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

pmid:36998510

Systematic identification of potential key microRNAs and circRNAs in the dorsal root ganglia of mice with sciatic nerve injury.

Youfen Yu · Xueru Xu · Chun Lin · Rongguo Liu

Frontiers in molecular neuroscience · 2023 doi:10.3389/fnmol.2023.1119164

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:36998510
kind
science-record
content_hash
sha256:7e474c774aa1fcb615a5fb8e79fb1cd94e049e759e02300c7bf664e8d2b8f186
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T19:01:39Z
updated_at
2026-11-01T22:51:36Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
Systematic identification of potential key microRNAs and circRNAs in the dorsal root ganglia of mice with sciatic nerve injury.
doi
10.3389/fnmol.2023.1119164
pmid
36998510
authors array · 4 items
[0]
Youfen Yu
[1]
Xueru Xu
[2]
Chun Lin
[3]
Rongguo Liu
journal
Frontiers in molecular neuroscience
year
2023
abstract
Background: Neuropathic pain (NeP) is a pathological condition arising from a lesion or disease affecting the somatosensory system. Accumulating evidence has shown that circular RNAs (circRNAs) exert critical functions in neurodegenerative diseases by sponging microRNAs (miRNAs). However, the functions and regulatory mechanisms of circRNAs as competitive endogenous RNAs (ceRNAs) in NeP remain to be determined. Methods: The sequencing dataset GSE96051 was obtained from the public Gene Expression Omnibus (GEO) database. First, we conducted a comparison of gene expression profiles in the L3/L4 dorsal root ganglion (DRG) of sciatic nerve transection (SNT) mice (n = 5) and uninjured mice (Control) (n = 4) to define the differentially expressed genes (DEGs). Then, critical hub genes were screened by exploring protein-protein interaction (PPI) networks with Cytoscape software, and the miRNAs bound to them were predicted and selected and then validated by qRT-PCR. Furthermore, key circRNAs were predicted and filtered, and the network of circRNA-miRNA-mRNA in NeP was constructed. Results: A total of 421 DEGs were identified, including 332 upregulated genes and 89 downregulated genes. Ten hub genes, including IL6, Jun, Cd44, Timp1, and Csf1, were identified. Two miRNAs, mmu-miR-181a-5p and mmu-miR-223-3p, were preliminarily verified as key regulators of NeP development. In addition, circARHGAP5 and circLPHN3 were identified as key circRNAs. Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) analysis demonstrated that these differentially expressed mRNAs and targeting miRNAs were involved in signal transduction, positive regulation of receptor-mediated endocytosis and regulation of neuronal synaptic plasticity. These findings have useful implications for the exploration of new mechanisms and therapeutic targets for NeP. Conclusion: These newly identified miRNAs and circRNAs in networks reveal potential diagnostic or therapeutic targets for NeP.
claims array · 3 items
[0] object · 6 fields
id
claim-method
statement
Then, differential expression genes (DEGs) analysis was performed for the “SNT” group versus the “Control” group with the use of the limma R package.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:36998510
locator
sections[3] "Data source and DEGs definition" paragraph 2
quote
Then, differential expression genes (DEGs) analysis was performed for the “SNT” group versus the “Control” group with the use of the limma R package.
state
complete
[1] object · 6 fields
id
claim-data-access
statement
Publicly available datasets were analyzed in this study. This data can be found at: https://www.ncbi.nlm.nih.gov/gds, and accession number is GSE96051.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:36998510
locator
sections[26] "Data availability statement" paragraph 2
quote
Publicly available datasets were analyzed in this study. This data can be found at: https://www.ncbi.nlm.nih.gov/gds, and accession number is GSE96051.
state
complete
[2] object · 6 fields
id
claim-target-result
statement
The study identified 421 differentially expressed genes, 10 hub genes, 2 key miRNAs, and 2 key circRNAs, and constructed a circRNA-miRNA-mRNA ceRNA network for neuropathic pain.
kind
qualitative
target
null
evidence array · 4 items
[0] object · 3 fields
asset
source:pmid:36998510
locator
sections[0] "Abstract" paragraph 3
quote
A total of 421 DEGs were identified, including 332 upregulated genes and 89 downregulated genes.
[1] object · 3 fields
asset
source:pmid:36998510
locator
sections[0] "Abstract" paragraph 3
quote
Ten hub genes, including IL6, Jun, Cd44, Timp1, and Csf1, were identified.
[2] object · 3 fields
asset
source:pmid:36998510
locator
sections[0] "Abstract" paragraph 3
quote
Two miRNAs, mmu-miR-181a-5p and mmu-miR-223-3p, were preliminarily verified as key regulators of NeP development.
[3] object · 3 fields
asset
source:pmid:36998510
locator
sections[0] "Abstract" paragraph 3
quote
In addition, circARHGAP5 and circLPHN3 were identified as key circRNAs.
state
complete
gaps array · 0 items
experiment object · 8 fields
state
complete
objective
The study identified 421 differentially expressed genes, 10 hub genes, 2 key miRNAs, and 2 key circRNAs, and constructed a circRNA-miRNA-mRNA ceRNA network for neuropathic pain.
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:36998510
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:GSE96051
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:GSE96051
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:36998510
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.3389/fnmol.2023.1119164
sha256
sha256:593af0a132bec7652734660034cef10575a1d536479c92010c8892955471ef72
bytes
52301
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.3389/fnmol.2023.1119164
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
PMC10043392
source
europe_pmc_fulltext
coverage
whole_body
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:GSE96051
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=GSE96051
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE96051
version
null
note
Publicly available datasets were analyzed in this study. This data can be found at: https://www.ncbi.nlm.nih.gov/gds, and accession number is GSE96051.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
Publicly available datasets were analyzed in this study. This data can be found at: https://www.ncbi.nlm.nih.gov/gds, and accession number is GSE96051.
access_statement_kind
data_availability_statement
sample_accessions array · 9 items
[0]
GSM2527999
[1]
GSM2528000
[2]
GSM2528001
[3]
GSM2528002
[4]
GSM2528003
[5]
GSM2528004
[6]
GSM2528005
[7]
GSM2528006
[8]
GSM2528007
sample_count
9
group_sizes
null
group_sizes_basis
null
platform
7202
taxon
Mus musculus
title
Expression changes in L4 DRG initiated by sciatic nerve injury
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 · 2 items
[0]
asset:data:geo:GSE96051 not downloaded
[1]
asset:data:geo:GSE96051 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
Then, differential expression genes (DEGs) analysis was performed for the “SNT” group versus the “Control” group with the use of the limma R package.
[1] object · 10 fields
id
method-2
family
network_analysis
specific
ppi_network
label
Network / pathway analysis
dsl_operations array · 3 items
[0]
build_graph
[1]
centrality_scores
[2]
pathway_enrich
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
edge_list
evidence object · 3 fields
score
0.7
band
medium
quote
protein-protein interaction
[2] object · 10 fields
id
method-3
family
contingency_analysis
specific
chi_square
label
Categorical (contingency table) analysis
dsl_operations array · 1 item
[0]
chi_square_test
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
categorical_cross_tabulation
evidence object · 3 fields
score
0.8
band
high
quote
chi-square
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 · 1 item
[0]
GSE96051
resolved_accessions array · 1 item
[0]
GSE96051
statements array · 1 item
[0]
Publicly available datasets were analyzed in this study. This data can be found at: https://www.ncbi.nlm.nih.gov/gds, and accession number is GSE96051.
basis
The paper names GSE96051 in Gene Expression Omnibus (GEO) and the accession resolves in the repository. No dataset was downloaded and no licence was read.
can_run object · 3 fields
dsl_operations array · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
assets array · 2 items
[0]
source:pmid:36998510
[1]
data:geo:GSE96051
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:GSE96051
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
2026-11-01T18:35:18Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
5
usage object · 3 fields
prompt_tokens
15399
completion_tokens
1324
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:36998510
type
paper
label
pmid:36998510
[1] object · 3 fields
id
source:pmid:36998510
type
manuscript
label
PMID 36998510 full text
[2] object · 3 fields
id
data:geo:GSE96051
type
dataset
label
GEO GSE96051
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:36998510
type
paper
label
pmid:36998510
[1] object · 3 fields
id
source:pmid:36998510
type
manuscript
label
PMID 36998510 full text
[2] object · 3 fields
id
data:geo:GSE96051
type
dataset
label
GEO GSE96051
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-36998510
type
extraction
used array · 1 item
[0]
source:pmid:36998510
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE96051
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE96051
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:36998510
parent_hash
sha256:373a708cf7e609625b8042c95eaa6b25b067a2daa7a99ebe046f92f6d6036a3a
fork_of
null
gaps array · 6 items
[0]
asset:data:geo:GSE96051 licence not read
[1]
asset:data:geo:GSE96051 not downloaded
[2]
execution.not_run
[3]
review.human_critique
[4]
review.independent_reader
[5]
review.machine_critique
assays array · 2 items
[0] 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 · 2 items
[0]
(7–9 weeks old) were utilized in this study. Mice were caged at a temperature of 25 ± 1°C and follo
[1]
iously described (Hu et al., 2016). Briefly, mice were anesthetized using 1% pentobarbital sodium (
order_basis
paper_text_order:2182
id
assay:1
[1] 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]
Then, differential expression genes (DEGs) analysis was performed for the “SNT” group versus the “Control” group with the use of the limma R package.
order_basis
consumes_earlier_output
id
assay:2
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:36998510", "kind": "science-record", "revision": 4, "content_hash": "sha256:7e474c774aa1fcb615a5fb8e79fb1cd94e049e759e02300c7bf664e8d2b8f186", "created_at": "2026-11-01T19:01:39Z", "updated_at": "2026-11-01T22:51:36Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Systematic identification of potential key microRNAs and circRNAs in the dorsal root ganglia of mice with sciatic nerve injury.", "doi": "10.3389/fnmol.2023.1119164", "pmid": "36998510", "authors": ["Youfen Yu", "Xueru Xu", "Chun Lin", "Rongguo Liu"], "journal": "Frontiers in molecular neuroscience", "year": 2023, "abstract": "Background: Neuropathic pain (NeP) is a pathological condition arising from a lesion or disease affecting the somatosensory system. Accumulating evidence has shown that circular RNAs (circRNAs) exert critical functions in neurodegenerative diseases by sponging microRNAs (miRNAs). However, the functions and regulatory mechanisms of circRNAs as competitive endogenous RNAs (ceRNAs) in NeP remain to be determined.\nMethods: The sequencing dataset GSE96051 was obtained from the public Gene Expression Omnibus (GEO) database. First, we conducted a comparison of gene expression profiles in the L3/L4 dorsal root ganglion (DRG) of sciatic nerve transection (SNT) mice (n = 5) and uninjured mice (Control) (n = 4) to define the differentially expressed genes (DEGs). Then, critical hub genes were screened by exploring protein-protein interaction (PPI) networks with Cytoscape software, and the miRNAs bound to them were predicted and selected and then validated by qRT-PCR. Furthermore, key circRNAs were predicted and filtered, and the network of circRNA-miRNA-mRNA in NeP was constructed.\nResults: A total of 421 DEGs were identified, including 332 upregulated genes and 89 downregulated genes. Ten hub genes, including IL6, Jun, Cd44, Timp1, and Csf1, were identified. Two miRNAs, mmu-miR-181a-5p and mmu-miR-223-3p, were preliminarily verified as key regulators of NeP development. In addition, circARHGAP5 and circLPHN3 were identified as key circRNAs. Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) analysis demonstrated that these differentially expressed mRNAs and targeting miRNAs were involved in signal transduction, positive regulation of receptor-mediated endocytosis and regulation of neuronal synaptic plasticity. These findings have useful implications for the exploration of new mechanisms and therapeutic targets for NeP.\nConclusion: These newly identified miRNAs and circRNAs in networks reveal potential diagnostic or therapeutic targets for NeP.", "claims": [{"id": "claim-method", "statement": "Then, differential expression genes (DEGs) analysis was performed for the “SNT” group versus the “Control” group with the use of the limma R package.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:36998510", "locator": "sections[3] \"Data source and DEGs definition\" paragraph 2", "quote": "Then, differential expression genes (DEGs) analysis was performed for the “SNT” group versus the “Control” group with the use of the limma R package."}], "state": "complete"}, {"id": "claim-data-access", "statement": "Publicly available datasets were analyzed in this study. This data can be found at: https://www.ncbi.nlm.nih.gov/gds, and accession number is GSE96051.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:36998510", "locator": "sections[26] \"Data availability statement\" paragraph 2", "quote": "Publicly available datasets were analyzed in this study. This data can be found at: https://www.ncbi.nlm.nih.gov/gds, and accession number is GSE96051."}], "state": "complete"}, {"id": "claim-target-result", "statement": "The study identified 421 differentially expressed genes, 10 hub genes, 2 key miRNAs, and 2 key circRNAs, and constructed a circRNA-miRNA-mRNA ceRNA network for neuropathic pain.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:36998510", "locator": "sections[0] \"Abstract\" paragraph 3", "quote": "A total of 421 DEGs were identified, including 332 upregulated genes and 89 downregulated genes."}, {"asset": "source:pmid:36998510", "locator": "sections[0] \"Abstract\" paragraph 3", "quote": "Ten hub genes, including IL6, Jun, Cd44, Timp1, and Csf1, were identified."}, {"asset": "source:pmid:36998510", "locator": "sections[0] \"Abstract\" paragraph 3", "quote": "Two miRNAs, mmu-miR-181a-5p and mmu-miR-223-3p, were preliminarily verified as key regulators of NeP development."}, {"asset": "source:pmid:36998510", "locator": "sections[0] \"Abstract\" paragraph 3", "quote": "In addition, circARHGAP5 and circLPHN3 were identified as key circRNAs."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "The study identified 421 differentially expressed genes, 10 hub genes, 2 key miRNAs, and 2 key circRNAs, and constructed a circRNA-miRNA-mRNA ceRNA network for neuropathic pain.", "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:36998510"], "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:GSE96051"], "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:GSE96051"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:36998510", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.3389/fnmol.2023.1119164", "sha256": "sha256:593af0a132bec7652734660034cef10575a1d536479c92010c8892955471ef72", "bytes": 52301, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.3389/fnmol.2023.1119164", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC10043392", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE96051", "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=GSE96051", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE96051", "version": null, "note": "Publicly available datasets were analyzed in this study. This data can be found at: https://www.ncbi.nlm.nih.gov/gds, and accession number is GSE96051.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Publicly available datasets were analyzed in this study. This data can be found at: https://www.ncbi.nlm.nih.gov/gds, and accession number is GSE96051.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM2527999", "GSM2528000", "GSM2528001", "GSM2528002", "GSM2528003", "GSM2528004", "GSM2528005", "GSM2528006", "GSM2528007"], "sample_count": 9, "group_sizes": null, "group_sizes_basis": null, "platform": "7202", "taxon": "Mus musculus", "title": "Expression changes in L4 DRG initiated by sciatic nerve injury", "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:GSE96051 not downloaded", "asset:data:geo:GSE96051 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": "Then, differential expression genes (DEGs) analysis was performed for the “SNT” group versus the “Control” group with the use of the limma R package."}}, {"id": "method-2", "family": "network_analysis", "specific": "ppi_network", "label": "Network / pathway analysis", "dsl_operations": ["build_graph", "centrality_scores", "pathway_enrich"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["edge_list"], "evidence": {"score": 0.7, "band": "medium", "quote": "protein-protein interaction"}}, {"id": "method-3", "family": "contingency_analysis", "specific": "chi_square", "label": "Categorical (contingency table) analysis", "dsl_operations": ["chi_square_test"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["categorical_cross_tabulation"], "evidence": {"score": 0.8, "band": "high", "quote": "chi-square"}}], "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": ["GSE96051"], "resolved_accessions": ["GSE96051"], "statements": ["Publicly available datasets were analyzed in this study. This data can be found at: https://www.ncbi.nlm.nih.gov/gds, and accession number is GSE96051."], "basis": "The paper names GSE96051 in Gene Expression Omnibus (GEO) and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "assets": ["source:pmid:36998510", "data:geo:GSE96051"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE96051"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T18:35:18Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 15399, "completion_tokens": 1324, "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:36998510", "type": "paper", "label": "pmid:36998510"}, {"id": "source:pmid:36998510", "type": "manuscript", "label": "PMID 36998510 full text"}, {"id": "data:geo:GSE96051", "type": "dataset", "label": "GEO GSE96051"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:36998510", "type": "paper", "label": "pmid:36998510"}, {"id": "source:pmid:36998510", "type": "manuscript", "label": "PMID 36998510 full text"}, {"id": "data:geo:GSE96051", "type": "dataset", "label": "GEO GSE96051"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-36998510", "type": "extraction", "used": ["source:pmid:36998510"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE96051", "type": "accession_resolution", "used": ["data:geo:GSE96051"], "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:36998510", "parent_hash": "sha256:373a708cf7e609625b8042c95eaa6b25b067a2daa7a99ebe046f92f6d6036a3a", "fork_of": null, "generation": 3}, "gaps": ["asset:data:geo:GSE96051 licence not read", "asset:data:geo:GSE96051 not downloaded", "execution.not_run", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"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": ["(7–9 weeks old) were utilized in this study. Mice were caged at a temperature of 25 ± 1°C and follo", "iously described (Hu et al., 2016). Briefly, mice were anesthetized using 1% pentobarbital sodium ("], "order_basis": "paper_text_order:2182", "id": "assay:1"}, {"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": ["Then, differential expression genes (DEGs) analysis was performed for the “SNT” group versus the “Control” group with the use of the limma R package."], "order_basis": "consumes_earlier_output", "id": "assay:2"}]}