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

pmid:34532371

Role of competitive endogenous RNA networks in the pathogenesis of coronary artery disease.

Jiebin Zuo · Mengxi Xu · Danning Wang · Weizhe Bai · Gang Li

Annals of translational medicine · 2021 doi:10.21037/atm-21-2737

Paper

complete

Experiment

partial

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:34532371
kind
science-record
content_hash
sha256:eb60d179ec75a0993d27f2b0b9ce77ef9be93ea9195258daeb09cfa233e8ce6c
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T15:41:52Z
updated_at
2026-11-01T22:47:32Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
Role of competitive endogenous RNA networks in the pathogenesis of coronary artery disease.
doi
10.21037/atm-21-2737
pmid
34532371
authors array · 5 items
[0]
Jiebin Zuo
[1]
Mengxi Xu
[2]
Danning Wang
[3]
Weizhe Bai
[4]
Gang Li
journal
Annals of translational medicine
year
2021
abstract
BACKGROUND: The present study aimed to construct a network of competitive endogenous RNAs (ceRNAs) related to the pathogenesis of coronary artery disease (CAD), to provide a novel rationale for CAD treatment. METHODS: Bioinformatics methods were applied to screen for differentially expressed long non-coding RNAs (DElncRNAs), microRNAs (DEmiRNAs), and mRNAs (DEmRNAs) from the GSE68506, GSE59421, and GSE20129 datasets of the Gene Expression Omnibus (GEO) database. The miRcode database was used to predict lncRNA-binding miRNAs. The miRTarBase, miRDB, and TargetScan databases were used to predict the target genes of these miRNAs. An mRNA-miRNA-lncRNA ceRNA network of CAD was established. RESULTS: Between the CAD and normal control groups there were 264 DElncRNAs, 106 DEmiRNAs, and 1,879 DEmRNAs. We screened these differentially expressed gens (DEGs) respectively. There were 21 DElncRNAs, 13 DEmiRNAs, and 143 DEmRNAs in the ceRNA network by using Cytoscape application. The DEmRNAs were involved in the PI3K-Akt signaling pathway and the NF-κB signaling pathway. The key genes in the protein-protein interaction (PPI) network were HSP90AA1, CDKN1A, MCL1, MDM2, MAPK1, ABL1, LYN, CRK, CDK9, and FAS. CONCLUSIONS: The ceRNA network constructed in this study identified new candidate molecules for the treatment of CAD, providing some more comprehensive and higher-quality choices for the target treatment of CAD.
claims array · 1 item
[0] object · 6 fields
id
claim-method
statement
The Bioconductor Limma (7) package and Perl were used to identify DElncRNAs, DEmiRNAs, and DEmRNAs in the CAD patients and normal controls.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:34532371
locator
sections[4] "Identification of differentially expressed lncRNAs (DElncRNAs), miRNAs (DEmiRNAs), and mRNAs (DEmRNAs)" paragraph 2
quote
The Bioconductor Limma (7) package and Perl were used to identify DElncRNAs, DEmiRNAs, and DEmRNAs in the CAD patients and normal controls.
state
complete
gaps array · 0 items
experiment object · 8 fields
state
partial
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:34532371
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
blocked
blocked_on
data:accession_absent
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 · 0 items
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 · 0 items
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 · 1 item
[0]
step:obtain_source_data blocked on data:accession_absent
data object · 3 fields
state
partial
assets array · 7 items
[0] object · 15 fields
id
source:pmid:34532371
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.21037/atm-21-2737
sha256
sha256:4554ead9761aebb28060c066185bfd111b797bd138aa63c084f8283d312289e5
bytes
18125
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.21037/atm-21-2737
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
PMC8421985
source
europe_pmc_fulltext
coverage
whole_body_without_references
text_hash_scope
rendered_section_body
[1] object · 16 fields
id
asset:table:pmid:34532371:1
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:782a980d909b5834e74d0e9b99357d29e021af9c3f6578305e2198050852726c
bytes
1666
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[11]/table-wrap[1]#t1
version
null
note
Functional enrichment analysis of the DE RNAs from the GSE20129 dataset
structure object · 5 fields
pmcid
PMC8421985
section_index
11
section_title
Biological functions and signaling mechanisms related to the DEmRNAs
row_count
25
column_count
5
table object · 8 fields
label
Table 1
caption
Functional enrichment analysis of the DE RNAs from the GSE20129 dataset
rows array · 25 items
[0] array · 5 items
[0]
GO
[1]
ID
[2]
Description
[3]
P value
[4]
Count
[1] array · 5 items
[0]
BP
[1]
GO:0006461
[2]
Protein complex assembly
[3]
7.20E−04
[4]
22
[2] array · 4 items
[0]
GO:0045429
[1]
Nitric oxide biosynthetic process
[2]
7.27E−04
[3]
12
[3] array · 4 items
[0]
GO:0045087
[1]
Innate immune response
[2]
8.87E−04
[3]
57
[4] array · 4 items
[0]
GO:0042493
[1]
Response to drug
[2]
0.002149315
[3]
42
[5] array · 4 items
[0]
GO:0050870
[1]
Positive regulation of T cell activation
[2]
0.002838657
[3]
7
[6] array · 4 items
[0]
GO:0006919
[1]
Activation of cysteine-type endopeptidase activity
[2]
0.003999244
[3]
16
[7] array · 4 items
[0]
GO:0031663
[1]
Lipopolysaccharide-mediated signaling pathway
[2]
0.004432578
[3]
9
[8] array · 4 items
[0]
GO:0042110
[1]
T cell activation
[2]
0.005389073
[3]
11
[9] array · 5 items
[0]
CC
[1]
GO:0005737
[2]
Cytoplasm
[3]
7.06E−06
[4]
503
[10] array · 4 items
[0]
GO:0005886
[1]
Plasma membrane
[2]
2.58E−05
[3]
403
[11] array · 4 items
[0]
GO:0005829
[1]
Cytosol
[2]
3.84E−05
[3]
331
[12] array · 4 items
[0]
GO:0005730
[1]
Nucleolus
[2]
2.91E−04
[3]
100
[13] array · 4 items
[0]
GO:0005622
[1]
Intracellular
[2]
3.03E−04
[3]
145
[14] array · 4 items
[0]
GO:0045121
[1]
Membrane raft
[2]
3.31E−04
[3]
33
[15] array · 4 items
[0]
GO:0005759
[1]
Mitochondrial matrix
[2]
4.08E−04
[3]
46
[16] array · 4 items
[0]
GO:0030136
[1]
Clathrin-coated vesicle
[2]
6.83E−04
[3]
14
[17] array · 5 items
[0]
MF
[1]
GO:0005515
[2]
Protein binding
[3]
2.11E−05
[4]
819
[18] array · 4 items
[0]
GO:0044325
[1]
Ion channel binding
[2]
4.73E−04
[3]
22
[19] array · 4 items
[0]
GO:0042803
[1]
Protein homodimerization activity
[2]
6.77E−04
[3]
88
[20] array · 4 items
[0]
GO:0005524
[1]
ATP binding
[2]
9.29E−04
[3]
161
[21] array · 4 items
[0]
GO:0042802
[1]
Identical protein binding
[2]
0.002192893
[3]
87
[22] array · 4 items
[0]
GO:0003824
[1]
Catalytic activity
[2]
0.004631555
[3]
28
[23] array · 4 items
[0]
GO:0008266
[1]
Poly(U) RNA binding
[2]
0.006302894
[3]
6
[24] array · 4 items
[0]
GO:0019899
[1]
Enzyme binding
[2]
0.009620338
[3]
29
locator
section[11]/table-wrap[1]#t1
[2] object · 16 fields
id
asset:table:pmid:34532371:2
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:9c3314580b9fa0c9867aa275c9b76e0f3b1e45d339557bf78a9b27c67a9b0c66
bytes
706
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[11]/table-wrap[2]#t2
version
null
note
Pathway enrichment analysis of the DE RNAs from the GSE20129 dataset
structure object · 5 fields
pmcid
PMC8421985
section_index
11
section_title
Biological functions and signaling mechanisms related to the DEmRNAs
row_count
9
column_count
4
table object · 8 fields
label
Table 2
caption
Pathway enrichment analysis of the DE RNAs from the GSE20129 dataset
rows array · 9 items
[0] array · 4 items
[0]
ID
[1]
Description
[2]
P value
[3]
Count
[1] array · 4 items
[0]
hsa05200
[1]
Pathways in cancer
[2]
4.14E−05
[3]
64
[2] array · 4 items
[0]
hsa04151
[1]
PI3K-Akt signaling pathway
[2]
0.00157308
[3]
52
[3] array · 4 items
[0]
hsa05152
[1]
Tuberculosis
[2]
4.19E−04
[3]
33
[4] array · 4 items
[0]
hsa04380
[1]
Osteoclast differentiation
[2]
1.83E−05
[3]
30
[5] array · 4 items
[0]
hsa04650
[1]
Natural killer cell mediated cytotoxicity
[2]
0.00147428
[3]
24
[6] array · 4 items
[0]
hsa05215
[1]
Prostate cancer
[2]
6.94E−04
[3]
20
[7] array · 4 items
[0]
hsa04064
[1]
NF-kappa B signaling pathway
[2]
0.00159901
[3]
19
[8] array · 4 items
[0]
hsa05140
[1]
Leishmaniasis
[2]
3.71E−04
[3]
18
locator
section[11]/table-wrap[2]#t2
[3] object · 16 fields
id
asset:table:pmid:34532371:3
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:b9fbc2ce23924fb9328fb3cce7511ae3e106073254f6aa82eb898e3deee0f20a
bytes
1688
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[12]/table-wrap[1]#t3
version
null
note
RNAs involved in the lncRNA-miRNA-mRNA ceRNA network
structure object · 5 fields
pmcid
PMC8421985
section_index
12
section_title
ceRNA network
row_count
4
column_count
3
table object · 8 fields
label
Table 3
caption
RNAs involved in the lncRNA-miRNA-mRNA ceRNA network
rows array · 4 items
[0] array · 3 items
[0]
RNA
[1]
Upregulated
[2]
Downregulated
[1] array · 3 items
[0]
lncRNA
[1]
AC011374.1, NEAT1, KCNQ1OT1
[2]
IGF2-AS, H19, HCG27, CLDN10-AS1, SNHG14, HOTAIR, EMX2OS, AC012313.1, SNHG7, AC015987.1, CR381653.1, ZEB1-AS1, ADAMTS9-AS2, DNAJB8-AS1, HOTTIP, LINC00491, NAV2-AS5, DIO3OS
[2] array · 3 items
[0]
miRNA
[1]
–
[2]
hsa-mir-17, hsa-mir-93, hsa-mir-141, hsa-mir-152, hsa-mir-18a, hsa-mir-196a, hsa-mir-29a, hsa-mir-23a, hsa-mir-221, hsa-mir-32, hsa-mir-92a, hsa-mir-363, hsa-mir-425
[3] array · 3 items
[0]
mRNA
[1]
FAM57A, ATG16L1, ATL3, BTG3, CAMTA1, CDKN1A, EPHA4, FBXO31, FNBP1L, KATNAL1, KIAA1191, KLHL20, PFKP, PTPDC1, SCAMP5, SESN3, SNTB2, ZBTB4, ZBTB9, GTPBP10, PDE4D, TAOK1, ARID1A, NRP2, PCBD2, ARHGAP28, CALM1, PAFAH1B2, TUB, CCNT1, PABPC1, MCFD2, MYH2, TNPO1, TOP1, MYCN, RPL22, ZBTB5, ABL1, YWHAE, BCAT2, DOCK9, MOAP1, NSF, PAX9, RHPN2, RRN3, TPM3, ACACA, CDK9, CELSR2, HOXC6, SLC7A1, ZNF507, ELAVL1, GRSF1, SLC29A2
[2]
ELAVL2, OGT, HSP90AA1, NUP50, ZFYVE9, MXD1, SOS2, TGFA, LPGAT1, NUFIP2, RAB11FIP1, SOD2, ACSL4, CRK, FAM126B, IFNAR1, IRAK4, KLF10, LIMK1, MAPK1, MCL1, MIDN, MTMR3, PDLIM5, PPP1R3B, RORA, RPS6KA5, RRAGD, TMEM127, TRIP10, USP32, WAC, HM13, IFNAR2, NEDD9, CPD, BACH1, GATA6, CAMKK1, CREBZF, MAPK10, PCDHA11, PCDHAC1, CELF1, FAS, FNIP1, IL6R, ZNF257, COL4A2, CPEB3, DNMT3A, MDM2, NASP, RNASEL, SLC16A1, TMOD3, IFRD1, CYB5R4, LYN, ADAM10, BAK1, DUSP10, GRAMD1B, SERTAD3, SNX10, SSFA2, TRIM36, YIPF4, GNG4, MAP3K5, THRB, RCN3, TMEM50A, ZWINT, DNAJB12, ERGIC1, ICAM1, KCNC1, HIPK3, PDIK1L, PLXNA4, CCNG2, IRF1, LYST, TBC1D20, ZNF148
locator
section[12]/table-wrap[1]#t3
[4] object · 16 fields
id
asset:table:pmid:34532371:4
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:5d45748d33914800b6c6d4052484efad782a9aed9a5239a180dea9728d84afda
bytes
1634
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[13]/table-wrap[1]#t4
version
null
note
Functional enrichment analysis of the DE RNAs from the ceRNA network
structure object · 5 fields
pmcid
PMC8421985
section_index
13
section_title
GO and KEGG analysis of the ceRNA network
row_count
25
column_count
5
table object · 8 fields
label
Table 4
caption
Functional enrichment analysis of the DE RNAs from the ceRNA network
rows array · 25 items
[0] array · 5 items
[0]
GO
[1]
ID
[2]
Description
[3]
P value
[4]
Count
[1] array · 5 items
[0]
BP
[1]
GO:0006468
[2]
Protein phosphorylation
[3]
6.30E−05
[4]
14
[2] array · 4 items
[0]
GO:0042493
[1]
Response to drug
[2]
5.02E−06
[3]
13
[3] array · 4 items
[0]
GO:0016032
[1]
Viral process
[2]
0.00252124
[3]
9
[4] array · 4 items
[0]
GO:0006974
[1]
Cellular response to DNA damage stimulus
[2]
0.001291559
[3]
8
[5] array · 4 items
[0]
GO:0009636
[1]
Response to toxic substance
[2]
5.54E−05
[3]
7
[6] array · 4 items
[0]
GO:0038096
[1]
Fc-gamma receptor signaling pathway
[2]
5.00E−04
[3]
7
[7] array · 4 items
[0]
GO:0008630
[1]
Intrinsic apoptotic signaling pathway
[2]
5.01E−04
[3]
5
[8] array · 4 items
[0]
GO:0097192
[1]
Extrinsic apoptotic signaling pathway
[2]
0.002377636
[3]
4
[9] array · 5 items
[0]
CC
[1]
GO:0005737
[2]
Cytoplasm
[3]
4.66E−06
[4]
67
[10] array · 4 items
[0]
GO:0005634
[1]
Nucleus
[2]
2.81E−04
[3]
63
[11] array · 4 items
[0]
GO:0005829
[1]
Cytosol
[2]
2.45E−06
[3]
50
[12] array · 4 items
[0]
GO:0005654
[1]
Nucleoplasm
[2]
0.002316159
[3]
36
[13] array · 4 items
[0]
GO:0016020
[1]
Membrane
[2]
0.001486372
[3]
31
[14] array · 4 items
[0]
GO:0005925
[1]
Focal adhesion
[2]
0.01164298
[3]
9
[15] array · 4 items
[0]
GO:0014069
[1]
Postsynaptic density
[2]
0.014673212
[3]
6
[16] array · 4 items
[0]
GO:0033116
[1]
Endoplasmic reticulum
[2]
0.013650085
[3]
4
[17] array · 5 items
[0]
MF
[1]
GO:0005515
[2]
Protein binding
[3]
1.16E−07
[4]
25
[18] array · 4 items
[0]
GO:0005524
[1]
ATP binding
[2]
0.0077614
[3]
22
[19] array · 4 items
[0]
GO:0004674
[1]
Protein serine kinase activity
[2]
8.91E−04
[3]
11
[20] array · 4 items
[0]
GO:0004672
[1]
Protein kinase activity
[2]
6.25E−04
[3]
11
[21] array · 4 items
[0]
GO:0044325
[1]
Ion channel binding
[2]
2.94E−04
[3]
7
[22] array · 4 items
[0]
GO:0003730
[1]
mRNA 3'-UTR binding
[2]
0.00704648
[3]
4
[23] array · 4 items
[0]
GO:0019962
[1]
Type I interferon binding
[2]
0.01593083
[3]
2
[24] array · 4 items
[0]
GO:0004905
[1]
Type I interferon receptor activity
[2]
0.01593083
[3]
2
locator
section[13]/table-wrap[1]#t4
[5] object · 16 fields
id
asset:table:pmid:34532371:5
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:cae9ff2bf99c0b26254f220982c8172a152c1d72fd1c8a1209ed9ea3fd8ea051
bytes
686
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[13]/table-wrap[2]#t5
version
null
note
KEGG pathway enrichment analysis of the DE RNAs from the ceRNA network
structure object · 5 fields
pmcid
PMC8421985
section_index
13
section_title
GO and KEGG analysis of the ceRNA network
row_count
9
column_count
4
table object · 8 fields
label
Table 5
caption
KEGG pathway enrichment analysis of the DE RNAs from the ceRNA network
rows array · 9 items
[0] array · 4 items
[0]
ID
[1]
Description
[2]
P value
[3]
Count
[1] array · 4 items
[0]
hsa05200
[1]
Pathways in cancer
[2]
3.49E−04
[3]
13
[2] array · 4 items
[0]
hsa04151
[1]
PI3K-Akt signaling pathway
[2]
4.41E−04
[3]
12
[3] array · 4 items
[0]
hsa04722
[1]
Neurotrophin signaling pathway
[2]
2.02E−06
[3]
10
[4] array · 4 items
[0]
hsa05160
[1]
Hepatitis C
[2]
2.86E−04
[3]
8
[5] array · 4 items
[0]
hsa04910
[1]
Insulin signaling pathway
[2]
3.58E−04
[3]
8
[6] array · 4 items
[0]
hsa04012
[1]
ErbB signaling pathway
[2]
1.85E−04
[3]
7
[7] array · 4 items
[0]
hsa05214
[1]
Glioma
[2]
3.96E−04
[3]
6
[8] array · 4 items
[0]
hsa05220
[1]
Chronic myeloid leukemia
[2]
6.37E−04
[3]
6
locator
section[13]/table-wrap[2]#t5
[6] object · 16 fields
id
asset:table:pmid:34532371:6
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:6c3ba91809689540ab65bb7ed0ebe2573af7785e6479722b9ca47ef0ab2fb7ee
bytes
819
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[14]/table-wrap[1]#t6
version
null
note
Key genes and their scores in the PPI network using the MCC method
structure object · 5 fields
pmcid
PMC8421985
section_index
14
section_title
Key genes in the PPI network
row_count
11
column_count
4
table object · 8 fields
label
Table 6
caption
Key genes and their scores in the PPI network using the MCC method
rows array · 11 items
[0] array · 4 items
[0]
Rank
[1]
Gene symbol
[2]
Description
[3]
Score
[1] array · 4 items
[0]
1
[1]
HSP90AA1
[2]
Intrinsic ATPase activity
[3]
162
[2] array · 4 items
[0]
2
[1]
CDKN1A
[2]
Ubiquitin protein ligase binding and cyclin binding
[3]
145
[3] array · 4 items
[0]
3
[1]
MCL1
[2]
Protein homodimerization activity and BH3 domain binding
[3]
128
[4] array · 4 items
[0]
4
[1]
MDM2
[2]
Protein binding and ligase activity
[3]
114
[5] array · 4 items
[0]
5
[1]
MAPK1
[2]
Mediate intracellular signaling
[3]
77
[6] array · 4 items
[0]
6
[1]
ABL1
[2]
Transferase activity
[3]
75
[7] array · 4 items
[0]
7
[1]
LYN
[2]
Protein tyrosine kinase activity
[3]
75
[8] array · 4 items
[0]
8
[1]
CRK
[2]
Protein domain specific binding
[3]
32
[9] array · 4 items
[0]
9
[1]
CDK9
[2]
Transferase activity, transferring
[3]
25
[10] array · 4 items
[0]
10
[1]
FAS
[2]
Identical protein binding
[3]
15
locator
section[14]/table-wrap[1]#t6
gaps array · 0 items
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
The Bioconductor Limma (7) package and Perl were used to identify DElncRNAs, DEmiRNAs, and DEmRNAs in the CAD patients and normal controls.
[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
0.8
band
high
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
blocked
tier
R4
blocked_on
data:accession_absent
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
R4
reachable
false
accessions array · 0 items
resolved_accessions array · 0 items
statements array · 0 items
basis
The paper names no accession to its source data, so the data has to come from the authors.
can_run object · 3 fields
dsl_operations array · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
assets array · 7 items
[0]
source:pmid:34532371
[1]
asset:table:pmid:34532371:1
[2]
asset:table:pmid:34532371:2
[3]
asset:table:pmid:34532371:3
[4]
asset:table:pmid:34532371:4
[5]
asset:table:pmid:34532371:5
[6]
asset:table:pmid:34532371:6
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:None
gaps array · 1 item
[0]
data:accession_absent
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
2026-10-31T19:49:08Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
null
calls
3
usage object · 3 fields
prompt_tokens
15115
completion_tokens
1304
cached_tokens
4992
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:34532371
type
paper
label
pmid:34532371
[1] object · 3 fields
id
source:pmid:34532371
type
manuscript
label
PMID 34532371 full text
[2] object · 3 fields
id
data:geo:None
type
dataset
label
GEO None
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:34532371
type
paper
label
pmid:34532371
[1] object · 3 fields
id
source:pmid:34532371
type
manuscript
label
PMID 34532371 full text
[2] object · 3 fields
id
data:geo:None
type
dataset
label
GEO None
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-34532371
type
extraction
used array · 1 item
[0]
source:pmid:34532371
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-None
type
accession_resolution
used array · 1 item
[0]
data:geo:None
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:34532371
parent_hash
sha256:f228a684762c5e3a1ae5202807ff656791b2159227ab278ed29bb16bf71aeb3d
fork_of
null
gaps array · 5 items
[0]
execution.not_run
[1]
review.human_critique
[2]
review.independent_reader
[3]
review.machine_critique
[4]
step:obtain_source_data blocked on data:accession_absent
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]
The Bioconductor Limma (7) package and Perl were used to identify DElncRNAs, DEmiRNAs, and DEmRNAs in the CAD patients and normal controls.
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:34532371", "kind": "science-record", "revision": 8, "content_hash": "sha256:eb60d179ec75a0993d27f2b0b9ce77ef9be93ea9195258daeb09cfa233e8ce6c", "created_at": "2026-11-01T15:41:52Z", "updated_at": "2026-11-01T22:47:32Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Role of competitive endogenous RNA networks in the pathogenesis of coronary artery disease.", "doi": "10.21037/atm-21-2737", "pmid": "34532371", "authors": ["Jiebin Zuo", "Mengxi Xu", "Danning Wang", "Weizhe Bai", "Gang Li"], "journal": "Annals of translational medicine", "year": 2021, "abstract": "BACKGROUND: The present study aimed to construct a network of competitive endogenous RNAs (ceRNAs) related to the pathogenesis of coronary artery disease (CAD), to provide a novel rationale for CAD treatment.\nMETHODS: Bioinformatics methods were applied to screen for differentially expressed long non-coding RNAs (DElncRNAs), microRNAs (DEmiRNAs), and mRNAs (DEmRNAs) from the GSE68506, GSE59421, and GSE20129 datasets of the Gene Expression Omnibus (GEO) database. The miRcode database was used to predict lncRNA-binding miRNAs. The miRTarBase, miRDB, and TargetScan databases were used to predict the target genes of these miRNAs. An mRNA-miRNA-lncRNA ceRNA network of CAD was established.\nRESULTS: Between the CAD and normal control groups there were 264 DElncRNAs, 106 DEmiRNAs, and 1,879 DEmRNAs. We screened these differentially expressed gens (DEGs) respectively. There were 21 DElncRNAs, 13 DEmiRNAs, and 143 DEmRNAs in the ceRNA network by using Cytoscape application. The DEmRNAs were involved in the PI3K-Akt signaling pathway and the NF-κB signaling pathway. The key genes in the protein-protein interaction (PPI) network were HSP90AA1, CDKN1A, MCL1, MDM2, MAPK1, ABL1, LYN, CRK, CDK9, and FAS.\nCONCLUSIONS: The ceRNA network constructed in this study identified new candidate molecules for the treatment of CAD, providing some more comprehensive and higher-quality choices for the target treatment of CAD.", "claims": [{"id": "claim-method", "statement": "The Bioconductor Limma (7) package and Perl were used to identify DElncRNAs, DEmiRNAs, and DEmRNAs in the CAD patients and normal controls.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:34532371", "locator": "sections[4] \"Identification of differentially expressed lncRNAs (DElncRNAs), miRNAs (DEmiRNAs), and mRNAs (DEmRNAs)\" paragraph 2", "quote": "The Bioconductor Limma (7) package and Perl were used to identify DElncRNAs, DEmiRNAs, and DEmRNAs in the CAD patients and normal controls."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "partial", "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:34532371"], "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": "blocked", "blocked_on": "data:accession_absent", "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": [], "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": [], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": ["step:obtain_source_data blocked on data:accession_absent"]}, "data": {"state": "partial", "assets": [{"id": "source:pmid:34532371", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.21037/atm-21-2737", "sha256": "sha256:4554ead9761aebb28060c066185bfd111b797bd138aa63c084f8283d312289e5", "bytes": 18125, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.21037/atm-21-2737", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC8421985", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"id": "asset:table:pmid:34532371:1", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:782a980d909b5834e74d0e9b99357d29e021af9c3f6578305e2198050852726c", "bytes": 1666, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[11]/table-wrap[1]#t1", "version": null, "note": "Functional enrichment analysis of the DE RNAs from the GSE20129 dataset", "structure": {"pmcid": "PMC8421985", "section_index": 11, "section_title": "Biological functions and signaling mechanisms related to the DEmRNAs", "row_count": 25, "column_count": 5}, "table": {"label": "Table 1", "caption": "Functional enrichment analysis of the DE RNAs from the GSE20129 dataset", "rows": [["GO", "ID", "Description", "P value", "Count"], ["BP", "GO:0006461", "Protein complex assembly", "7.20E−04", "22"], ["GO:0045429", "Nitric oxide biosynthetic process", "7.27E−04", "12"], ["GO:0045087", "Innate immune response", "8.87E−04", "57"], ["GO:0042493", "Response to drug", "0.002149315", "42"], ["GO:0050870", "Positive regulation of T cell activation", "0.002838657", "7"], ["GO:0006919", "Activation of cysteine-type endopeptidase activity", "0.003999244", "16"], ["GO:0031663", "Lipopolysaccharide-mediated signaling pathway", "0.004432578", "9"], ["GO:0042110", "T cell activation", "0.005389073", "11"], ["CC", "GO:0005737", "Cytoplasm", "7.06E−06", "503"], ["GO:0005886", "Plasma membrane", "2.58E−05", "403"], ["GO:0005829", "Cytosol", "3.84E−05", "331"], ["GO:0005730", "Nucleolus", "2.91E−04", "100"], ["GO:0005622", "Intracellular", "3.03E−04", "145"], ["GO:0045121", "Membrane raft", "3.31E−04", "33"], ["GO:0005759", "Mitochondrial matrix", "4.08E−04", "46"], ["GO:0030136", "Clathrin-coated vesicle", "6.83E−04", "14"], ["MF", "GO:0005515", "Protein binding", "2.11E−05", "819"], ["GO:0044325", "Ion channel binding", "4.73E−04", "22"], ["GO:0042803", "Protein homodimerization activity", "6.77E−04", "88"], ["GO:0005524", "ATP binding", "9.29E−04", "161"], ["GO:0042802", "Identical protein binding", "0.002192893", "87"], ["GO:0003824", "Catalytic activity", "0.004631555", "28"], ["GO:0008266", "Poly(U) RNA binding", "0.006302894", "6"], ["GO:0019899", "Enzyme binding", "0.009620338", "29"]], "row_count": 25, "column_count": 5, "numeric_cells": 72, "header_rows": 1, "locator": "section[11]/table-wrap[1]#t1"}}, {"id": "asset:table:pmid:34532371:2", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:9c3314580b9fa0c9867aa275c9b76e0f3b1e45d339557bf78a9b27c67a9b0c66", "bytes": 706, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[11]/table-wrap[2]#t2", "version": null, "note": "Pathway enrichment analysis of the DE RNAs from the GSE20129 dataset", "structure": {"pmcid": "PMC8421985", "section_index": 11, "section_title": "Biological functions and signaling mechanisms related to the DEmRNAs", "row_count": 9, "column_count": 4}, "table": {"label": "Table 2", "caption": "Pathway enrichment analysis of the DE RNAs from the GSE20129 dataset", "rows": [["ID", "Description", "P value", "Count"], ["hsa05200", "Pathways in cancer", "4.14E−05", "64"], ["hsa04151", "PI3K-Akt signaling pathway", "0.00157308", "52"], ["hsa05152", "Tuberculosis", "4.19E−04", "33"], ["hsa04380", "Osteoclast differentiation", "1.83E−05", "30"], ["hsa04650", "Natural killer cell mediated cytotoxicity", "0.00147428", "24"], ["hsa05215", "Prostate cancer", "6.94E−04", "20"], ["hsa04064", "NF-kappa B signaling pathway", "0.00159901", "19"], ["hsa05140", "Leishmaniasis", "3.71E−04", "18"]], "row_count": 9, "column_count": 4, "numeric_cells": 24, "header_rows": 1, "locator": "section[11]/table-wrap[2]#t2"}}, {"id": "asset:table:pmid:34532371:3", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:b9fbc2ce23924fb9328fb3cce7511ae3e106073254f6aa82eb898e3deee0f20a", "bytes": 1688, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[12]/table-wrap[1]#t3", "version": null, "note": "RNAs involved in the lncRNA-miRNA-mRNA ceRNA network", "structure": {"pmcid": "PMC8421985", "section_index": 12, "section_title": "ceRNA network", "row_count": 4, "column_count": 3}, "table": {"label": "Table 3", "caption": "RNAs involved in the lncRNA-miRNA-mRNA ceRNA network", "rows": [["RNA", "Upregulated", "Downregulated"], ["lncRNA", "AC011374.1, NEAT1, KCNQ1OT1", "IGF2-AS, H19, HCG27, CLDN10-AS1, SNHG14, HOTAIR, EMX2OS, AC012313.1, SNHG7, AC015987.1, CR381653.1, ZEB1-AS1, ADAMTS9-AS2, DNAJB8-AS1, HOTTIP, LINC00491, NAV2-AS5, DIO3OS"], ["miRNA", "–", "hsa-mir-17, hsa-mir-93, hsa-mir-141, hsa-mir-152, hsa-mir-18a, hsa-mir-196a, hsa-mir-29a, hsa-mir-23a, hsa-mir-221, hsa-mir-32, hsa-mir-92a, hsa-mir-363, hsa-mir-425"], ["mRNA", "FAM57A, ATG16L1, ATL3, BTG3, CAMTA1, CDKN1A, EPHA4, FBXO31, FNBP1L, KATNAL1, KIAA1191, KLHL20, PFKP, PTPDC1, SCAMP5, SESN3, SNTB2, ZBTB4, ZBTB9, GTPBP10, PDE4D, TAOK1, ARID1A, NRP2, PCBD2, ARHGAP28, CALM1, PAFAH1B2, TUB, CCNT1, PABPC1, MCFD2, MYH2, TNPO1, TOP1, MYCN, RPL22, ZBTB5, ABL1, YWHAE, BCAT2, DOCK9, MOAP1, NSF, PAX9, RHPN2, RRN3, TPM3, ACACA, CDK9, CELSR2, HOXC6, SLC7A1, ZNF507, ELAVL1, GRSF1, SLC29A2", "ELAVL2, OGT, HSP90AA1, NUP50, ZFYVE9, MXD1, SOS2, TGFA, LPGAT1, NUFIP2, RAB11FIP1, SOD2, ACSL4, CRK, FAM126B, IFNAR1, IRAK4, KLF10, LIMK1, MAPK1, MCL1, MIDN, MTMR3, PDLIM5, PPP1R3B, RORA, RPS6KA5, RRAGD, TMEM127, TRIP10, USP32, WAC, HM13, IFNAR2, NEDD9, CPD, BACH1, GATA6, CAMKK1, CREBZF, MAPK10, PCDHA11, PCDHAC1, CELF1, FAS, FNIP1, IL6R, ZNF257, COL4A2, CPEB3, DNMT3A, MDM2, NASP, RNASEL, SLC16A1, TMOD3, IFRD1, CYB5R4, LYN, ADAM10, BAK1, DUSP10, GRAMD1B, SERTAD3, SNX10, SSFA2, TRIM36, YIPF4, GNG4, MAP3K5, THRB, RCN3, TMEM50A, ZWINT, DNAJB12, ERGIC1, ICAM1, KCNC1, HIPK3, PDIK1L, PLXNA4, CCNG2, IRF1, LYST, TBC1D20, ZNF148"]], "row_count": 4, "column_count": 3, "numeric_cells": 5, "header_rows": 1, "locator": "section[12]/table-wrap[1]#t3"}}, {"id": "asset:table:pmid:34532371:4", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:5d45748d33914800b6c6d4052484efad782a9aed9a5239a180dea9728d84afda", "bytes": 1634, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[13]/table-wrap[1]#t4", "version": null, "note": "Functional enrichment analysis of the DE RNAs from the ceRNA network", "structure": {"pmcid": "PMC8421985", "section_index": 13, "section_title": "GO and KEGG analysis of the ceRNA network", "row_count": 25, "column_count": 5}, "table": {"label": "Table 4", "caption": "Functional enrichment analysis of the DE RNAs from the ceRNA network", "rows": [["GO", "ID", "Description", "P value", "Count"], ["BP", "GO:0006468", "Protein phosphorylation", "6.30E−05", "14"], ["GO:0042493", "Response to drug", "5.02E−06", "13"], ["GO:0016032", "Viral process", "0.00252124", "9"], ["GO:0006974", "Cellular response to DNA damage stimulus", "0.001291559", "8"], ["GO:0009636", "Response to toxic substance", "5.54E−05", "7"], ["GO:0038096", "Fc-gamma receptor signaling pathway", "5.00E−04", "7"], ["GO:0008630", "Intrinsic apoptotic signaling pathway", "5.01E−04", "5"], ["GO:0097192", "Extrinsic apoptotic signaling pathway", "0.002377636", "4"], ["CC", "GO:0005737", "Cytoplasm", "4.66E−06", "67"], ["GO:0005634", "Nucleus", "2.81E−04", "63"], ["GO:0005829", "Cytosol", "2.45E−06", "50"], ["GO:0005654", "Nucleoplasm", "0.002316159", "36"], ["GO:0016020", "Membrane", "0.001486372", "31"], ["GO:0005925", "Focal adhesion", "0.01164298", "9"], ["GO:0014069", "Postsynaptic density", "0.014673212", "6"], ["GO:0033116", "Endoplasmic reticulum", "0.013650085", "4"], ["MF", "GO:0005515", "Protein binding", "1.16E−07", "25"], ["GO:0005524", "ATP binding", "0.0077614", "22"], ["GO:0004674", "Protein serine kinase activity", "8.91E−04", "11"], ["GO:0004672", "Protein kinase activity", "6.25E−04", "11"], ["GO:0044325", "Ion channel binding", "2.94E−04", "7"], ["GO:0003730", "mRNA 3'-UTR binding", "0.00704648", "4"], ["GO:0019962", "Type I interferon binding", "0.01593083", "2"], ["GO:0004905", "Type I interferon receptor activity", "0.01593083", "2"]], "row_count": 25, "column_count": 5, "numeric_cells": 73, "header_rows": 1, "locator": "section[13]/table-wrap[1]#t4"}}, {"id": "asset:table:pmid:34532371:5", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:cae9ff2bf99c0b26254f220982c8172a152c1d72fd1c8a1209ed9ea3fd8ea051", "bytes": 686, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[13]/table-wrap[2]#t5", "version": null, "note": "KEGG pathway enrichment analysis of the DE RNAs from the ceRNA network", "structure": {"pmcid": "PMC8421985", "section_index": 13, "section_title": "GO and KEGG analysis of the ceRNA network", "row_count": 9, "column_count": 4}, "table": {"label": "Table 5", "caption": "KEGG pathway enrichment analysis of the DE RNAs from the ceRNA network", "rows": [["ID", "Description", "P value", "Count"], ["hsa05200", "Pathways in cancer", "3.49E−04", "13"], ["hsa04151", "PI3K-Akt signaling pathway", "4.41E−04", "12"], ["hsa04722", "Neurotrophin signaling pathway", "2.02E−06", "10"], ["hsa05160", "Hepatitis C", "2.86E−04", "8"], ["hsa04910", "Insulin signaling pathway", "3.58E−04", "8"], ["hsa04012", "ErbB signaling pathway", "1.85E−04", "7"], ["hsa05214", "Glioma", "3.96E−04", "6"], ["hsa05220", "Chronic myeloid leukemia", "6.37E−04", "6"]], "row_count": 9, "column_count": 4, "numeric_cells": 24, "header_rows": 1, "locator": "section[13]/table-wrap[2]#t5"}}, {"id": "asset:table:pmid:34532371:6", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:6c3ba91809689540ab65bb7ed0ebe2573af7785e6479722b9ca47ef0ab2fb7ee", "bytes": 819, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[14]/table-wrap[1]#t6", "version": null, "note": "Key genes and their scores in the PPI network using the MCC method", "structure": {"pmcid": "PMC8421985", "section_index": 14, "section_title": "Key genes in the PPI network", "row_count": 11, "column_count": 4}, "table": {"label": "Table 6", "caption": "Key genes and their scores in the PPI network using the MCC method", "rows": [["Rank", "Gene symbol", "Description", "Score"], ["1", "HSP90AA1", "Intrinsic ATPase activity", "162"], ["2", "CDKN1A", "Ubiquitin protein ligase binding and cyclin binding", "145"], ["3", "MCL1", "Protein homodimerization activity and BH3 domain binding", "128"], ["4", "MDM2", "Protein binding and ligase activity", "114"], ["5", "MAPK1", "Mediate intracellular signaling", "77"], ["6", "ABL1", "Transferase activity", "75"], ["7", "LYN", "Protein tyrosine kinase activity", "75"], ["8", "CRK", "Protein domain specific binding", "32"], ["9", "CDK9", "Transferase activity, transferring", "25"], ["10", "FAS", "Identical protein binding", "15"]], "row_count": 11, "column_count": 4, "numeric_cells": 21, "header_rows": 1, "locator": "section[14]/table-wrap[1]#t6"}}], "gaps": []}, "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": "The Bioconductor Limma (7) package and Perl were used to identify DElncRNAs, DEmiRNAs, and DEmRNAs in the CAD patients and normal controls."}}, {"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": 0.8, "band": "high", "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": "blocked", "tier": "R4", "blocking_axis": "data", "blocked_on": "data:accession_absent", "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": "R4", "reachable": false, "accessions": [], "resolved_accessions": [], "statements": [], "basis": "The paper names no accession to its source data, so the data has to come from the authors."}}, "can_run": {"dsl_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "assets": ["source:pmid:34532371", "asset:table:pmid:34532371:1", "asset:table:pmid:34532371:2", "asset:table:pmid:34532371:3", "asset:table:pmid:34532371:4", "asset:table:pmid:34532371:5", "asset:table:pmid:34532371:6"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:None"]}, "gaps": ["data:accession_absent"]}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-10-31T19:49:08Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": null}, "calls": 3, "usage": {"prompt_tokens": 15115, "completion_tokens": 1304, "cached_tokens": 4992}}, "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:34532371", "type": "paper", "label": "pmid:34532371"}, {"id": "source:pmid:34532371", "type": "manuscript", "label": "PMID 34532371 full text"}, {"id": "data:geo:None", "type": "dataset", "label": "GEO None"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:34532371", "type": "paper", "label": "pmid:34532371"}, {"id": "source:pmid:34532371", "type": "manuscript", "label": "PMID 34532371 full text"}, {"id": "data:geo:None", "type": "dataset", "label": "GEO None"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-34532371", "type": "extraction", "used": ["source:pmid:34532371"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-None", "type": "accession_resolution", "used": ["data:geo:None"], "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:34532371", "parent_hash": "sha256:f228a684762c5e3a1ae5202807ff656791b2159227ab278ed29bb16bf71aeb3d", "fork_of": null, "generation": 7}, "gaps": ["execution.not_run", "review.human_critique", "review.independent_reader", "review.machine_critique", "step:obtain_source_data blocked on data:accession_absent"], "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": ["The Bioconductor Limma (7) package and Perl were used to identify DElncRNAs, DEmiRNAs, and DEmRNAs in the CAD patients and normal controls."], "order_basis": "analysis_only", "id": "assay:1"}]}