_tokens": 1004, "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:38731374", "type": "paper", "label": "pmid:38731374"}, {"id": "source:pmid:38731374", "type": "manuscript", "label": "PMID 38731374 full text"}, {"id": "data:geo:GSE99749", "type": "dataset", "label": "GEO GSE99749"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:38731374", "type": "paper", "label": "pmid:38731374"}, {"id": "source:pmid:38731374", "type": "manuscript", "label": "PMID 38731374 full text"}, {"id": "data:geo:GSE99749", "type": "dataset", "label": "GEO GSE99749"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-38731374", "type": "extraction", "used": ["source:pmid:38731374"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE99749", "type": "accession_resolution", "used": ["data:geo:GSE99749"], "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:38731374", "parent_hash": "sha256:b58486c218c620e814cc211b73a9e9a5b8e5fa54bd81693c1beb4e043f8b2403", "fork_of": null, "generation": 4}, "gaps": ["asset:data:geo:GSE99749 licence not read", "asset:data:geo:GSE99749 not downloaded", "execution.not_run", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "data_generation", "definition_id": "rna_seq", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.93, "evidence": ["abase, conducting a detailed analysis of the RNA-seq results from the longissimus dorsi muscle (L"], "order_basis": "paper_text_order:473", "id": "assay:1"}, {"role": "data_generation", "definition_id": "cell_culture", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.77, "evidence": ["ells, acquired from Shanghai Cell Bank, were cultured in DMEM medium supplemented with 10% fetal bovi"], "order_basis": "paper_text_order:3289", "id": "assay:2"}, {"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 GSE99749 dataset was analyzed for differential expression using the edgeR package R, (https://bioconductor.org/packages/edgeR/ (accessed on 24 November 2023)."], "order_basis": "consumes_earlier_output", "id": "assay:3"}]}