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

pmid:35165251

A Bioinformatics Study of Differentially Expressed Genes in Microarrays of Dorsal Root Ganglia from Rat Models of Neuropathic Pain.

Yongle Wu · Hai Nie

Medical science monitor : international medical journal of experimental and clinical research · 2022 doi:10.12659/MSM.934122

Paper

complete

Experiment

complete

Data

partial

Analysis

partial

Execution

absent

Execution evidence has not yet been added to this .science file. Explore its methods, data and open questions to plan the next step.
Record details sci_version · id · kind · revision · content_hash · schema · created_at · updated_at · generator
id
pmid:35165251
kind
science-record
content_hash
sha256:f53109ab55a000dbf83368c48bd428a0609484191de6e331ad2581157be0ca68
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T17:36:55Z
updated_at
2026-11-01T22:05:53Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
A Bioinformatics Study of Differentially Expressed Genes in Microarrays of Dorsal Root Ganglia from Rat Models of Neuropathic Pain.
doi
10.12659/MSM.934122
pmid
35165251
authors array · 2 items
[0]
Yongle Wu
[1]
Hai Nie
journal
Medical science monitor : international medical journal of experimental and clinical research
year
2022
abstract
BACKGROUND Neuropathic pain is a significant complication of nerve injury. This study aimed to conduct bioinformatics analysis of differentially expressed genes (DEGs) in microarrays of dorsal root ganglia (DRG) from rat models of neuropathic pain, based on 4 GEO datasets: GSE15041, GSE38038, GSE2884, and GSE24982. MATERIAL AND METHODS We retrieved the 4 microarray datasets, which were generated using DRG samples collected in the early and late stages after spinal nerve ligation in rats. The common DEGs (co-DEGs) were identified and then subjected to Gene Ontology, pathway enrichment, and Protein-protein interaction network analyses. Drugs targeting the identified hub genes were analyzed using the Drug Gene Interaction Database. RESULTS We identified 75 early-stage co-DEGs, which were enriched in chromosome segregation and protein catabolic processes, cytosol and extracellular exosome components, and ATP binding function and metabolic pathways. We identified 29 late-stage co-DEGs, which were enriched in protein tetramerization and drug responses, extracellular and membrane raft components, and protein homodimerization and binding functions and calcium signaling pathways. We also identified several hub genes, including Snap25 (synaptosome-associated protein of 25 kDa), Vamp2 (vesicle associated membrane protein 2), and Sf3b1 (splicing factor 3b subunit 1), the first 2 of which can be targeted by botulinum toxin derivatives. SNAP25 plays a role in synaptogenesis and the exocytotic release of neurotransmitters, and VAMP2 participates in neurotransmitter release at a step between docking and fusion. CONCLUSIONS The present study reveals new mechanisms of neuropathic pain and provides key genes, including SNAP25 and VAMP2, for future studies.
claims array · 3 items
[0] object · 6 fields
id
claim-method
statement
DEGs between SNL and sham DRG specimens were identified via GEO2R online tools (https://www.ncbi.nlm.nih.gov/geo/geo2r/) with log fold change greater than 1.2 or log fold change less than −1.2 and an adjusted P value less than 0.05.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:35165251
locator
sections[4] "Data Processing" paragraph 2
quote
DEGs between SNL and sham DRG specimens were identified via GEO2R online tools (https://www.ncbi.nlm.nih.gov/geo/geo2r/) with log fold change greater than 1.2 or log fold change less than −1.2 and an adjusted P value less than 0.05.
state
complete
[1] object · 6 fields
id
claim-data-access
statement
The microarray datasets GSE15041, GSE38038, GSE2884, and GSE24982 were downloaded from the GEO database (http://www.ncbi.nlm.nih.gov/geo/) [6–8]. The investigators collected the DRG samples on day 7 for GSE15041 and GSE38038 and on day 28 for GSE2884 and GSE24982 datasets.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:35165251
locator
sections[3] "Data Collection" paragraph 2
quote
The microarray datasets GSE15041, GSE38038, GSE2884, and GSE24982 were downloaded from the GEO database (http://www.ncbi.nlm.nih.gov/geo/) [6–8]. The investigators collected the DRG samples on day 7 for GSE15041 and GSE38038 and on day 28 for GSE2884 and GSE24982 datasets.
state
complete
[2] object · 6 fields
id
claim-target-result
statement
The analysis identified 75 early-stage co-DEGs at day 7 and 29 late-stage co-DEGs at day 28, with no common DEGs between the two stages.
kind
qualitative
target
null
evidence array · 3 items
[0] object · 3 fields
asset
source:pmid:35165251
locator
sections[0] "Abstract" paragraph 3
quote
We identified 75 early-stage co-DEGs, which were enriched in chromosome segregation and protein catabolic processes, cytosol and extracellular exosome components, and ATP binding function and metabolic pathways.
[1] object · 3 fields
asset
source:pmid:35165251
locator
sections[0] "Abstract" paragraph 3
quote
We identified 29 late-stage co-DEGs, which were enriched in protein tetramerization and drug responses, extracellular and membrane raft components, and protein homodimerization and binding functions and calcium signaling pathways.
[2] object · 3 fields
asset
source:pmid:35165251
locator
sections[9] "Identification of DEGs" paragraph 2
quote
There was no co-DEG between the DRG collected on day 7 and day 28, suggesting that the molecular mechanisms of neuropathic pain are different between the early and late stages.
state
complete
gaps array · 0 items
experiment object · 8 fields
state
complete
objective
The analysis identified 75 early-stage co-DEGs at day 7 and 29 late-stage co-DEGs at day 28, with no common DEGs between the two stages.
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:35165251
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:GSE15041
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:GSE15041
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 · 5 items
[0] object · 15 fields
id
source:pmid:35165251
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.12659/MSM.934122
sha256
sha256:22bdf5afa4dcae84e49e8b805a228610aefc031e591a17f74cafe894db388aa5
bytes
26039
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.12659/MSM.934122
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
PMC8857866
source
europe_pmc_fulltext
coverage
whole_body
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:GSE15041
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=GSE15041
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE15041
version
null
note
The microarray datasets GSE15041, GSE38038, GSE2884, and GSE24982 were downloaded from the GEO database (http://www.ncbi.nlm.nih.gov/geo/) [6–8]. The investigators collected the DRG samples on day 7 for GSE15041 and GSE38038 and on day 28 for GSE2884 and GSE24982 datasets.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The microarray datasets GSE15041, GSE38038, GSE2884, and GSE24982 were downloaded from the GEO database (http://www.ncbi.nlm.nih.gov/geo/) [6–8]. The investigators collected the DRG samples on day 7 for GSE15041 and GSE38038 and on day 28 for GSE2884 and GSE24982 datasets.
access_statement_kind
repository_route_statement
sample_accessions array · 16 items
[0]
GSM375686
[1]
GSM375687
[2]
GSM375688
[3]
GSM375689
[4]
GSM375690
[5]
GSM375691
[6]
GSM375692
[7]
GSM375693
[8]
GSM375694
[9]
GSM375695
[10]
GSM375696
[11]
GSM375697
[12]
GSM375698
[13]
GSM375699
[14]
GSM375700
[15]
GSM375701
sample_count
16
group_sizes
null
group_sizes_basis
null
platform
1355
taxon
Rattus norvegicus
title
Postnatal developmental changes in Sprague-Dawley rats in the model of neuropathic pain 'spare nerve injury'
resolution_checked_at
2026-11-01T18:06:43Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[2] object · 15 fields
id
data:geo:GSE24982
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=GSE24982
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE24982
version
null
note
The microarray datasets GSE15041, GSE38038, GSE2884, and GSE24982 were downloaded from the GEO database (http://www.ncbi.nlm.nih.gov/geo/) [6–8]. The investigators collected the DRG samples on day 7 for GSE15041 and GSE38038 and on day 28 for GSE2884 and GSE24982 datasets.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The microarray datasets GSE15041, GSE38038, GSE2884, and GSE24982 were downloaded from the GEO database (http://www.ncbi.nlm.nih.gov/geo/) [6–8]. The investigators collected the DRG samples on day 7 for GSE15041 and GSE38038 and on day 28 for GSE2884 and GSE24982 datasets.
access_statement_kind
repository_route_statement
sample_accessions array · 40 items
[0]
GSM613571
[1]
GSM613572
[2]
GSM613573
[3]
GSM613574
[4]
GSM613575
[5]
GSM613576
[6]
GSM613577
[7]
GSM613578
[8]
GSM613579
[9]
GSM613580
[10]
GSM613581
[11]
GSM613582
[12]
GSM613583
[13]
GSM613584
[14]
GSM613585
[15]
GSM613586
[16]
GSM613587
[17]
GSM613588
[18]
GSM613589
[19]
GSM613590
[20]
GSM613591
[21]
GSM613592
[22]
GSM613593
[23]
GSM613594
[24]
GSM613595
[25]
GSM613596
[26]
GSM613597
[27]
GSM613598
[28]
GSM613599
[29]
GSM613600
[30]
GSM613601
[31]
GSM613602
[32]
GSM613603
[33]
GSM613604
[34]
GSM613605
[35]
GSM613606
[36]
GSM613607
[37]
GSM613608
[38]
GSM613609
[39]
GSM613610
sample_count
40
group_sizes
null
group_sizes_basis
null
platform
1355
taxon
Rattus norvegicus
title
mRNA expression profiling in the spinal nerve ligation model of neuropathic pain in rats
resolution_checked_at
2026-11-01T18:06:43Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[3] object · 15 fields
id
data:geo:GSE2884
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=GSE2884
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE2884
version
null
note
The microarray datasets GSE15041, GSE38038, GSE2884, and GSE24982 were downloaded from the GEO database (http://www.ncbi.nlm.nih.gov/geo/) [6–8]. The investigators collected the DRG samples on day 7 for GSE15041 and GSE38038 and on day 28 for GSE2884 and GSE24982 datasets.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The microarray datasets GSE15041, GSE38038, GSE2884, and GSE24982 were downloaded from the GEO database (http://www.ncbi.nlm.nih.gov/geo/) [6–8]. The investigators collected the DRG samples on day 7 for GSE15041 and GSE38038 and on day 28 for GSE2884 and GSE24982 datasets.
access_statement_kind
repository_route_statement
sample_accessions array · 36 items
[0]
GSM63085
[1]
GSM63087
[2]
GSM63088
[3]
GSM63089
[4]
GSM63090
[5]
GSM63091
[6]
GSM63092
[7]
GSM63093
[8]
GSM63094
[9]
GSM63095
[10]
GSM63096
[11]
GSM63097
[12]
GSM63098
[13]
GSM63099
[14]
GSM63100
[15]
GSM63101
[16]
GSM63102
[17]
GSM63103
[18]
GSM63104
[19]
GSM63105
[20]
GSM63106
[21]
GSM63107
[22]
GSM63108
[23]
GSM63109
[24]
GSM63110
[25]
GSM63111
[26]
GSM63112
[27]
GSM63113
[28]
GSM63114
[29]
GSM63115
[30]
GSM63116
[31]
GSM63117
[32]
GSM63118
[33]
GSM63119
[34]
GSM63120
[35]
GSM63121
sample_count
36
group_sizes
null
group_sizes_basis
null
platform
86;87;85
taxon
Rattus norvegicus
title
Expression profiling of DRG from L5 spinal nerve ligation model of neuropathic pain in the rat
resolution_checked_at
2026-11-01T18:06:43Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[4] object · 15 fields
id
data:geo:GSE38038
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=GSE38038
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE38038
version
null
note
The microarray datasets GSE15041, GSE38038, GSE2884, and GSE24982 were downloaded from the GEO database (http://www.ncbi.nlm.nih.gov/geo/) [6–8]. The investigators collected the DRG samples on day 7 for GSE15041 and GSE38038 and on day 28 for GSE2884 and GSE24982 datasets.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The microarray datasets GSE15041, GSE38038, GSE2884, and GSE24982 were downloaded from the GEO database (http://www.ncbi.nlm.nih.gov/geo/) [6–8]. The investigators collected the DRG samples on day 7 for GSE15041 and GSE38038 and on day 28 for GSE2884 and GSE24982 datasets.
access_statement_kind
repository_route_statement
sample_accessions array · 8 items
[0]
GSM932855
[1]
GSM932856
[2]
GSM932857
[3]
GSM932858
[4]
GSM932859
[5]
GSM932860
[6]
GSM932861
[7]
GSM932862
sample_count
8
group_sizes
null
group_sizes_basis
null
platform
2050
taxon
Rattus norvegicus
title
Profiling Chung rat model for neuropathic pain
resolution_checked_at
2026-11-01T18:06:44Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
gaps array · 8 items
[0]
asset:data:geo:GSE15041 not downloaded
[1]
asset:data:geo:GSE15041 licence not read
[2]
asset:data:geo:GSE24982 not downloaded
[3]
asset:data:geo:GSE24982 licence not read
[4]
asset:data:geo:GSE2884 not downloaded
[5]
asset:data:geo:GSE2884 licence not read
[6]
asset:data:geo:GSE38038 not downloaded
[7]
asset:data:geo:GSE38038 licence not read
analysis object · 4 fields
state
partial
methods array · 3 items
[0] object · 10 fields
id
method-1
family
network_analysis
specific
ppi_network
label
Network / pathway analysis
dsl_operations array · 3 items
[0]
build_graph
[1]
centrality_scores
[2]
pathway_enrich
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
edge_list
evidence object · 3 fields
score
0.7
band
medium
quote
Protein-protein interaction
[1] object · 10 fields
id
method-2
family
network_analysis
specific
pathway_enrichment
label
Network / pathway analysis
dsl_operations array · 1 item
[0]
pathway_enrich
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
edge_list
evidence object · 3 fields
score
0.7
band
medium
quote
pathway enrichment
[2] object · 10 fields
id
method-3
family
null
specific
null
label
GEO2R differential-expression analysis with log fold change and adjusted P-value thresholds
dsl_operations array · 0 items
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 0 items
evidence object · 3 fields
score
1
band
verbatim
quote
DEGs between SNL and sham DRG specimens were identified via GEO2R online tools (https://www.ncbi.nlm.nih.gov/geo/geo2r/) with log fold change greater than 1.2 or log fold change less than −1.2 and an adjusted P value less than 0.05.
targets array · 0 items
gaps array · 1 item
[0]
method.reader_named_unmapped
capability object · 3 fields
state
complete
requirements array · 1 item
[0] object · 6 fields
capability_id
capability:computational_analysis
label
Computational analysis platform
assay_families array · 9 items
[0]
meta_analysis
[1]
machine_learning
[2]
survival_analysis
[3]
statistical_regression
[4]
pca
[5]
molecular_docking
[6]
network_analysis
[7]
differential_expression
[8]
gwas
candidate
Automated Assays Laravel application and simulated adapters
gaps array · 0 items
readiness object · 8 fields
state
complete
tier
R1
blocked_on
nothing:replicable_now
axes object · 3 fields
method object · 5 fields
tier
R1
expressible
true
required_operations array · 3 items
[0]
build_graph
[1]
centrality_scores
[2]
pathway_enrich
missing_operations array · 0 items
basis
The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: ppi_network.
capability object · 4 fields
tier
R1
capability_id
capability:computational_analysis
availability_state
owned
basis
The computational analysis is owned. The physical bench the paper used is not, so a physical validation cannot be run here.
data object · 6 fields
tier
R1
reachable
true
accessions array · 4 items
[0]
GSE15041
[1]
GSE38038
[2]
GSE2884
[3]
GSE24982
resolved_accessions array · 4 items
[0]
GSE15041
[1]
GSE38038
[2]
GSE2884
[3]
GSE24982
statements array · 1 item
[0]
The microarray datasets GSE15041, GSE38038, GSE2884, and GSE24982 were downloaded from the GEO database (http://www.ncbi.nlm.nih.gov/geo/) [6–8]. The investigators collected the DRG samples on day 7 for GSE15041 and GSE38038 and on day 28 for GSE2884 and GSE24982 datasets.
basis
The paper names GSE15041, GSE38038, GSE2884, GSE24982 in Gene Expression Omnibus (GEO) and the accession resolves in the repository. No dataset was downloaded and no licence was read.
can_run object · 3 fields
dsl_operations array · 3 items
[0]
build_graph
[1]
centrality_scores
[2]
pathway_enrich
assets array · 2 items
[0]
source:pmid:35165251
[1]
data:geo:GSE15041
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:GSE15041
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
2026-11-01T17:34:22Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
null
calls
5
usage object · 3 fields
prompt_tokens
8024
completion_tokens
1571
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:35165251
type
paper
label
pmid:35165251
[1] object · 3 fields
id
source:pmid:35165251
type
manuscript
label
PMID 35165251 full text
[2] object · 3 fields
id
data:geo:GSE15041
type
dataset
label
GEO GSE15041
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:35165251
type
paper
label
pmid:35165251
[1] object · 3 fields
id
source:pmid:35165251
type
manuscript
label
PMID 35165251 full text
[2] object · 3 fields
id
data:geo:GSE15041
type
dataset
label
GEO GSE15041
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-35165251
type
extraction
used array · 1 item
[0]
source:pmid:35165251
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE15041
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE15041
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:35165251
parent_hash
sha256:e27939375213aa46184f16871c982a0dd0426edfea62359e0247ef9d1a39ab95
fork_of
null
gaps array · 13 items
[0]
asset:data:geo:GSE15041 licence not read
[1]
asset:data:geo:GSE15041 not downloaded
[2]
asset:data:geo:GSE24982 licence not read
[3]
asset:data:geo:GSE24982 not downloaded
[4]
asset:data:geo:GSE2884 licence not read
[5]
asset:data:geo:GSE2884 not downloaded
[6]
asset:data:geo:GSE38038 licence not read
[7]
asset:data:geo:GSE38038 not downloaded
[8]
execution.not_run
[9]
method.reader_named_unmapped
[10]
review.human_critique
[11]
review.independent_reader
[12]
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 · 4 items
[0]
s in Microarrays of Dorsal Root Ganglia from Rat Models of Neuropathic Pain.
[1]
and late stages after spinal nerve ligation in rats. The common DEGs (co-DEGs) were identified a
[2]
icroarrays of dorsal root ganglia (DRG) from rat models of neuropathic pain, based on 4 GEO d
[3]
d late stages after spinal nerve ligation in rats. The common DEGs (co-DEGs) were identified a
order_basis
paper_text_order:55
id
assay:1
[1] object · 11 fields
role
analysis
definition_id
network_analysis
definition_version
f2132e96ae6c7a4e
required_operations array · 3 items
[0]
build_graph
[1]
centrality_scores
[2]
pathway_enrich
support_state
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
Protein-protein interaction
order_basis
consumes_earlier_output
id
assay:2
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:35165251", "kind": "science-record", "revision": 5, "content_hash": "sha256:f53109ab55a000dbf83368c48bd428a0609484191de6e331ad2581157be0ca68", "created_at": "2026-11-01T17:36:55Z", "updated_at": "2026-11-01T22:05:53Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "A Bioinformatics Study of Differentially Expressed Genes in Microarrays of Dorsal Root Ganglia from Rat Models of Neuropathic Pain.", "doi": "10.12659/MSM.934122", "pmid": "35165251", "authors": ["Yongle Wu", "Hai Nie"], "journal": "Medical science monitor : international medical journal of experimental and clinical research", "year": 2022, "abstract": "BACKGROUND Neuropathic pain is a significant complication of nerve injury. This study aimed to conduct bioinformatics analysis of differentially expressed genes (DEGs) in microarrays of dorsal root ganglia (DRG) from rat models of neuropathic pain, based on 4 GEO datasets: GSE15041, GSE38038, GSE2884, and GSE24982. MATERIAL AND METHODS We retrieved the 4 microarray datasets, which were generated using DRG samples collected in the early and late stages after spinal nerve ligation in rats. The common DEGs (co-DEGs) were identified and then subjected to Gene Ontology, pathway enrichment, and Protein-protein interaction network analyses. Drugs targeting the identified hub genes were analyzed using the Drug Gene Interaction Database. RESULTS We identified 75 early-stage co-DEGs, which were enriched in chromosome segregation and protein catabolic processes, cytosol and extracellular exosome components, and ATP binding function and metabolic pathways. We identified 29 late-stage co-DEGs, which were enriched in protein tetramerization and drug responses, extracellular and membrane raft components, and protein homodimerization and binding functions and calcium signaling pathways. We also identified several hub genes, including Snap25 (synaptosome-associated protein of 25 kDa), Vamp2 (vesicle associated membrane protein 2), and Sf3b1 (splicing factor 3b subunit 1), the first 2 of which can be targeted by botulinum toxin derivatives. SNAP25 plays a role in synaptogenesis and the exocytotic release of neurotransmitters, and VAMP2 participates in neurotransmitter release at a step between docking and fusion. CONCLUSIONS The present study reveals new mechanisms of neuropathic pain and provides key genes, including SNAP25 and VAMP2, for future studies.", "claims": [{"id": "claim-method", "statement": "DEGs between SNL and sham DRG specimens were identified via GEO2R online tools (https://www.ncbi.nlm.nih.gov/geo/geo2r/) with log fold change greater than 1.2 or log fold change less than −1.2 and an adjusted P value less than 0.05.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:35165251", "locator": "sections[4] \"Data Processing\" paragraph 2", "quote": "DEGs between SNL and sham DRG specimens were identified via GEO2R online tools (https://www.ncbi.nlm.nih.gov/geo/geo2r/) with log fold change greater than 1.2 or log fold change less than −1.2 and an adjusted P value less than 0.05."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The microarray datasets GSE15041, GSE38038, GSE2884, and GSE24982 were downloaded from the GEO database (http://www.ncbi.nlm.nih.gov/geo/) [6–8]. The investigators collected the DRG samples on day 7 for GSE15041 and GSE38038 and on day 28 for GSE2884 and GSE24982 datasets.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:35165251", "locator": "sections[3] \"Data Collection\" paragraph 2", "quote": "The microarray datasets GSE15041, GSE38038, GSE2884, and GSE24982 were downloaded from the GEO database (http://www.ncbi.nlm.nih.gov/geo/) [6–8]. The investigators collected the DRG samples on day 7 for GSE15041 and GSE38038 and on day 28 for GSE2884 and GSE24982 datasets."}], "state": "complete"}, {"id": "claim-target-result", "statement": "The analysis identified 75 early-stage co-DEGs at day 7 and 29 late-stage co-DEGs at day 28, with no common DEGs between the two stages.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:35165251", "locator": "sections[0] \"Abstract\" paragraph 3", "quote": "We identified 75 early-stage co-DEGs, which were enriched in chromosome segregation and protein catabolic processes, cytosol and extracellular exosome components, and ATP binding function and metabolic pathways."}, {"asset": "source:pmid:35165251", "locator": "sections[0] \"Abstract\" paragraph 3", "quote": "We identified 29 late-stage co-DEGs, which were enriched in protein tetramerization and drug responses, extracellular and membrane raft components, and protein homodimerization and binding functions and calcium signaling pathways."}, {"asset": "source:pmid:35165251", "locator": "sections[9] \"Identification of DEGs\" paragraph 2", "quote": "There was no co-DEG between the DRG collected on day 7 and day 28, suggesting that the molecular mechanisms of neuropathic pain are different between the early and late stages."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "The analysis identified 75 early-stage co-DEGs at day 7 and 29 late-stage co-DEGs at day 28, with no common DEGs between the two stages.", "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:35165251"], "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:GSE15041"], "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:GSE15041"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:35165251", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.12659/MSM.934122", "sha256": "sha256:22bdf5afa4dcae84e49e8b805a228610aefc031e591a17f74cafe894db388aa5", "bytes": 26039, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.12659/MSM.934122", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC8857866", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE15041", "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=GSE15041", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE15041", "version": null, "note": "The microarray datasets GSE15041, GSE38038, GSE2884, and GSE24982 were downloaded from the GEO database (http://www.ncbi.nlm.nih.gov/geo/) [6–8]. The investigators collected the DRG samples on day 7 for GSE15041 and GSE38038 and on day 28 for GSE2884 and GSE24982 datasets.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The microarray datasets GSE15041, GSE38038, GSE2884, and GSE24982 were downloaded from the GEO database (http://www.ncbi.nlm.nih.gov/geo/) [6–8]. The investigators collected the DRG samples on day 7 for GSE15041 and GSE38038 and on day 28 for GSE2884 and GSE24982 datasets.", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM375686", "GSM375687", "GSM375688", "GSM375689", "GSM375690", "GSM375691", "GSM375692", "GSM375693", "GSM375694", "GSM375695", "GSM375696", "GSM375697", "GSM375698", "GSM375699", "GSM375700", "GSM375701"], "sample_count": 16, "group_sizes": null, "group_sizes_basis": null, "platform": "1355", "taxon": "Rattus norvegicus", "title": "Postnatal developmental changes in Sprague-Dawley rats in the model of neuropathic pain 'spare nerve injury'", "resolution_checked_at": "2026-11-01T18:06:43Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE24982", "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=GSE24982", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE24982", "version": null, "note": "The microarray datasets GSE15041, GSE38038, GSE2884, and GSE24982 were downloaded from the GEO database (http://www.ncbi.nlm.nih.gov/geo/) [6–8]. The investigators collected the DRG samples on day 7 for GSE15041 and GSE38038 and on day 28 for GSE2884 and GSE24982 datasets.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The microarray datasets GSE15041, GSE38038, GSE2884, and GSE24982 were downloaded from the GEO database (http://www.ncbi.nlm.nih.gov/geo/) [6–8]. The investigators collected the DRG samples on day 7 for GSE15041 and GSE38038 and on day 28 for GSE2884 and GSE24982 datasets.", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM613571", "GSM613572", "GSM613573", "GSM613574", "GSM613575", "GSM613576", "GSM613577", "GSM613578", "GSM613579", "GSM613580", "GSM613581", "GSM613582", "GSM613583", "GSM613584", "GSM613585", "GSM613586", "GSM613587", "GSM613588", "GSM613589", "GSM613590", "GSM613591", "GSM613592", "GSM613593", "GSM613594", "GSM613595", "GSM613596", "GSM613597", "GSM613598", "GSM613599", "GSM613600", "GSM613601", "GSM613602", "GSM613603", "GSM613604", "GSM613605", "GSM613606", "GSM613607", "GSM613608", "GSM613609", "GSM613610"], "sample_count": 40, "group_sizes": null, "group_sizes_basis": null, "platform": "1355", "taxon": "Rattus norvegicus", "title": "mRNA expression profiling in the spinal nerve ligation model of neuropathic pain in rats", "resolution_checked_at": "2026-11-01T18:06:43Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE2884", "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=GSE2884", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE2884", "version": null, "note": "The microarray datasets GSE15041, GSE38038, GSE2884, and GSE24982 were downloaded from the GEO database (http://www.ncbi.nlm.nih.gov/geo/) [6–8]. The investigators collected the DRG samples on day 7 for GSE15041 and GSE38038 and on day 28 for GSE2884 and GSE24982 datasets.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The microarray datasets GSE15041, GSE38038, GSE2884, and GSE24982 were downloaded from the GEO database (http://www.ncbi.nlm.nih.gov/geo/) [6–8]. The investigators collected the DRG samples on day 7 for GSE15041 and GSE38038 and on day 28 for GSE2884 and GSE24982 datasets.", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM63085", "GSM63087", "GSM63088", "GSM63089", "GSM63090", "GSM63091", "GSM63092", "GSM63093", "GSM63094", "GSM63095", "GSM63096", "GSM63097", "GSM63098", "GSM63099", "GSM63100", "GSM63101", "GSM63102", "GSM63103", "GSM63104", "GSM63105", "GSM63106", "GSM63107", "GSM63108", "GSM63109", "GSM63110", "GSM63111", "GSM63112", "GSM63113", "GSM63114", "GSM63115", "GSM63116", "GSM63117", "GSM63118", "GSM63119", "GSM63120", "GSM63121"], "sample_count": 36, "group_sizes": null, "group_sizes_basis": null, "platform": "86;87;85", "taxon": "Rattus norvegicus", "title": "Expression profiling of DRG from L5 spinal nerve ligation model of neuropathic pain in the rat", "resolution_checked_at": "2026-11-01T18:06:43Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE38038", "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=GSE38038", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE38038", "version": null, "note": "The microarray datasets GSE15041, GSE38038, GSE2884, and GSE24982 were downloaded from the GEO database (http://www.ncbi.nlm.nih.gov/geo/) [6–8]. The investigators collected the DRG samples on day 7 for GSE15041 and GSE38038 and on day 28 for GSE2884 and GSE24982 datasets.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The microarray datasets GSE15041, GSE38038, GSE2884, and GSE24982 were downloaded from the GEO database (http://www.ncbi.nlm.nih.gov/geo/) [6–8]. The investigators collected the DRG samples on day 7 for GSE15041 and GSE38038 and on day 28 for GSE2884 and GSE24982 datasets.", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM932855", "GSM932856", "GSM932857", "GSM932858", "GSM932859", "GSM932860", "GSM932861", "GSM932862"], "sample_count": 8, "group_sizes": null, "group_sizes_basis": null, "platform": "2050", "taxon": "Rattus norvegicus", "title": "Profiling Chung rat model for neuropathic pain", "resolution_checked_at": "2026-11-01T18:06:44Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE15041 not downloaded", "asset:data:geo:GSE15041 licence not read", "asset:data:geo:GSE24982 not downloaded", "asset:data:geo:GSE24982 licence not read", "asset:data:geo:GSE2884 not downloaded", "asset:data:geo:GSE2884 licence not read", "asset:data:geo:GSE38038 not downloaded", "asset:data:geo:GSE38038 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": "network_analysis", "specific": "ppi_network", "label": "Network / pathway analysis", "dsl_operations": ["build_graph", "centrality_scores", "pathway_enrich"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["edge_list"], "evidence": {"score": 0.7, "band": "medium", "quote": "Protein-protein interaction"}}, {"id": "method-2", "family": "network_analysis", "specific": "pathway_enrichment", "label": "Network / pathway analysis", "dsl_operations": ["pathway_enrich"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["edge_list"], "evidence": {"score": 0.7, "band": "medium", "quote": "pathway enrichment"}}, {"id": "method-3", "family": null, "specific": null, "label": "GEO2R differential-expression analysis with log fold change and adjusted P-value thresholds", "dsl_operations": [], "missing_operations": [], "expressible": null, "parameters": {}, "data_shapes": [], "evidence": {"score": 1.0, "band": "verbatim", "quote": "DEGs between SNL and sham DRG specimens were identified via GEO2R online tools (https://www.ncbi.nlm.nih.gov/geo/geo2r/) with log fold change greater than 1.2 or log fold change less than −1.2 and an adjusted P value less than 0.05."}}], "targets": [], "gaps": ["method.reader_named_unmapped"]}, "capability": {"state": "complete", "requirements": [{"capability_id": "capability:computational_analysis", "label": "Computational analysis platform", "assay_families": ["meta_analysis", "machine_learning", "survival_analysis", "statistical_regression", "pca", "molecular_docking", "network_analysis", "differential_expression", "gwas"], "availability_state": "owned", "tier_unlocked": "R1", "candidate": "Automated Assays Laravel application and simulated adapters"}], "gaps": []}, "readiness": {"state": "complete", "tier": "R1", "blocking_axis": "none", "blocked_on": "nothing:replicable_now", "axes": {"method": {"tier": "R1", "expressible": true, "required_operations": ["build_graph", "centrality_scores", "pathway_enrich"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: ppi_network."}, "capability": {"tier": "R1", "capability_id": "capability:computational_analysis", "availability_state": "owned", "basis": "The computational analysis is owned. The physical bench the paper used is not, so a physical validation cannot be run here."}, "data": {"tier": "R1", "reachable": true, "accessions": ["GSE15041", "GSE38038", "GSE2884", "GSE24982"], "resolved_accessions": ["GSE15041", "GSE38038", "GSE2884", "GSE24982"], "statements": ["The microarray datasets GSE15041, GSE38038, GSE2884, and GSE24982 were downloaded from the GEO database (http://www.ncbi.nlm.nih.gov/geo/) [6–8]. The investigators collected the DRG samples on day 7 for GSE15041 and GSE38038 and on day 28 for GSE2884 and GSE24982 datasets."], "basis": "The paper names GSE15041, GSE38038, GSE2884, GSE24982 in Gene Expression Omnibus (GEO) and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["build_graph", "centrality_scores", "pathway_enrich"], "assets": ["source:pmid:35165251", "data:geo:GSE15041"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE15041"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T17:34:22Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": null}, "calls": 5, "usage": {"prompt_tokens": 8024, "completion_tokens": 1571, "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:35165251", "type": "paper", "label": "pmid:35165251"}, {"id": "source:pmid:35165251", "type": "manuscript", "label": "PMID 35165251 full text"}, {"id": "data:geo:GSE15041", "type": "dataset", "label": "GEO GSE15041"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:35165251", "type": "paper", "label": "pmid:35165251"}, {"id": "source:pmid:35165251", "type": "manuscript", "label": "PMID 35165251 full text"}, {"id": "data:geo:GSE15041", "type": "dataset", "label": "GEO GSE15041"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-35165251", "type": "extraction", "used": ["source:pmid:35165251"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE15041", "type": "accession_resolution", "used": ["data:geo:GSE15041"], "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:35165251", "parent_hash": "sha256:e27939375213aa46184f16871c982a0dd0426edfea62359e0247ef9d1a39ab95", "fork_of": null, "generation": 4}, "gaps": ["asset:data:geo:GSE15041 licence not read", "asset:data:geo:GSE15041 not downloaded", "asset:data:geo:GSE24982 licence not read", "asset:data:geo:GSE24982 not downloaded", "asset:data:geo:GSE2884 licence not read", "asset:data:geo:GSE2884 not downloaded", "asset:data:geo:GSE38038 licence not read", "asset:data:geo:GSE38038 not downloaded", "execution.not_run", "method.reader_named_unmapped", "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": ["s in Microarrays of Dorsal Root Ganglia from Rat Models of Neuropathic Pain.", "and late stages after spinal nerve ligation in rats. The common DEGs (co-DEGs) were identified a", "icroarrays of dorsal root ganglia (DRG) from rat models of neuropathic pain, based on 4 GEO d", "d late stages after spinal nerve ligation in rats. The common DEGs (co-DEGs) were identified a"], "order_basis": "paper_text_order:55", "id": "assay:1"}, {"role": "analysis", "definition_id": "network_analysis", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["build_graph", "centrality_scores", "pathway_enrich"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 0.7, "evidence": ["Protein-protein interaction"], "order_basis": "consumes_earlier_output", "id": "assay:2"}]}