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

pmid:36212719

Identification of Key Gene Targets for Periodontitis Treatment by Bioinformatics Analysis.

Ying Jin · Ye Wang · Xiaoping Lin

BioMed research international · 2022 doi:10.1155/2022/7992981

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:36212719
kind
science-record
content_hash
sha256:6bee05326efadca58ac9899c57765dba098ff1c3338834797955557b7c123008
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T18:15:33Z
updated_at
2026-11-01T21:29:08Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
Identification of Key Gene Targets for Periodontitis Treatment by Bioinformatics Analysis.
doi
10.1155/2022/7992981
pmid
36212719
authors array · 3 items
[0]
Ying Jin
[1]
Ye Wang
[2]
Xiaoping Lin
journal
BioMed research international
year
2022
abstract
Background: Periodontitis is considered to be the leading cause of tooth loss in adults, and it interacts with some serious systemic diseases. Periodontal basic therapy is the cornerstone of periodontal disease treatment and long-term maintenance and has a positive impact on the treatment of systemic diseases. Aim: To explore the potential gene targets of periodontitis therapies by bioinformatics method. Methods: We analyzed the expression database (GSE6751) downloaded from the Gene Expression Omnibus (GEO) with weighted gene coexpression network analysis (WGCNA) to confirm the functional gene modules. Pathway enrichment network analyses the key genes in functional modules and verified the candidate genes from the samples in peripheral blood sources of GSE43525. Moreover, we confirmed the expression of target protein in the periodontal tissues of experimental periodontitis-afflicted mice using western blotting. Results: The functional gene modules were found to have biological processes, and ARRB2, BIRC3, CD14, DYNLL1, FCER1G, FCGR1A, FCGR2B, FGR, HCK, and PRKCD were screened as candidates' genes in functional modules. The 921 DEG from GSE43525 and 418 DEG is from the green module of GSE6751 and identified AMICA1, KDELR1, DHRS7B, LMNB1, CTSA, S100A12, and FCGR1A as target genes. Finally, FCGR1A (CD64) was confirmed as the key gene that affects periodontal treatment. Western blot analysis showed an increasing trend in the expression level of FCGR1A protein in the periodontal tissues of experimental periodontitis mice compared to normal mice. Conclusions: FCGR1A (CD64) may be a key gene target for periodontal therapy in patients with periodontitis and other systemic diseases.
claims array · 3 items
[0] object · 6 fields
id
claim-method
statement
We analyzed the expression database (GSE6751) downloaded from the Gene Expression Omnibus (GEO) with weighted gene coexpression network analysis (WGCNA) to confirm the functional gene modules.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:36212719
locator
sections[0] "Abstract" paragraph 3
quote
We analyzed the expression database (GSE6751) downloaded from the Gene Expression Omnibus (GEO) with weighted gene coexpression network analysis (WGCNA) to confirm the functional gene modules.
state
complete
[1] object · 6 fields
id
claim-data-access
statement
All data included in this study are available upon request by contact with the corresponding author.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:36212719
locator
sections[19] "Data Availability" paragraph 2
quote
All data included in this study are available upon request by contact with the corresponding author.
state
complete
[2] object · 6 fields
id
claim-target-result
statement
The green WGCNA module had the highest negative correlation with disease status (r = −0.35, P = 0.007), and FCGR1A was identified as a key gene associated with periodontitis.
kind
quantitative
target object · 4 fields
value
0.32
unit
correlation coefficient
tolerance
null
source
The results showed that the green module (MEgreen) had the highest negative correlation with disease status (r = −0.35, P = 0.007), whereas the red module (MEred) was positively correlated with the prognosis of periodontitis treatment (r = 0.32, P = 0.01) (Figure 3(a)).
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:36212719
locator
sections[11] "3.3. Screening of Core Gene Module" paragraph 2
quote
The results showed that the green module (MEgreen) had the highest negative correlation with disease status (r = −0.35, P = 0.007), whereas the red module (MEred) was positively correlated with the prognosis of periodontitis treatment (r = 0.32, P = 0.01) (Figure 3(a)).
state
complete
gaps array · 0 items
experiment object · 8 fields
state
complete
objective
The green WGCNA module had the highest negative correlation with disease status (r = −0.35, P = 0.007), and FCGR1A was identified as a key gene associated with periodontitis.
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:36212719
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:GSE43525
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:GSE43525
outputs array · 1 item
[0]
the replicated result and its comparison
instruments array · 0 items
reagents array · 0 items
materials array · 0 items
instruments array · 0 items
reagents array · 0 items
conditions object · 0 fields
gaps array · 0 items
data object · 3 fields
state
partial
assets array · 3 items
[0] object · 15 fields
id
source:pmid:36212719
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.1155/2022/7992981
sha256
sha256:4594365f555501513115767692bcacb879dd11efaf0cecfa6bb62a4e3bdc74de
bytes
23116
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.1155/2022/7992981
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
PMC9536999
source
europe_pmc_fulltext
coverage
whole_body_without_references
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:GSE43525
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=GSE43525
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE43525
version
null
note
All data included in this study are available upon request by contact with the corresponding author.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
All data included in this study are available upon request by contact with the corresponding author.
access_statement_kind
data_availability_statement
sample_accessions array · 23 items
[0]
GSM1064909
[1]
GSM1064910
[2]
GSM1064911
[3]
GSM1064912
[4]
GSM1064913
[5]
GSM1064914
[6]
GSM1064915
[7]
GSM1064916
[8]
GSM1064917
[9]
GSM1064918
[10]
GSM1064919
[11]
GSM1064920
[12]
GSM1064921
[13]
GSM1064922
[14]
GSM1064923
[15]
GSM1064924
[16]
GSM1064925
[17]
GSM1064926
[18]
GSM1064927
[19]
GSM1064928
[20]
GSM1064929
[21]
GSM1064930
[22]
GSM1064932
sample_count
23
group_sizes
null
group_sizes_basis
null
platform
10558
taxon
Homo sapiens
title
Phenotypic changes in PMN in Periodontits patients
resolution_checked_at
2026-11-01T18:46:34Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[2] object · 15 fields
id
data:geo:GSE6751
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=GSE6751
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE6751
version
null
note
All data included in this study are available upon request by contact with the corresponding author.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
All data included in this study are available upon request by contact with the corresponding author.
access_statement_kind
data_availability_statement
sample_accessions array · 59 items
[0]
GSM155448
[1]
GSM155449
[2]
GSM155450
[3]
GSM155451
[4]
GSM155452
[5]
GSM155453
[6]
GSM155454
[7]
GSM155455
[8]
GSM155456
[9]
GSM155457
[10]
GSM155458
[11]
GSM155459
[12]
GSM155460
[13]
GSM155461
[14]
GSM155462
[15]
GSM155463
[16]
GSM155464
[17]
GSM155465
[18]
GSM155466
[19]
GSM155467
[20]
GSM155468
[21]
GSM155469
[22]
GSM155470
[23]
GSM155471
[24]
GSM155472
[25]
GSM155473
[26]
GSM155474
[27]
GSM155475
[28]
GSM155476
[29]
GSM155477
[30]
GSM155478
[31]
GSM155479
[32]
GSM155480
[33]
GSM155481
[34]
GSM155482
[35]
GSM155483
[36]
GSM155484
[37]
GSM155485
[38]
GSM155486
[39]
GSM155487
[40]
GSM155488
[41]
GSM155489
[42]
GSM155490
[43]
GSM155491
[44]
GSM155492
[45]
GSM155493
[46]
GSM155494
[47]
GSM155495
[48]
GSM155496
[49]
GSM155497
[50]
GSM155498
[51]
GSM155499
[52]
GSM155500
[53]
GSM155501
[54]
GSM155502
[55]
GSM155503
[56]
GSM155504
[57]
GSM155505
[58]
GSM155506
sample_count
59
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Expression profiles of peripheral blood monocytes in periodontal therapy
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 · 4 items
[0]
asset:data:geo:GSE43525 not downloaded
[1]
asset:data:geo:GSE43525 licence not read
[2]
asset:data:geo:GSE6751 not downloaded
[3]
asset:data:geo:GSE6751 licence not read
analysis object · 4 fields
state
partial
methods array · 3 items
[0] object · 10 fields
id
method-1
family
clustering
specific
hierarchical
label
Clustering
dsl_operations array · 1 item
[0]
hierarchical_cluster
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
feature_matrix
evidence object · 3 fields
score
0.8
band
high
quote
dendrogram
[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
Weighted gene coexpression network analysis (WGCNA)
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
We analyzed the expression database (GSE6751) downloaded from the Gene Expression Omnibus (GEO) with weighted gene coexpression network analysis (WGCNA) to confirm the functional gene modules.
targets array · 1 item
[0] object · 8 fields
id
target-published-estimate
claim_id
claim-target-result
operation
hierarchical_cluster
unit
correlation coefficient
tolerance
null
state
complete
note
The published estimate as the reader quoted it from the paper. No tolerance is published because the paper states none.
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 · 1 item
[0]
hierarchical_cluster
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: hierarchical.
capability object · 4 fields
tier
R1
capability_id
capability:computational_analysis
availability_state
owned
basis
The computational analysis is owned. The physical bench the paper used is not, so a physical validation cannot be run here.
data object · 6 fields
tier
R1
reachable
true
accessions array · 2 items
[0]
GSE6751
[1]
GSE43525
resolved_accessions array · 2 items
[0]
GSE6751
[1]
GSE43525
statements array · 1 item
[0]
All data included in this study are available upon request by contact with the corresponding author.
basis
The paper names GSE6751, GSE43525 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 · 1 item
[0]
hierarchical_cluster
assets array · 2 items
[0]
source:pmid:36212719
[1]
data:geo:GSE43525
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:GSE43525
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
2026-11-01T18:09:30Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
5
usage object · 3 fields
prompt_tokens
7207
completion_tokens
1200
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:36212719
type
paper
label
pmid:36212719
[1] object · 3 fields
id
source:pmid:36212719
type
manuscript
label
PMID 36212719 full text
[2] object · 3 fields
id
data:geo:GSE43525
type
dataset
label
GEO GSE43525
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:36212719
type
paper
label
pmid:36212719
[1] object · 3 fields
id
source:pmid:36212719
type
manuscript
label
PMID 36212719 full text
[2] object · 3 fields
id
data:geo:GSE43525
type
dataset
label
GEO GSE43525
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-36212719
type
extraction
used array · 1 item
[0]
source:pmid:36212719
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE43525
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE43525
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:36212719
parent_hash
sha256:e01dccb0ee84d0b4ec7d6875782e99c743d553f3ec10c03ff5c168f182b2cfe9
fork_of
null
gaps array · 9 items
[0]
asset:data:geo:GSE43525 licence not read
[1]
asset:data:geo:GSE43525 not downloaded
[2]
asset:data:geo:GSE6751 licence not read
[3]
asset:data:geo:GSE6751 not downloaded
[4]
execution.not_run
[5]
method.reader_named_unmapped
[6]
review.human_critique
[7]
review.independent_reader
[8]
review.machine_critique
assays array · 4 items
[0] object · 11 fields
role
data_generation
definition_id
western_blot
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]
erimental periodontitis-afflicted mice using western blotting. Results: The functional gene modules were f
[1]
key gene that affects periodontal treatment. Western blot analysis showed an increasing trend in the e
[2]
issues of periodontitis mice was detected by western blotting. The extracted protein samples were analyzed
[3]
, to construct the gene network/module. 3.7. Western Blotting to Verify the Expression of FCGR1A in Experi
order_basis
paper_text_order:953
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]
s, the bacterial colonies were collected and cultured in complete BHI liquid at 37°C for 24 h and the
order_basis
paper_text_order:2975
id
assay:2
[2] 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]
alis, once a day for four weeks) or not, the mice were randomly divided into periodontitis and norm
[1]
periodontitis and normal control groups. The mice were euthanized by CO2 asphyxiation four weeks af
order_basis
paper_text_order:3319
id
assay:3
[3] object · 11 fields
role
analysis
definition_id
clustering
definition_version
f2132e96ae6c7a4e
required_operations array · 1 item
[0]
hierarchical_cluster
support_state
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
dendrogram
order_basis
consumes_earlier_output
id
assay:4
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:36212719", "kind": "science-record", "revision": 3, "content_hash": "sha256:6bee05326efadca58ac9899c57765dba098ff1c3338834797955557b7c123008", "created_at": "2026-11-01T18:15:33Z", "updated_at": "2026-11-01T21:29:08Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Identification of Key Gene Targets for Periodontitis Treatment by Bioinformatics Analysis.", "doi": "10.1155/2022/7992981", "pmid": "36212719", "authors": ["Ying Jin", "Ye Wang", "Xiaoping Lin"], "journal": "BioMed research international", "year": 2022, "abstract": "Background: Periodontitis is considered to be the leading cause of tooth loss in adults, and it interacts with some serious systemic diseases. Periodontal basic therapy is the cornerstone of periodontal disease treatment and long-term maintenance and has a positive impact on the treatment of systemic diseases.\nAim: To explore the potential gene targets of periodontitis therapies by bioinformatics method.\nMethods: We analyzed the expression database (GSE6751) downloaded from the Gene Expression Omnibus (GEO) with weighted gene coexpression network analysis (WGCNA) to confirm the functional gene modules. Pathway enrichment network analyses the key genes in functional modules and verified the candidate genes from the samples in peripheral blood sources of GSE43525. Moreover, we confirmed the expression of target protein in the periodontal tissues of experimental periodontitis-afflicted mice using western blotting.\nResults: The functional gene modules were found to have biological processes, and ARRB2, BIRC3, CD14, DYNLL1, FCER1G, FCGR1A, FCGR2B, FGR, HCK, and PRKCD were screened as candidates' genes in functional modules. The 921 DEG from GSE43525 and 418 DEG is from the green module of GSE6751 and identified AMICA1, KDELR1, DHRS7B, LMNB1, CTSA, S100A12, and FCGR1A as target genes. Finally, FCGR1A (CD64) was confirmed as the key gene that affects periodontal treatment. Western blot analysis showed an increasing trend in the expression level of FCGR1A protein in the periodontal tissues of experimental periodontitis mice compared to normal mice.\nConclusions: FCGR1A (CD64) may be a key gene target for periodontal therapy in patients with periodontitis and other systemic diseases.", "claims": [{"id": "claim-method", "statement": "We analyzed the expression database (GSE6751) downloaded from the Gene Expression Omnibus (GEO) with weighted gene coexpression network analysis (WGCNA) to confirm the functional gene modules.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:36212719", "locator": "sections[0] \"Abstract\" paragraph 3", "quote": "We analyzed the expression database (GSE6751) downloaded from the Gene Expression Omnibus (GEO) with weighted gene coexpression network analysis (WGCNA) to confirm the functional gene modules."}], "state": "complete"}, {"id": "claim-data-access", "statement": "All data included in this study are available upon request by contact with the corresponding author.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:36212719", "locator": "sections[19] \"Data Availability\" paragraph 2", "quote": "All data included in this study are available upon request by contact with the corresponding author."}], "state": "complete"}, {"id": "claim-target-result", "statement": "The green WGCNA module had the highest negative correlation with disease status (r = −0.35, P = 0.007), and FCGR1A was identified as a key gene associated with periodontitis.", "kind": "quantitative", "target": {"value": 0.32, "unit": "correlation coefficient", "tolerance": null, "source": "The results showed that the green module (MEgreen) had the highest negative correlation with disease status (r = −0.35, P = 0.007), whereas the red module (MEred) was positively correlated with the prognosis of periodontitis treatment (r = 0.32, P = 0.01) (Figure 3(a))."}, "evidence": [{"asset": "source:pmid:36212719", "locator": "sections[11] \"3.3. Screening of Core Gene Module\" paragraph 2", "quote": "The results showed that the green module (MEgreen) had the highest negative correlation with disease status (r = −0.35, P = 0.007), whereas the red module (MEred) was positively correlated with the prognosis of periodontitis treatment (r = 0.32, P = 0.01) (Figure 3(a))."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "The green WGCNA module had the highest negative correlation with disease status (r = −0.35, P = 0.007), and FCGR1A was identified as a key gene associated with periodontitis.", "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:36212719"], "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:GSE43525"], "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:GSE43525"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:36212719", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1155/2022/7992981", "sha256": "sha256:4594365f555501513115767692bcacb879dd11efaf0cecfa6bb62a4e3bdc74de", "bytes": 23116, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1155/2022/7992981", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC9536999", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE43525", "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=GSE43525", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE43525", "version": null, "note": "All data included in this study are available upon request by contact with the corresponding author.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "All data included in this study are available upon request by contact with the corresponding author.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM1064909", "GSM1064910", "GSM1064911", "GSM1064912", "GSM1064913", "GSM1064914", "GSM1064915", "GSM1064916", "GSM1064917", "GSM1064918", "GSM1064919", "GSM1064920", "GSM1064921", "GSM1064922", "GSM1064923", "GSM1064924", "GSM1064925", "GSM1064926", "GSM1064927", "GSM1064928", "GSM1064929", "GSM1064930", "GSM1064932"], "sample_count": 23, "group_sizes": null, "group_sizes_basis": null, "platform": "10558", "taxon": "Homo sapiens", "title": "Phenotypic changes in PMN in Periodontits patients", "resolution_checked_at": "2026-11-01T18:46:34Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE6751", "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=GSE6751", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE6751", "version": null, "note": "All data included in this study are available upon request by contact with the corresponding author.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "All data included in this study are available upon request by contact with the corresponding author.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM155448", "GSM155449", "GSM155450", "GSM155451", "GSM155452", "GSM155453", "GSM155454", "GSM155455", "GSM155456", "GSM155457", "GSM155458", "GSM155459", "GSM155460", "GSM155461", "GSM155462", "GSM155463", "GSM155464", "GSM155465", "GSM155466", "GSM155467", "GSM155468", "GSM155469", "GSM155470", "GSM155471", "GSM155472", "GSM155473", "GSM155474", "GSM155475", "GSM155476", "GSM155477", "GSM155478", "GSM155479", "GSM155480", "GSM155481", "GSM155482", "GSM155483", "GSM155484", "GSM155485", "GSM155486", "GSM155487", "GSM155488", "GSM155489", "GSM155490", "GSM155491", "GSM155492", "GSM155493", "GSM155494", "GSM155495", "GSM155496", "GSM155497", "GSM155498", "GSM155499", "GSM155500", "GSM155501", "GSM155502", "GSM155503", "GSM155504", "GSM155505", "GSM155506"], "sample_count": 59, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "Expression profiles of peripheral blood monocytes in periodontal therapy", "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:GSE43525 not downloaded", "asset:data:geo:GSE43525 licence not read", "asset:data:geo:GSE6751 not downloaded", "asset:data:geo:GSE6751 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": "clustering", "specific": "hierarchical", "label": "Clustering", "dsl_operations": ["hierarchical_cluster"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["feature_matrix"], "evidence": {"score": 0.8, "band": "high", "quote": "dendrogram"}}, {"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": "Weighted gene coexpression network analysis (WGCNA)", "dsl_operations": [], "missing_operations": [], "expressible": null, "parameters": {}, "data_shapes": [], "evidence": {"score": 1.0, "band": "verbatim", "quote": "We analyzed the expression database (GSE6751) downloaded from the Gene Expression Omnibus (GEO) with weighted gene coexpression network analysis (WGCNA) to confirm the functional gene modules."}}], "targets": [{"id": "target-published-estimate", "claim_id": "claim-target-result", "operation": "hierarchical_cluster", "expected_value": 0.32, "unit": "correlation coefficient", "tolerance": null, "state": "complete", "note": "The published estimate as the reader quoted it from the paper. No tolerance is published because the paper states none."}], "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": ["hierarchical_cluster"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: hierarchical."}, "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": ["GSE6751", "GSE43525"], "resolved_accessions": ["GSE6751", "GSE43525"], "statements": ["All data included in this study are available upon request by contact with the corresponding author."], "basis": "The paper names GSE6751, GSE43525 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": ["hierarchical_cluster"], "assets": ["source:pmid:36212719", "data:geo:GSE43525"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE43525"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T18:09:30Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 7207, "completion_tokens": 1200, "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:36212719", "type": "paper", "label": "pmid:36212719"}, {"id": "source:pmid:36212719", "type": "manuscript", "label": "PMID 36212719 full text"}, {"id": "data:geo:GSE43525", "type": "dataset", "label": "GEO GSE43525"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:36212719", "type": "paper", "label": "pmid:36212719"}, {"id": "source:pmid:36212719", "type": "manuscript", "label": "PMID 36212719 full text"}, {"id": "data:geo:GSE43525", "type": "dataset", "label": "GEO GSE43525"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-36212719", "type": "extraction", "used": ["source:pmid:36212719"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE43525", "type": "accession_resolution", "used": ["data:geo:GSE43525"], "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:36212719", "parent_hash": "sha256:e01dccb0ee84d0b4ec7d6875782e99c743d553f3ec10c03ff5c168f182b2cfe9", "fork_of": null, "generation": 2}, "gaps": ["asset:data:geo:GSE43525 licence not read", "asset:data:geo:GSE43525 not downloaded", "asset:data:geo:GSE6751 licence not read", "asset:data:geo:GSE6751 not downloaded", "execution.not_run", "method.reader_named_unmapped", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "data_generation", "definition_id": "western_blot", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["erimental periodontitis-afflicted mice using western blotting. Results: The functional gene modules were f", "key gene that affects periodontal treatment. Western blot analysis showed an increasing trend in the e", "issues of periodontitis mice was detected by western blotting. The extracted protein samples were analyzed", ", to construct the gene network/module. 3.7. Western Blotting to Verify the Expression of FCGR1A in Experi"], "order_basis": "paper_text_order:953", "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": ["s, the bacterial colonies were collected and cultured in complete BHI liquid at 37°C for 24 h and the"], "order_basis": "paper_text_order:2975", "id": "assay:2"}, {"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": ["alis, once a day for four weeks) or not, the mice were randomly divided into periodontitis and norm", "periodontitis and normal control groups. The mice were euthanized by CO2 asphyxiation four weeks af"], "order_basis": "paper_text_order:3319", "id": "assay:3"}, {"role": "analysis", "definition_id": "clustering", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["hierarchical_cluster"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 0.8, "evidence": ["dendrogram"], "order_basis": "consumes_earlier_output", "id": "assay:4"}]}