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

pmid:34413670

Bioinformatic Analysis for Potential Biomarkers and Therapeutic Targets of T2DM-related MI.

Chan Li · Zhaoya Liu

International journal of general medicine · 2021 doi:10.2147/IJGM.S325980

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:34413670
kind
science-record
content_hash
sha256:cc7d0599f76e7209ea8b4ee6ee54347d4f6dc70ccb496f4ed5e0d308258b6391
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T15:41:48Z
updated_at
2026-11-01T22:47:20Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
Bioinformatic Analysis for Potential Biomarkers and Therapeutic Targets of T2DM-related MI.
doi
10.2147/IJGM.S325980
pmid
34413670
authors array · 2 items
[0]
Chan Li
[1]
Zhaoya Liu
journal
International journal of general medicine
year
2021
abstract
BACKGROUND: Type 2 diabetes mellitus (T2DM), a major risk factor of coronary heart disease, is associated with an approximately twofold increase in the risk of myocardial infarction (MI). We studied co-expressed genes to demonstrate relationships between DM and MI and revealed the potential biomarkers and therapeutic targets of T2DM-related MI. METHODS: DM and MI-related differentially expressed genes (DEGs) were identified by bioinformatic analysis, Gene Expression Omnibus (GEO) datasets GSE42148 and GSE61144 of MI patients, and the normal control and GSE26168 and GSE15932 of DM patients and normal controls, respectively. Further target prediction and network analysis method were used to detect protein-protein interaction (PPI) networks, gene ontology (GO) terms, and pathway enrichment of DEGs. Co-expressed DEGs of T2DM-related MI were analyzed as well. RESULTS: We identified 210 upregulated and 127 downregulated DEGs in T2DM, as well as 264 upregulated and 242 downregulated DEGs in MI. Eighteen upregulated and four downregulated DEGs were identified as co-DEGs of T2DM and MI. Functional analysis revealed that T2DM-related DEGs were mostly enriched in the viral process and ubiquitin-mediated proteolysis, while MI-related DEGs were mostly enriched in protein phosphorylation and TNF signaling pathway. MPO, MMP9, CAMP, LTF, AZU1, DEFA4, STAT3, and PECAM1 were recognized as the hub genes of the co-DEGs with acceptable diagnostic values in T2DM and MI datasets. Adenosine receptor agonist IB-MECA was predicted to be a potential drug for T2DM-related MI with the highest CMap connectivity score. CONCLUSION: Our study identified that the co-DEGs of MPO, MMP9, CAMP, LTF, AZU1, DEFA4, STAT3, and PECAM1 are significantly associated with novel biomarkers involved in T2DM-related MI. However, more experimental research and clinical trials are demanded to verify our results.
claims array · 2 items
[0] object · 6 fields
id
claim-method
statement
To preprocess the data and screen DEGs between patients and controls, limma package in R-platform (R-project.org) was used and statistical difference was defined as p-value <0.05.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:34413670
locator
sections[4] "Identification of DEGs" paragraph 2
quote
To preprocess the data and screen DEGs between patients and controls, limma package in R-platform (R-project.org) was used and statistical difference was defined as p-value <0.05.
state
complete
[1] object · 6 fields
id
claim-data-access
statement
All data generated or analyzed during this study are included in this published article.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:34413670
locator
sections[18] "Data Sharing Statement" paragraph 2
quote
All data generated or analyzed during this study are included in this published article.
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:34413670
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:GSE15932
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:GSE15932
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 · 9 items
[0] object · 15 fields
id
source:pmid:34413670
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.2147/IJGM.S325980
sha256
sha256:63247c4b784cf77826fd5bbabbe8647f70e407206bda63ce12e5f5317336aa5a
bytes
32985
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.2147/IJGM.S325980
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
PMC8370113
source
europe_pmc_fulltext
coverage
whole_body
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:GSE15932
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=GSE15932
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE15932
version
null
note
All data generated or analyzed during this study are included in this published article.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
All data generated or analyzed during this study are included in this published article.
access_statement_kind
data_availability_statement
sample_accessions array · 32 items
[0]
GSM399666
[1]
GSM399667
[2]
GSM399669
[3]
GSM399676
[4]
GSM399679
[5]
GSM399682
[6]
GSM399685
[7]
GSM399689
[8]
GSM399694
[9]
GSM399697
[10]
GSM399699
[11]
GSM399704
[12]
GSM399705
[13]
GSM399706
[14]
GSM399707
[15]
GSM399708
[16]
GSM399709
[17]
GSM399710
[18]
GSM399711
[19]
GSM399712
[20]
GSM399713
[21]
GSM399714
[22]
GSM399715
[23]
GSM399716
[24]
GSM399717
[25]
GSM399718
[26]
GSM399719
[27]
GSM399761
[28]
GSM399762
[29]
GSM399763
[30]
GSM399765
[31]
GSM399766
sample_count
32
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Blood biomarkers of pancreatic cancer associated diabetes identified by peripheral blood-based gene expression profiles
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:GSE26168
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=GSE26168
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE26168
version
null
note
All data generated or analyzed during this study are included in this published article.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
All data generated or analyzed during this study are included in this published article.
access_statement_kind
data_availability_statement
sample_accessions array · 60 items
[0]
GSM532819
[1]
GSM532820
[2]
GSM532821
[3]
GSM532822
[4]
GSM532823
[5]
GSM532824
[6]
GSM532825
[7]
GSM532826
[8]
GSM532827
[9]
GSM532828
[10]
GSM532829
[11]
GSM532830
[12]
GSM532831
[13]
GSM532832
[14]
GSM532833
[15]
GSM532834
[16]
GSM532835
[17]
GSM532836
[18]
GSM532837
[19]
GSM532838
[20]
GSM532839
[21]
GSM532840
[22]
GSM532841
[23]
GSM532842
[24]
GSM532843
[25]
GSM532844
[26]
GSM532845
[27]
GSM532846
[28]
GSM532847
[29]
GSM532848
[30]
GSM532849
[31]
GSM532850
[32]
GSM532851
[33]
GSM532852
[34]
GSM532853
[35]
GSM532854
[36]
GSM532855
[37]
GSM532856
[38]
GSM532857
[39]
GSM532858
[40]
GSM532859
[41]
GSM532860
[42]
GSM532861
[43]
GSM532862
[44]
GSM532863
[45]
GSM532864
[46]
GSM532865
[47]
GSM532866
[48]
GSM532867
[49]
GSM532868
[50]
GSM642434
[51]
GSM642435
[52]
GSM642436
[53]
GSM642437
[54]
GSM642438
[55]
GSM642439
[56]
GSM642440
[57]
GSM642441
[58]
GSM642442
[59]
GSM642443
sample_count
60
group_sizes
null
group_sizes_basis
null
platform
10322;6883
taxon
Homo sapiens; Human betaherpesvirus 5; Murid gammaherpesvirus 4; Betapolyomavirus hominis; Rattus norvegicus; Murid betaherpesvirus 1; JC polyomavirus; Human immunodeficiency virus 1; human gammaherpesvirus 4; Human gammaherpesvirus 8; Betapolyomavirus macacae; Mus musculus; Human alphaherpesvirus 1
title
Type 2 Diabetes mellitus: mRNA and miRNA profiling
resolution_checked_at
2026-11-01T15:39:54Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[3] object · 15 fields
id
data:geo:GSE42148
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=GSE42148
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE42148
version
null
note
All data generated or analyzed during this study are included in this published article.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
All data generated or analyzed during this study are included in this published article.
access_statement_kind
data_availability_statement
sample_accessions array · 24 items
[0]
GSM1033576
[1]
GSM1033577
[2]
GSM1033578
[3]
GSM1033579
[4]
GSM1033580
[5]
GSM1033581
[6]
GSM1033582
[7]
GSM1033583
[8]
GSM1033584
[9]
GSM1033585
[10]
GSM1033586
[11]
GSM1033587
[12]
GSM1033588
[13]
GSM1033589
[14]
GSM1033590
[15]
GSM1033591
[16]
GSM1033592
[17]
GSM1033593
[18]
GSM1033594
[19]
GSM1033595
[20]
GSM1033596
[21]
GSM1033597
[22]
GSM1033598
[23]
GSM1033599
sample_count
24
group_sizes
null
group_sizes_basis
null
platform
13607
taxon
Homo sapiens
title
Global gene expression profile of coronary artery disease in Asian Indians
resolution_checked_at
2026-11-01T15:39:54Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[4] object · 15 fields
id
data:geo:GSE61144
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=GSE61144
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE61144
version
null
note
All data generated or analyzed during this study are included in this published article.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
All data generated or analyzed during this study are included in this published article.
access_statement_kind
data_availability_statement
sample_accessions array · 24 items
[0]
GSM1498369
[1]
GSM1498370
[2]
GSM1498371
[3]
GSM1498372
[4]
GSM1498373
[5]
GSM1498374
[6]
GSM1498375
[7]
GSM1498376
[8]
GSM1498377
[9]
GSM1498378
[10]
GSM1498379
[11]
GSM1498380
[12]
GSM1498381
[13]
GSM1498382
[14]
GSM1498383
[15]
GSM1498384
[16]
GSM1498385
[17]
GSM1498386
[18]
GSM1498387
[19]
GSM1498388
[20]
GSM1498389
[21]
GSM1498390
[22]
GSM1498391
[23]
GSM1498392
sample_count
24
group_sizes
null
group_sizes_basis
null
platform
6106
taxon
Homo sapiens
title
Expression data from blood samples of STEMI and Same STEMI patients after PIC
resolution_checked_at
2026-11-01T15:39:55Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[5] object · 16 fields
id
asset:table:pmid:34413670:1
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:2fb917f259ba99ded36a49d5d8820c9a9f1f8e57b0dd7e4ba99fc3eb399f1dfa
bytes
677
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[3]/table-wrap[1]#t0001
version
null
note
Details of Datasets
structure object · 5 fields
pmcid
PMC8370113
section_index
3
section_title
Data Resources
row_count
5
column_count
8
table object · 8 fields
label
Table 1
caption
Details of Datasets
rows array · 5 items
[0] array · 8 items
[0]
Disease
[1]
GEO ID
[2]
Platform
[3]
Organism
[4]
Experiment Type
[5]
Samples (Case vs Control)
[6]
Country
[7]
Year
[1] array · 8 items
[0]
T2DM
[1]
GSE26168
[2]
GPL6883
[3]
Homo sapiens
[4]
Expression profiling by array
[5]
9 vs 8
[6]
Singapore
[7]
2010
[2] array · 7 items
[0]
GSE15932
[1]
GPL570
[2]
Homo sapiens
[3]
Expression profiling by array
[4]
8 vs 8
[5]
China
[6]
2012
[3] array · 8 items
[0]
MI
[1]
GSE42148
[2]
GPL13607
[3]
Homo sapiens
[4]
Expression profiling by array
[5]
13 vs 11
[6]
India
[7]
2012
[4] array · 7 items
[0]
GSE61144
[1]
GPL6106
[2]
Homo sapiens
[3]
Expression profiling by array
[4]
14 vs 10
[5]
South Korea
[6]
2015
locator
section[3]/table-wrap[1]#t0001
[6] object · 16 fields
id
asset:table:pmid:34413670:2
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:2ce616dfc4240cdeade0c91061423ef51b8556e821f9c02d04f82af14019727f
bytes
1356
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[14]/table-wrap[1]#t0003
version
null
note
The Top 10 and Bottom 10 Chemical Compounds Identified by L1000 Platform
structure object · 5 fields
pmcid
PMC8370113
section_index
8
section_title
Prediction of Potential Drugs for T2DM-related MI
row_count
21
column_count
3
table object · 8 fields
label
Table 3
caption
The Top 10 and Bottom 10 Chemical Compounds Identified by L1000 Platform
rows array · 21 items
[0] array · 3 items
[0]
Name
[1]
CMap Connectivity Score
[2]
Description
[1] array · 3 items
[0]
IB-MECA
[1]
99.93
[2]
Adenosine receptor agonist
[2] array · 3 items
[0]
Hydroxycholesterol
[1]
99.61
[2]
LXR agonist
[3] array · 3 items
[0]
Morphothebaine
[1]
99.61
[2]
Adrenergic receptor antagonist
[4] array · 3 items
[0]
Atovaquone
[1]
99.6
[2]
Mitochondrial electron transport inhibitor
[5] array · 3 items
[0]
Tetrahydrocannabinol-7-oic-acid
[1]
99.58
[2]
Anti-inflammatory
[6] array · 3 items
[0]
AG-370
[1]
99.48
[2]
PDGFR receptor inhibitor
[7] array · 3 items
[0]
Indapamide
[1]
99.44
[2]
Thiazide diuretic
[8] array · 3 items
[0]
Etomoxir
[1]
99.37
[2]
Carnitine palmitoyltransferase inhibitor
[9] array · 3 items
[0]
Diphenoxylate
[1]
99.33
[2]
Opioid receptor agonist
[10] array · 3 items
[0]
Metixene
[1]
99.33
[2]
Acetylcholine receptor antagonist
[11] array · 3 items
[0]
PU-H71
[1]
−99.39
[2]
HSP inhibitor
[12] array · 3 items
[0]
Sulmazole
[1]
−99.47
[2]
Adenosine receptor antagonist
[13] array · 3 items
[0]
Ketoconazole
[1]
−99.61
[2]
Sterol demethylase inhibitor
[14] array · 3 items
[0]
Tipifarnib
[1]
−99.61
[2]
Farnesyltransferase inhibitor
[15] array · 3 items
[0]
Leucodin
[1]
−99.64
[2]
Melanin inhibitor
[16] array · 3 items
[0]
Niridazole
[1]
−99.75
[2]
Phosphofructokinase inhibitor
[17] array · 3 items
[0]
PD-169316
[1]
−99.82
[2]
p38 MAPK inhibitor
[18] array · 3 items
[0]
Escitalopram
[1]
−99.82
[2]
Selective serotonin reuptake inhibitor (SSRI)
[19] array · 3 items
[0]
TUL-XXI039
[1]
−99.89
[2]
Serine/threonine kinase inhibitor
[20] array · 3 items
[0]
PJ-34
[1]
−99.93
[2]
PARP inhibitor
locator
section[14]/table-wrap[1]#t0003
[7] object · 16 fields
id
asset:table:pmid:34413670:3
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:fe0e9bbd215d9e59ace9f5953e55281ab9ff918794e837f631cce3badb9494a9
bytes
1623
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[12]/table-wrap[1]#t0002
version
null
note
Hub Genes Identified in PPI Network
structure object · 5 fields
pmcid
PMC8370113
section_index
12
section_title
PPI Network Analysis
row_count
29
column_count
4
table object · 8 fields
label
Table 2
caption
Hub Genes Identified in PPI Network
rows array · 29 items
[0] array · 4 items
[0]
Groups
[1]
Gene
[2]
Description
[3]
Degree of Connectivity
[1] array · 4 items
[0]
T2DM DEGs
[1]
UBE3A
[2]
Ubiquitin protein ligase E3A
[3]
19
[2] array · 3 items
[0]
CDC23
[1]
Cell Division cycle 23
[2]
15
[3] array · 3 items
[0]
WWP1
[1]
WW domain containing E3 ubiquitin protein ligase 1
[2]
14
[4] array · 3 items
[0]
SMURF2
[1]
SMAD specific E3 ubiquitin protein ligase 2
[2]
14
[5] array · 3 items
[0]
HACE1
[1]
HECT domain and ankyrin repeat containing E3 ubiquitin protein ligase 1
[2]
13
[6] array · 3 items
[0]
CUL5
[1]
Cullin 5
[2]
13
[7] array · 3 items
[0]
SIAH2
[1]
Siah E3 ubiquitin protein ligase 2
[2]
12
[8] array · 3 items
[0]
KBTBD8
[1]
Kelch repeat and BTB domain containing 8
[2]
12
[9] array · 3 items
[0]
CDC34
[1]
Cell division cycle 34, ubiqiutin conjugating enzyme
[2]
12
[10] array · 3 items
[0]
UBE2H
[1]
Ubiquitin conjugating enzyme E2 H
[2]
11
[11] array · 4 items
[0]
MI DEGs
[1]
AKT1
[2]
AKT serine/threonine kinase 1
[3]
64
[12] array · 3 items
[0]
STAT3
[1]
Signal transducer and activator of transcription 3
[2]
48
[13] array · 3 items
[0]
TLR8
[1]
Toll like receptor 8
[2]
36
[14] array · 3 items
[0]
TLR2
[1]
Toll like receptor 2
[2]
36
[15] array · 3 items
[0]
MMP9
[1]
Matrix metallopeptidase 9
[2]
35
[16] array · 3 items
[0]
PTGS2
[1]
Prostaglandin-endoperoxide synthase 2
[2]
34
[17] array · 3 items
[0]
CXCL1
[1]
C-X-C motif chemokine ligand 1
[2]
32
[18] array · 3 items
[0]
CCL5
[1]
C-C motif chemokine ligand 5
[2]
27
[19] array · 3 items
[0]
MPO
[1]
Myeloperoxidase
[2]
26
[20] array · 3 items
[0]
CD40LG
[1]
CD40 ligand
[2]
21
[21] array · 4 items
[0]
Co-DEGs
[1]
MPO
[2]
Myeloperoxidase
[3]
7
[22] array · 3 items
[0]
MMP9
[1]
Matrix metallopeptidase 9
[2]
5
[23] array · 3 items
[0]
CAMP
[1]
Cathelicidin antimicrobial peptide
[2]
5
[24] array · 3 items
[0]
LTF
[1]
Lactotransferrin
[2]
5
[25] array · 3 items
[0]
AZU1
[1]
Azurocidin 1
[2]
4
[26] array · 3 items
[0]
DEFA4
[1]
Defensin alpha 4
[2]
4
[27] array · 3 items
[0]
STAT3
[1]
Signal transducer and activator of transcription 3
[2]
3
[28] array · 3 items
[0]
PECAM1
[1]
Platelet and endothelial cell adhesion molecule 1
[2]
3
locator
section[12]/table-wrap[1]#t0002
[8] object · 16 fields
id
asset:table:pmid:34413670:4
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:2ce616dfc4240cdeade0c91061423ef51b8556e821f9c02d04f82af14019727f
bytes
1356
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[14]/table-wrap[1]#t0003
version
null
note
The Top 10 and Bottom 10 Chemical Compounds Identified by L1000 Platform
structure object · 5 fields
pmcid
PMC8370113
section_index
14
section_title
Prediction of Potential Drugs for T2DM-related MI
row_count
21
column_count
3
table object · 8 fields
label
Table 3
caption
The Top 10 and Bottom 10 Chemical Compounds Identified by L1000 Platform
rows array · 21 items
[0] array · 3 items
[0]
Name
[1]
CMap Connectivity Score
[2]
Description
[1] array · 3 items
[0]
IB-MECA
[1]
99.93
[2]
Adenosine receptor agonist
[2] array · 3 items
[0]
Hydroxycholesterol
[1]
99.61
[2]
LXR agonist
[3] array · 3 items
[0]
Morphothebaine
[1]
99.61
[2]
Adrenergic receptor antagonist
[4] array · 3 items
[0]
Atovaquone
[1]
99.6
[2]
Mitochondrial electron transport inhibitor
[5] array · 3 items
[0]
Tetrahydrocannabinol-7-oic-acid
[1]
99.58
[2]
Anti-inflammatory
[6] array · 3 items
[0]
AG-370
[1]
99.48
[2]
PDGFR receptor inhibitor
[7] array · 3 items
[0]
Indapamide
[1]
99.44
[2]
Thiazide diuretic
[8] array · 3 items
[0]
Etomoxir
[1]
99.37
[2]
Carnitine palmitoyltransferase inhibitor
[9] array · 3 items
[0]
Diphenoxylate
[1]
99.33
[2]
Opioid receptor agonist
[10] array · 3 items
[0]
Metixene
[1]
99.33
[2]
Acetylcholine receptor antagonist
[11] array · 3 items
[0]
PU-H71
[1]
−99.39
[2]
HSP inhibitor
[12] array · 3 items
[0]
Sulmazole
[1]
−99.47
[2]
Adenosine receptor antagonist
[13] array · 3 items
[0]
Ketoconazole
[1]
−99.61
[2]
Sterol demethylase inhibitor
[14] array · 3 items
[0]
Tipifarnib
[1]
−99.61
[2]
Farnesyltransferase inhibitor
[15] array · 3 items
[0]
Leucodin
[1]
−99.64
[2]
Melanin inhibitor
[16] array · 3 items
[0]
Niridazole
[1]
−99.75
[2]
Phosphofructokinase inhibitor
[17] array · 3 items
[0]
PD-169316
[1]
−99.82
[2]
p38 MAPK inhibitor
[18] array · 3 items
[0]
Escitalopram
[1]
−99.82
[2]
Selective serotonin reuptake inhibitor (SSRI)
[19] array · 3 items
[0]
TUL-XXI039
[1]
−99.89
[2]
Serine/threonine kinase inhibitor
[20] array · 3 items
[0]
PJ-34
[1]
−99.93
[2]
PARP inhibitor
locator
section[14]/table-wrap[1]#t0003
gaps array · 8 items
[0]
asset:data:geo:GSE15932 not downloaded
[1]
asset:data:geo:GSE15932 licence not read
[2]
asset:data:geo:GSE26168 not downloaded
[3]
asset:data:geo:GSE26168 licence not read
[4]
asset:data:geo:GSE42148 not downloaded
[5]
asset:data:geo:GSE42148 licence not read
[6]
asset:data:geo:GSE61144 not downloaded
[7]
asset:data:geo:GSE61144 licence not read
analysis object · 4 fields
state
complete
methods array · 3 items
[0] object · 10 fields
id
method-1
family
differential_expression
specific
limma_voom
label
Differential expression analysis
dsl_operations array · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
count_matrix_with_condition
evidence object · 3 fields
score
1
band
verbatim
quote
To preprocess the data and screen DEGs between patients and controls, limma package in R-platform (R-project.org) was used and statistical difference was defined as p-value <0.05.
[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
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 · 4 items
[0]
GSE26168
[1]
GSE15932
[2]
GSE42148
[3]
GSE61144
resolved_accessions array · 4 items
[0]
GSE26168
[1]
GSE15932
[2]
GSE42148
[3]
GSE61144
statements array · 1 item
[0]
All data generated or analyzed during this study are included in this published article.
basis
The paper names GSE26168, GSE15932, GSE42148, GSE61144 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 · 6 items
[0]
source:pmid:34413670
[1]
data:geo:GSE15932
[2]
asset:table:pmid:34413670:1
[3]
asset:table:pmid:34413670:2
[4]
asset:table:pmid:34413670:3
[5]
asset:table:pmid:34413670:4
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:GSE15932
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
2026-10-31T18:33:51Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
3
usage object · 3 fields
prompt_tokens
26067
completion_tokens
1736
cached_tokens
776
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:34413670
type
paper
label
pmid:34413670
[1] object · 3 fields
id
source:pmid:34413670
type
manuscript
label
PMID 34413670 full text
[2] object · 3 fields
id
data:geo:GSE15932
type
dataset
label
GEO GSE15932
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:34413670
type
paper
label
pmid:34413670
[1] object · 3 fields
id
source:pmid:34413670
type
manuscript
label
PMID 34413670 full text
[2] object · 3 fields
id
data:geo:GSE15932
type
dataset
label
GEO GSE15932
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-34413670
type
extraction
used array · 1 item
[0]
source:pmid:34413670
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE15932
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE15932
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:34413670
parent_hash
sha256:97e4bef81d05af65a175ded599756cd3e2a5ab7041ca6597c5b8777ebc5e1f5b
fork_of
null
gaps array · 12 items
[0]
asset:data:geo:GSE15932 licence not read
[1]
asset:data:geo:GSE15932 not downloaded
[2]
asset:data:geo:GSE26168 licence not read
[3]
asset:data:geo:GSE26168 not downloaded
[4]
asset:data:geo:GSE42148 licence not read
[5]
asset:data:geo:GSE42148 not downloaded
[6]
asset:data:geo:GSE61144 licence not read
[7]
asset:data:geo:GSE61144 not downloaded
[8]
execution.not_run
[9]
review.human_critique
[10]
review.independent_reader
[11]
review.machine_critique
assays array · 1 item
[0] 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]
To preprocess the data and screen DEGs between patients and controls, limma package in R-platform (R-project.org) was used and statistical difference was defined as p-value <0.05.
order_basis
analysis_only
id
assay:1
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:34413670", "kind": "science-record", "revision": 8, "content_hash": "sha256:cc7d0599f76e7209ea8b4ee6ee54347d4f6dc70ccb496f4ed5e0d308258b6391", "created_at": "2026-11-01T15:41:48Z", "updated_at": "2026-11-01T22:47:20Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Bioinformatic Analysis for Potential Biomarkers and Therapeutic Targets of T2DM-related MI.", "doi": "10.2147/IJGM.S325980", "pmid": "34413670", "authors": ["Chan Li", "Zhaoya Liu"], "journal": "International journal of general medicine", "year": 2021, "abstract": "BACKGROUND: Type 2 diabetes mellitus (T2DM), a major risk factor of coronary heart disease, is associated with an approximately twofold increase in the risk of myocardial infarction (MI). We studied co-expressed genes to demonstrate relationships between DM and MI and revealed the potential biomarkers and therapeutic targets of T2DM-related MI.\nMETHODS: DM and MI-related differentially expressed genes (DEGs) were identified by bioinformatic analysis, Gene Expression Omnibus (GEO) datasets GSE42148 and GSE61144 of MI patients, and the normal control and GSE26168 and GSE15932 of DM patients and normal controls, respectively. Further target prediction and network analysis method were used to detect protein-protein interaction (PPI) networks, gene ontology (GO) terms, and pathway enrichment of DEGs. Co-expressed DEGs of T2DM-related MI were analyzed as well.\nRESULTS: We identified 210 upregulated and 127 downregulated DEGs in T2DM, as well as 264 upregulated and 242 downregulated DEGs in MI. Eighteen upregulated and four downregulated DEGs were identified as co-DEGs of T2DM and MI. Functional analysis revealed that T2DM-related DEGs were mostly enriched in the viral process and ubiquitin-mediated proteolysis, while MI-related DEGs were mostly enriched in protein phosphorylation and TNF signaling pathway. MPO, MMP9, CAMP, LTF, AZU1, DEFA4, STAT3, and PECAM1 were recognized as the hub genes of the co-DEGs with acceptable diagnostic values in T2DM and MI datasets. Adenosine receptor agonist IB-MECA was predicted to be a potential drug for T2DM-related MI with the highest CMap connectivity score.\nCONCLUSION: Our study identified that the co-DEGs of MPO, MMP9, CAMP, LTF, AZU1, DEFA4, STAT3, and PECAM1 are significantly associated with novel biomarkers involved in T2DM-related MI. However, more experimental research and clinical trials are demanded to verify our results.", "claims": [{"id": "claim-method", "statement": "To preprocess the data and screen DEGs between patients and controls, limma package in R-platform (R-project.org) was used and statistical difference was defined as p-value <0.05.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:34413670", "locator": "sections[4] \"Identification of DEGs\" paragraph 2", "quote": "To preprocess the data and screen DEGs between patients and controls, limma package in R-platform (R-project.org) was used and statistical difference was defined as p-value <0.05."}], "state": "complete"}, {"id": "claim-data-access", "statement": "All data generated or analyzed during this study are included in this published article.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:34413670", "locator": "sections[18] \"Data Sharing Statement\" paragraph 2", "quote": "All data generated or analyzed during this study are included in this published article."}], "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:34413670"], "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:GSE15932"], "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:GSE15932"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:34413670", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.2147/IJGM.S325980", "sha256": "sha256:63247c4b784cf77826fd5bbabbe8647f70e407206bda63ce12e5f5317336aa5a", "bytes": 32985, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.2147/IJGM.S325980", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC8370113", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE15932", "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=GSE15932", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE15932", "version": null, "note": "All data generated or analyzed during this study are included in this published article.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "All data generated or analyzed during this study are included in this published article.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM399666", "GSM399667", "GSM399669", "GSM399676", "GSM399679", "GSM399682", "GSM399685", "GSM399689", "GSM399694", "GSM399697", "GSM399699", "GSM399704", "GSM399705", "GSM399706", "GSM399707", "GSM399708", "GSM399709", "GSM399710", "GSM399711", "GSM399712", "GSM399713", "GSM399714", "GSM399715", "GSM399716", "GSM399717", "GSM399718", "GSM399719", "GSM399761", "GSM399762", "GSM399763", "GSM399765", "GSM399766"], "sample_count": 32, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "Blood biomarkers of pancreatic cancer associated diabetes identified by peripheral blood-based gene expression profiles", "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:GSE26168", "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=GSE26168", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE26168", "version": null, "note": "All data generated or analyzed during this study are included in this published article.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "All data generated or analyzed during this study are included in this published article.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM532819", "GSM532820", "GSM532821", "GSM532822", "GSM532823", "GSM532824", "GSM532825", "GSM532826", "GSM532827", "GSM532828", "GSM532829", "GSM532830", "GSM532831", "GSM532832", "GSM532833", "GSM532834", "GSM532835", "GSM532836", "GSM532837", "GSM532838", "GSM532839", "GSM532840", "GSM532841", "GSM532842", "GSM532843", "GSM532844", "GSM532845", "GSM532846", "GSM532847", "GSM532848", "GSM532849", "GSM532850", "GSM532851", "GSM532852", "GSM532853", "GSM532854", "GSM532855", "GSM532856", "GSM532857", "GSM532858", "GSM532859", "GSM532860", "GSM532861", "GSM532862", "GSM532863", "GSM532864", "GSM532865", "GSM532866", "GSM532867", "GSM532868", "GSM642434", "GSM642435", "GSM642436", "GSM642437", "GSM642438", "GSM642439", "GSM642440", "GSM642441", "GSM642442", "GSM642443"], "sample_count": 60, "group_sizes": null, "group_sizes_basis": null, "platform": "10322;6883", "taxon": "Homo sapiens; Human betaherpesvirus 5; Murid gammaherpesvirus 4; Betapolyomavirus hominis; Rattus norvegicus; Murid betaherpesvirus 1; JC polyomavirus; Human immunodeficiency virus 1; human gammaherpesvirus 4; Human gammaherpesvirus 8; Betapolyomavirus macacae; Mus musculus; Human alphaherpesvirus 1", "title": "Type 2 Diabetes mellitus: mRNA and miRNA profiling", "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:GSE42148", "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=GSE42148", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE42148", "version": null, "note": "All data generated or analyzed during this study are included in this published article.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "All data generated or analyzed during this study are included in this published article.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM1033576", "GSM1033577", "GSM1033578", "GSM1033579", "GSM1033580", "GSM1033581", "GSM1033582", "GSM1033583", "GSM1033584", "GSM1033585", "GSM1033586", "GSM1033587", "GSM1033588", "GSM1033589", "GSM1033590", "GSM1033591", "GSM1033592", "GSM1033593", "GSM1033594", "GSM1033595", "GSM1033596", "GSM1033597", "GSM1033598", "GSM1033599"], "sample_count": 24, "group_sizes": null, "group_sizes_basis": null, "platform": "13607", "taxon": "Homo sapiens", "title": "Global gene expression profile of coronary artery disease in Asian Indians", "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:GSE61144", "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=GSE61144", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE61144", "version": null, "note": "All data generated or analyzed during this study are included in this published article.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "All data generated or analyzed during this study are included in this published article.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM1498369", "GSM1498370", "GSM1498371", "GSM1498372", "GSM1498373", "GSM1498374", "GSM1498375", "GSM1498376", "GSM1498377", "GSM1498378", "GSM1498379", "GSM1498380", "GSM1498381", "GSM1498382", "GSM1498383", "GSM1498384", "GSM1498385", "GSM1498386", "GSM1498387", "GSM1498388", "GSM1498389", "GSM1498390", "GSM1498391", "GSM1498392"], "sample_count": 24, "group_sizes": null, "group_sizes_basis": null, "platform": "6106", "taxon": "Homo sapiens", "title": "Expression data from blood samples of STEMI and Same STEMI patients after PIC", "resolution_checked_at": "2026-11-01T15:39:55Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "asset:table:pmid:34413670:1", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:2fb917f259ba99ded36a49d5d8820c9a9f1f8e57b0dd7e4ba99fc3eb399f1dfa", "bytes": 677, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[3]/table-wrap[1]#t0001", "version": null, "note": "Details of Datasets", "structure": {"pmcid": "PMC8370113", "section_index": 3, "section_title": "Data Resources", "row_count": 5, "column_count": 8}, "table": {"label": "Table 1", "caption": "Details of Datasets", "rows": [["Disease", "GEO ID", "Platform", "Organism", "Experiment Type", "Samples (Case vs Control)", "Country", "Year"], ["T2DM", "GSE26168", "GPL6883", "Homo sapiens", "Expression profiling by array", "9 vs 8", "Singapore", "2010"], ["GSE15932", "GPL570", "Homo sapiens", "Expression profiling by array", "8 vs 8", "China", "2012"], ["MI", "GSE42148", "GPL13607", "Homo sapiens", "Expression profiling by array", "13 vs 11", "India", "2012"], ["GSE61144", "GPL6106", "Homo sapiens", "Expression profiling by array", "14 vs 10", "South Korea", "2015"]], "row_count": 5, "column_count": 8, "numeric_cells": 16, "header_rows": 1, "locator": "section[3]/table-wrap[1]#t0001"}}, {"id": "asset:table:pmid:34413670:2", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:2ce616dfc4240cdeade0c91061423ef51b8556e821f9c02d04f82af14019727f", "bytes": 1356, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[14]/table-wrap[1]#t0003", "version": null, "note": "The Top 10 and Bottom 10 Chemical Compounds Identified by L1000 Platform", "structure": {"pmcid": "PMC8370113", "section_index": 8, "section_title": "Prediction of Potential Drugs for T2DM-related MI", "row_count": 21, "column_count": 3}, "table": {"label": "Table 3", "caption": "The Top 10 and Bottom 10 Chemical Compounds Identified by L1000 Platform", "rows": [["Name", "CMap Connectivity Score", "Description"], ["IB-MECA", "99.93", "Adenosine receptor agonist"], ["Hydroxycholesterol", "99.61", "LXR agonist"], ["Morphothebaine", "99.61", "Adrenergic receptor antagonist"], ["Atovaquone", "99.6", "Mitochondrial electron transport inhibitor"], ["Tetrahydrocannabinol-7-oic-acid", "99.58", "Anti-inflammatory"], ["AG-370", "99.48", "PDGFR receptor inhibitor"], ["Indapamide", "99.44", "Thiazide diuretic"], ["Etomoxir", "99.37", "Carnitine palmitoyltransferase inhibitor"], ["Diphenoxylate", "99.33", "Opioid receptor agonist"], ["Metixene", "99.33", "Acetylcholine receptor antagonist"], ["PU-H71", "−99.39", "HSP inhibitor"], ["Sulmazole", "−99.47", "Adenosine receptor antagonist"], ["Ketoconazole", "−99.61", "Sterol demethylase inhibitor"], ["Tipifarnib", "−99.61", "Farnesyltransferase inhibitor"], ["Leucodin", "−99.64", "Melanin inhibitor"], ["Niridazole", "−99.75", "Phosphofructokinase inhibitor"], ["PD-169316", "−99.82", "p38 MAPK inhibitor"], ["Escitalopram", "−99.82", "Selective serotonin reuptake inhibitor (SSRI)"], ["TUL-XXI039", "−99.89", "Serine/threonine kinase inhibitor"], ["PJ-34", "−99.93", "PARP inhibitor"]], "row_count": 21, "column_count": 3, "numeric_cells": 27, "header_rows": 1, "locator": "section[14]/table-wrap[1]#t0003"}}, {"id": "asset:table:pmid:34413670:3", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:fe0e9bbd215d9e59ace9f5953e55281ab9ff918794e837f631cce3badb9494a9", "bytes": 1623, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[12]/table-wrap[1]#t0002", "version": null, "note": "Hub Genes Identified in PPI Network", "structure": {"pmcid": "PMC8370113", "section_index": 12, "section_title": "PPI Network Analysis", "row_count": 29, "column_count": 4}, "table": {"label": "Table 2", "caption": "Hub Genes Identified in PPI Network", "rows": [["Groups", "Gene", "Description", "Degree of Connectivity"], ["T2DM DEGs", "UBE3A", "Ubiquitin protein ligase E3A", "19"], ["CDC23", "Cell Division cycle 23", "15"], ["WWP1", "WW domain containing E3 ubiquitin protein ligase 1", "14"], ["SMURF2", "SMAD specific E3 ubiquitin protein ligase 2", "14"], ["HACE1", "HECT domain and ankyrin repeat containing E3 ubiquitin protein ligase 1", "13"], ["CUL5", "Cullin 5", "13"], ["SIAH2", "Siah E3 ubiquitin protein ligase 2", "12"], ["KBTBD8", "Kelch repeat and BTB domain containing 8", "12"], ["CDC34", "Cell division cycle 34, ubiqiutin conjugating enzyme", "12"], ["UBE2H", "Ubiquitin conjugating enzyme E2 H", "11"], ["MI DEGs", "AKT1", "AKT serine/threonine kinase 1", "64"], ["STAT3", "Signal transducer and activator of transcription 3", "48"], ["TLR8", "Toll like receptor 8", "36"], ["TLR2", "Toll like receptor 2", "36"], ["MMP9", "Matrix metallopeptidase 9", "35"], ["PTGS2", "Prostaglandin-endoperoxide synthase 2", "34"], ["CXCL1", "C-X-C motif chemokine ligand 1", "32"], ["CCL5", "C-C motif chemokine ligand 5", "27"], ["MPO", "Myeloperoxidase", "26"], ["CD40LG", "CD40 ligand", "21"], ["Co-DEGs", "MPO", "Myeloperoxidase", "7"], ["MMP9", "Matrix metallopeptidase 9", "5"], ["CAMP", "Cathelicidin antimicrobial peptide", "5"], ["LTF", "Lactotransferrin", "5"], ["AZU1", "Azurocidin 1", "4"], ["DEFA4", "Defensin alpha 4", "4"], ["STAT3", "Signal transducer and activator of transcription 3", "3"], ["PECAM1", "Platelet and endothelial cell adhesion molecule 1", "3"]], "row_count": 29, "column_count": 4, "numeric_cells": 53, "header_rows": 1, "locator": "section[12]/table-wrap[1]#t0002"}}, {"id": "asset:table:pmid:34413670:4", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:2ce616dfc4240cdeade0c91061423ef51b8556e821f9c02d04f82af14019727f", "bytes": 1356, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[14]/table-wrap[1]#t0003", "version": null, "note": "The Top 10 and Bottom 10 Chemical Compounds Identified by L1000 Platform", "structure": {"pmcid": "PMC8370113", "section_index": 14, "section_title": "Prediction of Potential Drugs for T2DM-related MI", "row_count": 21, "column_count": 3}, "table": {"label": "Table 3", "caption": "The Top 10 and Bottom 10 Chemical Compounds Identified by L1000 Platform", "rows": [["Name", "CMap Connectivity Score", "Description"], ["IB-MECA", "99.93", "Adenosine receptor agonist"], ["Hydroxycholesterol", "99.61", "LXR agonist"], ["Morphothebaine", "99.61", "Adrenergic receptor antagonist"], ["Atovaquone", "99.6", "Mitochondrial electron transport inhibitor"], ["Tetrahydrocannabinol-7-oic-acid", "99.58", "Anti-inflammatory"], ["AG-370", "99.48", "PDGFR receptor inhibitor"], ["Indapamide", "99.44", "Thiazide diuretic"], ["Etomoxir", "99.37", "Carnitine palmitoyltransferase inhibitor"], ["Diphenoxylate", "99.33", "Opioid receptor agonist"], ["Metixene", "99.33", "Acetylcholine receptor antagonist"], ["PU-H71", "−99.39", "HSP inhibitor"], ["Sulmazole", "−99.47", "Adenosine receptor antagonist"], ["Ketoconazole", "−99.61", "Sterol demethylase inhibitor"], ["Tipifarnib", "−99.61", "Farnesyltransferase inhibitor"], ["Leucodin", "−99.64", "Melanin inhibitor"], ["Niridazole", "−99.75", "Phosphofructokinase inhibitor"], ["PD-169316", "−99.82", "p38 MAPK inhibitor"], ["Escitalopram", "−99.82", "Selective serotonin reuptake inhibitor (SSRI)"], ["TUL-XXI039", "−99.89", "Serine/threonine kinase inhibitor"], ["PJ-34", "−99.93", "PARP inhibitor"]], "row_count": 21, "column_count": 3, "numeric_cells": 27, "header_rows": 1, "locator": "section[14]/table-wrap[1]#t0003"}}], "gaps": ["asset:data:geo:GSE15932 not downloaded", "asset:data:geo:GSE15932 licence not read", "asset:data:geo:GSE26168 not downloaded", "asset:data:geo:GSE26168 licence not read", "asset:data:geo:GSE42148 not downloaded", "asset:data:geo:GSE42148 licence not read", "asset:data:geo:GSE61144 not downloaded", "asset:data:geo:GSE61144 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": "To preprocess the data and screen DEGs between patients and controls, limma package in R-platform (R-project.org) was used and statistical difference was defined as p-value <0.05."}}, {"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"}}], "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": ["GSE26168", "GSE15932", "GSE42148", "GSE61144"], "resolved_accessions": ["GSE26168", "GSE15932", "GSE42148", "GSE61144"], "statements": ["All data generated or analyzed during this study are included in this published article."], "basis": "The paper names GSE26168, GSE15932, GSE42148, GSE61144 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:34413670", "data:geo:GSE15932", "asset:table:pmid:34413670:1", "asset:table:pmid:34413670:2", "asset:table:pmid:34413670:3", "asset:table:pmid:34413670:4"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE15932"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-10-31T18:33:51Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 3, "usage": {"prompt_tokens": 26067, "completion_tokens": 1736, "cached_tokens": 776}}, "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:34413670", "type": "paper", "label": "pmid:34413670"}, {"id": "source:pmid:34413670", "type": "manuscript", "label": "PMID 34413670 full text"}, {"id": "data:geo:GSE15932", "type": "dataset", "label": "GEO GSE15932"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:34413670", "type": "paper", "label": "pmid:34413670"}, {"id": "source:pmid:34413670", "type": "manuscript", "label": "PMID 34413670 full text"}, {"id": "data:geo:GSE15932", "type": "dataset", "label": "GEO GSE15932"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-34413670", "type": "extraction", "used": ["source:pmid:34413670"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE15932", "type": "accession_resolution", "used": ["data:geo:GSE15932"], "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:34413670", "parent_hash": "sha256:97e4bef81d05af65a175ded599756cd3e2a5ab7041ca6597c5b8777ebc5e1f5b", "fork_of": null, "generation": 7}, "gaps": ["asset:data:geo:GSE15932 licence not read", "asset:data:geo:GSE15932 not downloaded", "asset:data:geo:GSE26168 licence not read", "asset:data:geo:GSE26168 not downloaded", "asset:data:geo:GSE42148 licence not read", "asset:data:geo:GSE42148 not downloaded", "asset:data:geo:GSE61144 licence not read", "asset:data:geo:GSE61144 not downloaded", "execution.not_run", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"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": ["To preprocess the data and screen DEGs between patients and controls, limma package in R-platform (R-project.org) was used and statistical difference was defined as p-value <0.05."], "order_basis": "analysis_only", "id": "assay:1"}]}