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

pmid:34490057

Identification of Potential Biomarkers Associated with Acute Myocardial Infarction by Weighted Gene Coexpression Network Analysis.

Yan Wang · Xiangyang Zhang · Min Duan · Chenguang Zhang · Ke Wang · Lili Feng · Linlin Song · Sheng Wu · Xuyan Chen

Oxidative medicine and cellular longevity · 2021 doi:10.1155/2021/5553811

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:34490057
kind
science-record
content_hash
sha256:69128df8fa26e321f591aa48a676e7ebd43c10cb0497a32019efdf78ce22676c
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T15:41:50Z
updated_at
2026-11-01T22:47:27Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
Identification of Potential Biomarkers Associated with Acute Myocardial Infarction by Weighted Gene Coexpression Network Analysis.
doi
10.1155/2021/5553811
pmid
34490057
authors array · 9 items
[0]
Yan Wang
[1]
Xiangyang Zhang
[2]
Min Duan
[3]
Chenguang Zhang
[4]
Ke Wang
[5]
Lili Feng
[6]
Linlin Song
[7]
Sheng Wu
[8]
Xuyan Chen
journal
Oxidative medicine and cellular longevity
year
2021
abstract
BACKGROUND: In the general population, acute myocardial infarction (AMI) represents a significant cause of mortality. This study is aimed at identifying novel diagnostic biomarkers to aid in treating and diagnosing AMI. METHODS: The Gene Expression Omnibus (GEO) database was explored to extract two microarray datasets, GSE66360 and GSE48060, which were subsequently merged into a single cohort. Both AMI and control samples were analyzed for differentially expressed genes (DEGs), which were subsequently subjected to weighed gene coexpression network analysis (WGCNA) to identify the most significant module. Gene Ontology (GO) and pathway analyses subsequently carried out the most significant gene modules along with construction of a protein-protein interaction network (PPI). Cytoscape plugin cytoHubba allowed for the prediction of the top 4 key genes according to the network maximal clique centrality (MCC) algorithm. The expression levels and diagnostic value of the four key genes were additionally verified in the GSE62646 dataset. RESULTS: A WCGNA analysis revealed 878 DEGs which were clustered into 6 modules. The module with the most significance in AMI was colored blue. Subsequent GO and KEGG pathway enrichment analysis on blue module genes revealed that they were primarily enriched in the inflammation-related pathways. These findings, in combination with PPI and coexpression networks, resulted in the identification of the top four genes by cytoHubba, which included leukocyte immunoglobulin-like receptor B2 (LILRB2), toll-like receptor 2 (TLR2), neutrophil cytosolic factor 2 (NCF2), and S100A9. Among them, LILRB2, NCF2, and S100A9 were validated in the GSE62646 dataset. CONCLUSIONS: The results suggested that LILRB2, NCF2, and S100A9 could be potential gene biomarkers for AMI.
claims array · 2 items
[0] object · 6 fields
id
claim-method
statement
We screened for significant DEGs using the Limma (linear models for microarray data) tool [11].
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:34490057
locator
sections[4] "2.2. DEG Identification" paragraph 2
quote
We screened for significant DEGs using the Limma (linear models for microarray data) tool [11].
state
complete
[1] object · 6 fields
id
claim-data-access
statement
The data used to support the findings of this study are available from the corresponding author upon request.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:34490057
locator
sections[19] "Data Availability" paragraph 2
quote
The data used to support the findings of this study are available from the corresponding author upon request.
state
complete
gaps array · 0 items
experiment object · 8 fields
state
complete
objective
null
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:34490057
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:GSE48060
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:GSE48060
outputs array · 1 item
[0]
the replicated result and its comparison
instruments array · 0 items
reagents array · 0 items
materials array · 0 items
instruments array · 0 items
reagents array · 0 items
conditions object · 0 fields
gaps array · 0 items
data object · 3 fields
state
partial
assets array · 4 items
[0] object · 15 fields
id
source:pmid:34490057
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.1155/2021/5553811
sha256
sha256:e284b2ef09d7b23ac920538b9649f4de8695c0d5a77749af9c8fe5deda11c8ea
bytes
20007
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.1155/2021/5553811
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
PMC8418549
source
europe_pmc_fulltext
coverage
whole_body_without_references
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:GSE48060
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=GSE48060
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE48060
version
null
note
The data used to support the findings of this study are available from the corresponding author upon request.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The data used to support the findings of this study are available from the corresponding author upon request.
access_statement_kind
data_availability_statement
sample_accessions array · 52 items
[0]
GSM1167072
[1]
GSM1167073
[2]
GSM1167074
[3]
GSM1167075
[4]
GSM1167076
[5]
GSM1167077
[6]
GSM1167078
[7]
GSM1167079
[8]
GSM1167080
[9]
GSM1167081
[10]
GSM1167082
[11]
GSM1167083
[12]
GSM1167084
[13]
GSM1167085
[14]
GSM1167086
[15]
GSM1167087
[16]
GSM1167088
[17]
GSM1167089
[18]
GSM1167090
[19]
GSM1167091
[20]
GSM1167092
[21]
GSM1167093
[22]
GSM1167094
[23]
GSM1167095
[24]
GSM1167096
[25]
GSM1167097
[26]
GSM1167098
[27]
GSM1167099
[28]
GSM1167100
[29]
GSM1167101
[30]
GSM1167102
[31]
GSM1167103
[32]
GSM1167104
[33]
GSM1167105
[34]
GSM1167106
[35]
GSM1167107
[36]
GSM1167108
[37]
GSM1167109
[38]
GSM1167110
[39]
GSM1167111
[40]
GSM1167112
[41]
GSM1167113
[42]
GSM1167114
[43]
GSM1167115
[44]
GSM1167116
[45]
GSM1167117
[46]
GSM1167118
[47]
GSM1167119
[48]
GSM1167120
[49]
GSM1167121
[50]
GSM1167122
[51]
GSM1167123
sample_count
52
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Transcriptome from circulating cells suggests dysregulated pathways associated with long-term recurrent events following first-time myocardial infarction.
resolution_checked_at
2026-11-01T15:39:54Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[2] object · 15 fields
id
data:geo:GSE62646
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=GSE62646
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE62646
version
null
note
The data used to support the findings of this study are available from the corresponding author upon request.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The data used to support the findings of this study are available from the corresponding author upon request.
access_statement_kind
data_availability_statement
sample_accessions array · 98 items
[0]
GSM1530765
[1]
GSM1530766
[2]
GSM1530767
[3]
GSM1530768
[4]
GSM1530769
[5]
GSM1530770
[6]
GSM1530771
[7]
GSM1530772
[8]
GSM1530773
[9]
GSM1530774
[10]
GSM1530775
[11]
GSM1530776
[12]
GSM1530777
[13]
GSM1530778
[14]
GSM1530779
[15]
GSM1530780
[16]
GSM1530781
[17]
GSM1530782
[18]
GSM1530783
[19]
GSM1530784
[20]
GSM1530785
[21]
GSM1530786
[22]
GSM1530787
[23]
GSM1530788
[24]
GSM1530789
[25]
GSM1530790
[26]
GSM1530791
[27]
GSM1530792
[28]
GSM1530793
[29]
GSM1530794
[30]
GSM1530795
[31]
GSM1530796
[32]
GSM1530797
[33]
GSM1530798
[34]
GSM1530799
[35]
GSM1530800
[36]
GSM1530801
[37]
GSM1530802
[38]
GSM1530803
[39]
GSM1530804
[40]
GSM1530805
[41]
GSM1530806
[42]
GSM1530807
[43]
GSM1530808
[44]
GSM1530809
[45]
GSM1530810
[46]
GSM1530811
[47]
GSM1530812
[48]
GSM1530813
[49]
GSM1530814
[50]
GSM1530815
[51]
GSM1530816
[52]
GSM1530817
[53]
GSM1530818
[54]
GSM1530819
[55]
GSM1530820
[56]
GSM1530821
[57]
GSM1530822
[58]
GSM1530823
[59]
GSM1530824
[60]
GSM1530825
[61]
GSM1530826
[62]
GSM1530827
[63]
GSM1530828
[64]
GSM1530829
[65]
GSM1530830
[66]
GSM1530831
[67]
GSM1530832
[68]
GSM1530833
[69]
GSM1530834
[70]
GSM1530835
[71]
GSM1530836
[72]
GSM1530837
[73]
GSM1530838
[74]
GSM1530839
[75]
GSM1530840
[76]
GSM1530841
[77]
GSM1530842
[78]
GSM1530843
[79]
GSM1530844
[80]
GSM1530845
[81]
GSM1530846
[82]
GSM1530847
[83]
GSM1530848
[84]
GSM1530849
[85]
GSM1530850
[86]
GSM1530851
[87]
GSM1530852
[88]
GSM1530853
[89]
GSM1530854
[90]
GSM1530855
[91]
GSM1530856
[92]
GSM1530857
[93]
GSM1530858
[94]
GSM1530859
[95]
GSM1530860
[96]
GSM1530861
[97]
GSM1530862
sample_count
98
group_sizes
null
group_sizes_basis
null
platform
6244
taxon
Homo sapiens
title
Altered gene expression pattern in peripheral blood mononuclear cells in patients with acute myocardial infarction
resolution_checked_at
2026-11-01T15:39:55Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[3] object · 15 fields
id
data:geo:GSE66360
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=GSE66360
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE66360
version
null
note
The data used to support the findings of this study are available from the corresponding author upon request.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The data used to support the findings of this study are available from the corresponding author upon request.
access_statement_kind
data_availability_statement
sample_accessions array · 99 items
[0]
GSM1620819
[1]
GSM1620820
[2]
GSM1620821
[3]
GSM1620822
[4]
GSM1620823
[5]
GSM1620824
[6]
GSM1620825
[7]
GSM1620826
[8]
GSM1620827
[9]
GSM1620828
[10]
GSM1620829
[11]
GSM1620830
[12]
GSM1620831
[13]
GSM1620832
[14]
GSM1620833
[15]
GSM1620834
[16]
GSM1620835
[17]
GSM1620836
[18]
GSM1620837
[19]
GSM1620838
[20]
GSM1620839
[21]
GSM1620840
[22]
GSM1620841
[23]
GSM1620842
[24]
GSM1620843
[25]
GSM1620844
[26]
GSM1620845
[27]
GSM1620846
[28]
GSM1620847
[29]
GSM1620848
[30]
GSM1620849
[31]
GSM1620850
[32]
GSM1620851
[33]
GSM1620852
[34]
GSM1620853
[35]
GSM1620854
[36]
GSM1620855
[37]
GSM1620856
[38]
GSM1620857
[39]
GSM1620858
[40]
GSM1620859
[41]
GSM1620860
[42]
GSM1620861
[43]
GSM1620862
[44]
GSM1620863
[45]
GSM1620864
[46]
GSM1620865
[47]
GSM1620866
[48]
GSM1620867
[49]
GSM1620868
[50]
GSM1620869
[51]
GSM1620870
[52]
GSM1620871
[53]
GSM1620872
[54]
GSM1620873
[55]
GSM1620874
[56]
GSM1620875
[57]
GSM1620876
[58]
GSM1620877
[59]
GSM1620878
[60]
GSM1620879
[61]
GSM1620880
[62]
GSM1620881
[63]
GSM1620882
[64]
GSM1620883
[65]
GSM1620884
[66]
GSM1620885
[67]
GSM1620886
[68]
GSM1620887
[69]
GSM1620888
[70]
GSM1620889
[71]
GSM1620890
[72]
GSM1620891
[73]
GSM1620892
[74]
GSM1620893
[75]
GSM1620894
[76]
GSM1620895
[77]
GSM1620896
[78]
GSM1620897
[79]
GSM1620898
[80]
GSM1620899
[81]
GSM1620900
[82]
GSM1620901
[83]
GSM1620902
[84]
GSM1620903
[85]
GSM1620904
[86]
GSM1620905
[87]
GSM1620906
[88]
GSM1620907
[89]
GSM1620908
[90]
GSM1620909
[91]
GSM1620910
[92]
GSM1620911
[93]
GSM1620912
[94]
GSM1620913
[95]
GSM1620914
[96]
GSM1620915
[97]
GSM1620916
[98]
GSM1620917
sample_count
99
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
A Whole Blood Molecular Signature for the Identification of Acute Myocardial Infarction Without Relying Upon Myonecrosis (microarray)
resolution_checked_at
2026-11-01T15:39:55Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
gaps array · 6 items
[0]
asset:data:geo:GSE48060 not downloaded
[1]
asset:data:geo:GSE48060 licence not read
[2]
asset:data:geo:GSE62646 not downloaded
[3]
asset:data:geo:GSE62646 licence not read
[4]
asset:data:geo:GSE66360 not downloaded
[5]
asset:data:geo:GSE66360 licence not read
analysis object · 4 fields
state
complete
methods array · 4 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
We screened for significant DEGs using the Limma (linear models for microarray data) tool [11].
[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
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
[3] object · 10 fields
id
method-4
family
network_analysis
specific
centrality
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
centrality
targets array · 0 items
gaps array · 0 items
capability object · 3 fields
state
complete
requirements array · 1 item
[0] object · 6 fields
capability_id
capability:computational_analysis
label
Computational analysis platform
assay_families array · 9 items
[0]
meta_analysis
[1]
machine_learning
[2]
survival_analysis
[3]
statistical_regression
[4]
pca
[5]
molecular_docking
[6]
network_analysis
[7]
differential_expression
[8]
gwas
candidate
Automated Assays Laravel application and simulated adapters
gaps array · 0 items
readiness object · 8 fields
state
complete
tier
R1
blocked_on
nothing:replicable_now
axes object · 3 fields
method object · 5 fields
tier
R1
expressible
true
required_operations array · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
missing_operations array · 0 items
basis
The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: limma_voom.
capability object · 4 fields
tier
R1
capability_id
capability:computational_analysis
availability_state
owned
basis
The computational analysis is owned. The physical bench the paper used is not, so a physical validation cannot be run here.
data object · 6 fields
tier
R1
reachable
true
accessions array · 3 items
[0]
GSE66360
[1]
GSE48060
[2]
GSE62646
resolved_accessions array · 3 items
[0]
GSE66360
[1]
GSE48060
[2]
GSE62646
statements array · 1 item
[0]
The data used to support the findings of this study are available from the corresponding author upon request.
basis
The paper names GSE66360, GSE48060, GSE62646 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:34490057
[1]
data:geo:GSE48060
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:GSE48060
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
2026-10-31T18:34:24Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
3
usage object · 3 fields
prompt_tokens
15906
completion_tokens
1551
cached_tokens
528
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:34490057
type
paper
label
pmid:34490057
[1] object · 3 fields
id
source:pmid:34490057
type
manuscript
label
PMID 34490057 full text
[2] object · 3 fields
id
data:geo:GSE48060
type
dataset
label
GEO GSE48060
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:34490057
type
paper
label
pmid:34490057
[1] object · 3 fields
id
source:pmid:34490057
type
manuscript
label
PMID 34490057 full text
[2] object · 3 fields
id
data:geo:GSE48060
type
dataset
label
GEO GSE48060
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-34490057
type
extraction
used array · 1 item
[0]
source:pmid:34490057
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE48060
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE48060
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:34490057
parent_hash
sha256:5a014f1eb868826facd04647209cea4df51745077154ff15b7194da5e6a33192
fork_of
null
gaps array · 10 items
[0]
asset:data:geo:GSE48060 licence not read
[1]
asset:data:geo:GSE48060 not downloaded
[2]
asset:data:geo:GSE62646 licence not read
[3]
asset:data:geo:GSE62646 not downloaded
[4]
asset:data:geo:GSE66360 licence not read
[5]
asset:data:geo:GSE66360 not downloaded
[6]
execution.not_run
[7]
review.human_critique
[8]
review.independent_reader
[9]
review.machine_critique
assays array · 2 items
[0] object · 11 fields
role
data_generation
definition_id
microarray
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.93
evidence array · 1 item
[0]
s (GEO) database was explored to extract two microarray datasets, GSE66360 and GSE48060, which were
order_basis
paper_text_order:386
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]
We screened for significant DEGs using the Limma (linear models for microarray data) tool [11].
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:34490057", "kind": "science-record", "revision": 8, "content_hash": "sha256:69128df8fa26e321f591aa48a676e7ebd43c10cb0497a32019efdf78ce22676c", "created_at": "2026-11-01T15:41:50Z", "updated_at": "2026-11-01T22:47:27Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Identification of Potential Biomarkers Associated with Acute Myocardial Infarction by Weighted Gene Coexpression Network Analysis.", "doi": "10.1155/2021/5553811", "pmid": "34490057", "authors": ["Yan Wang", "Xiangyang Zhang", "Min Duan", "Chenguang Zhang", "Ke Wang", "Lili Feng", "Linlin Song", "Sheng Wu", "Xuyan Chen"], "journal": "Oxidative medicine and cellular longevity", "year": 2021, "abstract": "BACKGROUND: In the general population, acute myocardial infarction (AMI) represents a significant cause of mortality. This study is aimed at identifying novel diagnostic biomarkers to aid in treating and diagnosing AMI.\nMETHODS: The Gene Expression Omnibus (GEO) database was explored to extract two microarray datasets, GSE66360 and GSE48060, which were subsequently merged into a single cohort. Both AMI and control samples were analyzed for differentially expressed genes (DEGs), which were subsequently subjected to weighed gene coexpression network analysis (WGCNA) to identify the most significant module. Gene Ontology (GO) and pathway analyses subsequently carried out the most significant gene modules along with construction of a protein-protein interaction network (PPI). Cytoscape plugin cytoHubba allowed for the prediction of the top 4 key genes according to the network maximal clique centrality (MCC) algorithm. The expression levels and diagnostic value of the four key genes were additionally verified in the GSE62646 dataset.\nRESULTS: A WCGNA analysis revealed 878 DEGs which were clustered into 6 modules. The module with the most significance in AMI was colored blue. Subsequent GO and KEGG pathway enrichment analysis on blue module genes revealed that they were primarily enriched in the inflammation-related pathways. These findings, in combination with PPI and coexpression networks, resulted in the identification of the top four genes by cytoHubba, which included leukocyte immunoglobulin-like receptor B2 (LILRB2), toll-like receptor 2 (TLR2), neutrophil cytosolic factor 2 (NCF2), and S100A9. Among them, LILRB2, NCF2, and S100A9 were validated in the GSE62646 dataset.\nCONCLUSIONS: The results suggested that LILRB2, NCF2, and S100A9 could be potential gene biomarkers for AMI.", "claims": [{"id": "claim-method", "statement": "We screened for significant DEGs using the Limma (linear models for microarray data) tool [11].", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:34490057", "locator": "sections[4] \"2.2. DEG Identification\" paragraph 2", "quote": "We screened for significant DEGs using the Limma (linear models for microarray data) tool [11]."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The data used to support the findings of this study are available from the corresponding author upon request.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:34490057", "locator": "sections[19] \"Data Availability\" paragraph 2", "quote": "The data used to support the findings of this study are available from the corresponding author upon request."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": null, "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:34490057"], "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:GSE48060"], "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:GSE48060"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:34490057", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1155/2021/5553811", "sha256": "sha256:e284b2ef09d7b23ac920538b9649f4de8695c0d5a77749af9c8fe5deda11c8ea", "bytes": 20007, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1155/2021/5553811", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC8418549", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE48060", "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=GSE48060", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE48060", "version": null, "note": "The data used to support the findings of this study are available from the corresponding author upon request.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The data used to support the findings of this study are available from the corresponding author upon request.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM1167072", "GSM1167073", "GSM1167074", "GSM1167075", "GSM1167076", "GSM1167077", "GSM1167078", "GSM1167079", "GSM1167080", "GSM1167081", "GSM1167082", "GSM1167083", "GSM1167084", "GSM1167085", "GSM1167086", "GSM1167087", "GSM1167088", "GSM1167089", "GSM1167090", "GSM1167091", "GSM1167092", "GSM1167093", "GSM1167094", "GSM1167095", "GSM1167096", "GSM1167097", "GSM1167098", "GSM1167099", "GSM1167100", "GSM1167101", "GSM1167102", "GSM1167103", "GSM1167104", "GSM1167105", "GSM1167106", "GSM1167107", "GSM1167108", "GSM1167109", "GSM1167110", "GSM1167111", "GSM1167112", "GSM1167113", "GSM1167114", "GSM1167115", "GSM1167116", "GSM1167117", "GSM1167118", "GSM1167119", "GSM1167120", "GSM1167121", "GSM1167122", "GSM1167123"], "sample_count": 52, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "Transcriptome from circulating cells suggests dysregulated pathways associated with long-term recurrent events following first-time myocardial infarction.", "resolution_checked_at": "2026-11-01T15:39:54Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE62646", "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=GSE62646", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE62646", "version": null, "note": "The data used to support the findings of this study are available from the corresponding author upon request.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The data used to support the findings of this study are available from the corresponding author upon request.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM1530765", "GSM1530766", "GSM1530767", "GSM1530768", "GSM1530769", "GSM1530770", "GSM1530771", "GSM1530772", "GSM1530773", "GSM1530774", "GSM1530775", "GSM1530776", "GSM1530777", "GSM1530778", "GSM1530779", "GSM1530780", "GSM1530781", "GSM1530782", "GSM1530783", "GSM1530784", "GSM1530785", "GSM1530786", "GSM1530787", "GSM1530788", "GSM1530789", "GSM1530790", "GSM1530791", "GSM1530792", "GSM1530793", "GSM1530794", "GSM1530795", "GSM1530796", "GSM1530797", "GSM1530798", "GSM1530799", "GSM1530800", "GSM1530801", "GSM1530802", "GSM1530803", "GSM1530804", "GSM1530805", "GSM1530806", "GSM1530807", "GSM1530808", "GSM1530809", "GSM1530810", "GSM1530811", "GSM1530812", "GSM1530813", "GSM1530814", "GSM1530815", "GSM1530816", "GSM1530817", "GSM1530818", "GSM1530819", "GSM1530820", "GSM1530821", "GSM1530822", "GSM1530823", "GSM1530824", "GSM1530825", "GSM1530826", "GSM1530827", "GSM1530828", "GSM1530829", "GSM1530830", "GSM1530831", "GSM1530832", "GSM1530833", "GSM1530834", "GSM1530835", "GSM1530836", "GSM1530837", "GSM1530838", "GSM1530839", "GSM1530840", "GSM1530841", "GSM1530842", "GSM1530843", "GSM1530844", "GSM1530845", "GSM1530846", "GSM1530847", "GSM1530848", "GSM1530849", "GSM1530850", "GSM1530851", "GSM1530852", "GSM1530853", "GSM1530854", "GSM1530855", "GSM1530856", "GSM1530857", "GSM1530858", "GSM1530859", "GSM1530860", "GSM1530861", "GSM1530862"], "sample_count": 98, "group_sizes": null, "group_sizes_basis": null, "platform": "6244", "taxon": "Homo sapiens", "title": "Altered gene expression pattern in peripheral blood mononuclear cells in patients with acute myocardial infarction", "resolution_checked_at": "2026-11-01T15:39:55Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE66360", "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=GSE66360", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE66360", "version": null, "note": "The data used to support the findings of this study are available from the corresponding author upon request.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The data used to support the findings of this study are available from the corresponding author upon request.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM1620819", "GSM1620820", "GSM1620821", "GSM1620822", "GSM1620823", "GSM1620824", "GSM1620825", "GSM1620826", "GSM1620827", "GSM1620828", "GSM1620829", "GSM1620830", "GSM1620831", "GSM1620832", "GSM1620833", "GSM1620834", "GSM1620835", "GSM1620836", "GSM1620837", "GSM1620838", "GSM1620839", "GSM1620840", "GSM1620841", "GSM1620842", "GSM1620843", "GSM1620844", "GSM1620845", "GSM1620846", "GSM1620847", "GSM1620848", "GSM1620849", "GSM1620850", "GSM1620851", "GSM1620852", "GSM1620853", "GSM1620854", "GSM1620855", "GSM1620856", "GSM1620857", "GSM1620858", "GSM1620859", "GSM1620860", "GSM1620861", "GSM1620862", "GSM1620863", "GSM1620864", "GSM1620865", "GSM1620866", "GSM1620867", "GSM1620868", "GSM1620869", "GSM1620870", "GSM1620871", "GSM1620872", "GSM1620873", "GSM1620874", "GSM1620875", "GSM1620876", "GSM1620877", "GSM1620878", "GSM1620879", "GSM1620880", "GSM1620881", "GSM1620882", "GSM1620883", "GSM1620884", "GSM1620885", "GSM1620886", "GSM1620887", "GSM1620888", "GSM1620889", "GSM1620890", "GSM1620891", "GSM1620892", "GSM1620893", "GSM1620894", "GSM1620895", "GSM1620896", "GSM1620897", "GSM1620898", "GSM1620899", "GSM1620900", "GSM1620901", "GSM1620902", "GSM1620903", "GSM1620904", "GSM1620905", "GSM1620906", "GSM1620907", "GSM1620908", "GSM1620909", "GSM1620910", "GSM1620911", "GSM1620912", "GSM1620913", "GSM1620914", "GSM1620915", "GSM1620916", "GSM1620917"], "sample_count": 99, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "A Whole Blood Molecular Signature for the Identification of Acute Myocardial Infarction Without Relying Upon Myonecrosis (microarray)", "resolution_checked_at": "2026-11-01T15:39:55Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE48060 not downloaded", "asset:data:geo:GSE48060 licence not read", "asset:data:geo:GSE62646 not downloaded", "asset:data:geo:GSE62646 licence not read", "asset:data:geo:GSE66360 not downloaded", "asset:data:geo:GSE66360 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": "We screened for significant DEGs using the Limma (linear models for microarray data) tool [11]."}}, {"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": "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-4", "family": "network_analysis", "specific": "centrality", "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": "centrality"}}], "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": ["GSE66360", "GSE48060", "GSE62646"], "resolved_accessions": ["GSE66360", "GSE48060", "GSE62646"], "statements": ["The data used to support the findings of this study are available from the corresponding author upon request."], "basis": "The paper names GSE66360, GSE48060, GSE62646 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:34490057", "data:geo:GSE48060"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE48060"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-10-31T18:34:24Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 3, "usage": {"prompt_tokens": 15906, "completion_tokens": 1551, "cached_tokens": 528}}, "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:34490057", "type": "paper", "label": "pmid:34490057"}, {"id": "source:pmid:34490057", "type": "manuscript", "label": "PMID 34490057 full text"}, {"id": "data:geo:GSE48060", "type": "dataset", "label": "GEO GSE48060"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:34490057", "type": "paper", "label": "pmid:34490057"}, {"id": "source:pmid:34490057", "type": "manuscript", "label": "PMID 34490057 full text"}, {"id": "data:geo:GSE48060", "type": "dataset", "label": "GEO GSE48060"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-34490057", "type": "extraction", "used": ["source:pmid:34490057"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE48060", "type": "accession_resolution", "used": ["data:geo:GSE48060"], "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:34490057", "parent_hash": "sha256:5a014f1eb868826facd04647209cea4df51745077154ff15b7194da5e6a33192", "fork_of": null, "generation": 7}, "gaps": ["asset:data:geo:GSE48060 licence not read", "asset:data:geo:GSE48060 not downloaded", "asset:data:geo:GSE62646 licence not read", "asset:data:geo:GSE62646 not downloaded", "asset:data:geo:GSE66360 licence not read", "asset:data:geo:GSE66360 not downloaded", "execution.not_run", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "data_generation", "definition_id": "microarray", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.93, "evidence": ["s (GEO) database was explored to extract two microarray datasets, GSE66360 and GSE48060, which were"], "order_basis": "paper_text_order:386", "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": ["We screened for significant DEGs using the Limma (linear models for microarray data) tool [11]."], "order_basis": "consumes_earlier_output", "id": "assay:2"}]}