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

pmid:35433971

Integrative analysis of key microRNA-mRNA complexes and pathways in aortic aneurysm.

Yufei Fu · Yingying Mao · Ruoshi Chen · Anfeng Yu · Yifei Yin · Xi Wang · Liang Ma · Xin Chen

Annals of translational medicine · 2022 doi:10.21037/atm-22-514

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:35433971
kind
science-record
content_hash
sha256:0bff5648b9270d9a6eec6a52de06094a6f93338a300a673ba95a0d89fe3b6a85
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T18:14:17Z
updated_at
2026-11-01T22:48:52Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
Integrative analysis of key microRNA-mRNA complexes and pathways in aortic aneurysm.
doi
10.21037/atm-22-514
pmid
35433971
authors array · 8 items
[0]
Yufei Fu
[1]
Yingying Mao
[2]
Ruoshi Chen
[3]
Anfeng Yu
[4]
Yifei Yin
[5]
Xi Wang
[6]
Liang Ma
[7]
Xin Chen
journal
Annals of translational medicine
year
2022
abstract
Background: This study investigated the therapeutic targets of aortic aneurysm (AA) and provided insights into the pathogenesis and molecular mechanisms of AA. Methods: The messenger RNA (mRNA) datasets, GSE9106 (blood samples) and GSE7084 (tissue samples), and the microRNA (miRNA) datasets, GSE92427 (blood samples) and GSE110527 (tissue samples), were obtained from the Gene Expression Omnibus (GEO) database. Differentially expressed genes (DEGs) and differentially expressed miRNAs (DE-miRNAs) were analyzed by limma. Based on the co-DEGs and co-DE-miRNAs between the AA blood and tissue datasets, the miRNA-mRNA regulatory pairs were predicted. Functional enrichment analyses and gene set enrichment analysis (GSEA) were performed and the protein-protein interaction (PPI) network was generated to further analyze the related genes and their functions. Reverse transcription-quantitative polymerase chain reaction (RT-qPCR) and tyramide signal amplification (TSA)-in situ hybridization (ISH) assays were performed to detect the expression of co-DE-miRNAs in AA clinical tissue samples and normal aorta samples. Results: There were 19 upregulated and 5 downregulated co-differential mRNAs. MiR-4306 was the upregulated co-differential miRNA, and miR-3198 was the downregulated co-differential miRNA by blood-tissue co-analysis. Based on the co-DEGs and co-DE-miRNAs, 4 miRNA-mRNA regulatory pairs were predicted. PPI networks were constructed of co-DEGs with 6 relationship pairs. RT-qPCR and TSA-ISH assays showed the upregulation of miR-4306 and the downregulation of miR-3198 in AA tissue samples. Conclusions: This study provided evidence regarding the differential regulatory miRNA-mRNA networks in AA blood and tissue samples and identified key genes and signaling pathways related to AA, which provided insights into potential targets and mechanisms of AA pathogenesis and progression.
claims array · 3 items
[0] object · 6 fields
id
claim-method
statement
The expression matrices of mRNA datasets GSE9106 and GSE7084 were analyzed by limma (9) to identify the differentially expressed genes (DEGs) between the AA samples and the control samples.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:35433971
locator
sections[4] "Analyses of differentially expressed mRNAs and miRNAs" paragraph 2
quote
The expression matrices of mRNA datasets GSE9106 and GSE7084 were analyzed by limma (9) to identify the differentially expressed genes (DEGs) between the AA samples and the control samples.
state
complete
[1] object · 6 fields
id
claim-data-access
statement
Data Sharing Statement: Available at https://atm.amegroups.com/article/view/10.21037/atm-22-514/dss
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:35433971
locator
sections[25] "(untitled)" paragraph 1
quote
Data Sharing Statement: Available at https://atm.amegroups.com/article/view/10.21037/atm-22-514/dss
state
complete
[2] object · 6 fields
id
claim-target-result
statement
There were 19 upregulated and 5 downregulated co-differential mRNAs.
kind
qualitative
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:35433971
locator
sections[0] "Abstract" paragraph 3
quote
There were 19 upregulated and 5 downregulated co-differential mRNAs.
state
complete
gaps array · 0 items
experiment object · 8 fields
state
complete
objective
There were 19 upregulated and 5 downregulated co-differential mRNAs.
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:35433971
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:GSE110527
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:GSE110527
outputs array · 1 item
[0]
the replicated result and its comparison
instruments array · 0 items
reagents array · 0 items
materials array · 0 items
instruments array · 0 items
reagents array · 0 items
conditions object · 0 fields
gaps array · 0 items
data object · 3 fields
state
partial
assets array · 5 items
[0] object · 15 fields
id
source:pmid:35433971
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.21037/atm-22-514
sha256
sha256:13838e50050be9c045aacca93a595d6d13fe2d79fa0ee4772421f8c85d60dc33
bytes
36680
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.21037/atm-22-514
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
PMC9011231
source
europe_pmc_fulltext
coverage
whole_body
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:GSE110527
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=GSE110527
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE110527
version
null
note
Data Sharing Statement: Available at https://atm.amegroups.com/article/view/10.21037/atm-22-514/dss
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
Data Sharing Statement: Available at https://atm.amegroups.com/article/view/10.21037/atm-22-514/dss
access_statement_kind
data_availability_statement
sample_accessions array · 38 items
[0]
GSM2995227
[1]
GSM2995228
[2]
GSM2995229
[3]
GSM2995230
[4]
GSM2995231
[5]
GSM2995232
[6]
GSM2995233
[7]
GSM2995234
[8]
GSM2995235
[9]
GSM2995236
[10]
GSM2995237
[11]
GSM2995238
[12]
GSM2995239
[13]
GSM2995240
[14]
GSM2995241
[15]
GSM2995242
[16]
GSM2995243
[17]
GSM2995244
[18]
GSM2995245
[19]
GSM2995246
[20]
GSM2995247
[21]
GSM2995248
[22]
GSM2995249
[23]
GSM2995250
[24]
GSM2995251
[25]
GSM2995252
[26]
GSM2995253
[27]
GSM2995254
[28]
GSM2995255
[29]
GSM2995256
[30]
GSM2995257
[31]
GSM2995258
[32]
GSM2995259
[33]
GSM2995260
[34]
GSM2995261
[35]
GSM2995262
[36]
GSM2995263
[37]
GSM2995264
sample_count
38
group_sizes
null
group_sizes_basis
null
platform
20712
taxon
Homo sapiens
title
miRNA expression profiles of aneurysmal tissues
resolution_checked_at
2026-11-01T18:06:43Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[2] object · 15 fields
id
data:geo:GSE7084
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=GSE7084
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE7084
version
null
note
Data Sharing Statement: Available at https://atm.amegroups.com/article/view/10.21037/atm-22-514/dss
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
Data Sharing Statement: Available at https://atm.amegroups.com/article/view/10.21037/atm-22-514/dss
access_statement_kind
data_availability_statement
sample_accessions array · 19 items
[0]
GSM170550
[1]
GSM170551
[2]
GSM170552
[3]
GSM170553
[4]
GSM170554
[5]
GSM170555
[6]
GSM170556
[7]
GSM170557
[8]
GSM170558
[9]
GSM170559
[10]
GSM170560
[11]
GSM170561
[12]
GSM170562
[13]
GSM170563
[14]
GSM170564
[15]
GSM170565
[16]
GSM170566
[17]
GSM170567
[18]
GSM170568
sample_count
19
group_sizes
null
group_sizes_basis
null
platform
2507;570
taxon
Homo sapiens
title
Expression data from the abdominal aorta and abdominal aortic aneurysm
resolution_checked_at
2026-11-01T15:39:55Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[3] object · 15 fields
id
data:geo:GSE9106
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=GSE9106
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE9106
version
null
note
Data Sharing Statement: Available at https://atm.amegroups.com/article/view/10.21037/atm-22-514/dss
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
Data Sharing Statement: Available at https://atm.amegroups.com/article/view/10.21037/atm-22-514/dss
access_statement_kind
data_availability_statement
sample_accessions array · 179 items
[0]
GSM230465
[1]
GSM230466
[2]
GSM230467
[3]
GSM230468
[4]
GSM230469
[5]
GSM230470
[6]
GSM230471
[7]
GSM230472
[8]
GSM230473
[9]
GSM230474
[10]
GSM230475
[11]
GSM230476
[12]
GSM230477
[13]
GSM230478
[14]
GSM230479
[15]
GSM230480
[16]
GSM230481
[17]
GSM230482
[18]
GSM230483
[19]
GSM230484
[20]
GSM230485
[21]
GSM230486
[22]
GSM230487
[23]
GSM230488
[24]
GSM230489
[25]
GSM230490
[26]
GSM230491
[27]
GSM230492
[28]
GSM230493
[29]
GSM230494
[30]
GSM230495
[31]
GSM230496
[32]
GSM230497
[33]
GSM230498
[34]
GSM230499
[35]
GSM230500
[36]
GSM230501
[37]
GSM230502
[38]
GSM230503
[39]
GSM230504
[40]
GSM230505
[41]
GSM230506
[42]
GSM230507
[43]
GSM230508
[44]
GSM230509
[45]
GSM230510
[46]
GSM230511
[47]
GSM230512
[48]
GSM230513
[49]
GSM230514
[50]
GSM230515
[51]
GSM230516
[52]
GSM230517
[53]
GSM230518
[54]
GSM230519
[55]
GSM230520
[56]
GSM230521
[57]
GSM230522
[58]
GSM230523
[59]
GSM230524
[60]
GSM230525
[61]
GSM230526
[62]
GSM230527
[63]
GSM230528
[64]
GSM230529
[65]
GSM230530
[66]
GSM230531
[67]
GSM230532
[68]
GSM230533
[69]
GSM230534
[70]
GSM230535
[71]
GSM230536
[72]
GSM230537
[73]
GSM230538
[74]
GSM230539
[75]
GSM230540
[76]
GSM230541
[77]
GSM230542
[78]
GSM230543
[79]
GSM230544
[80]
GSM230545
[81]
GSM230546
[82]
GSM230547
[83]
GSM230548
[84]
GSM230549
[85]
GSM230550
[86]
GSM230551
[87]
GSM230552
[88]
GSM230553
[89]
GSM230554
[90]
GSM230555
[91]
GSM230556
[92]
GSM230557
[93]
GSM230558
[94]
GSM230559
[95]
GSM230560
[96]
GSM230561
[97]
GSM230562
[98]
GSM230563
[99]
GSM230564
[100]
GSM230565
[101]
GSM230566
[102]
GSM230567
[103]
GSM230568
[104]
GSM230569
[105]
GSM230570
[106]
GSM230571
[107]
GSM230572
[108]
GSM230573
[109]
GSM230574
[110]
GSM230575
[111]
GSM230576
[112]
GSM230577
[113]
GSM230578
[114]
GSM230579
[115]
GSM230580
[116]
GSM230581
[117]
GSM230582
[118]
GSM230583
[119]
GSM230584
[120]
GSM230585
[121]
GSM230586
[122]
GSM230587
[123]
GSM230588
[124]
GSM230589
[125]
GSM230590
[126]
GSM230591
[127]
GSM230592
[128]
GSM230593
[129]
GSM230594
[130]
GSM230595
[131]
GSM230596
[132]
GSM230597
[133]
GSM230598
[134]
GSM230599
[135]
GSM230600
[136]
GSM230601
[137]
GSM230602
[138]
GSM230603
[139]
GSM230604
[140]
GSM230605
[141]
GSM230606
[142]
GSM230607
[143]
GSM230608
[144]
GSM230609
[145]
GSM230610
[146]
GSM230611
[147]
GSM230612
[148]
GSM230613
[149]
GSM230614
[150]
GSM230615
[151]
GSM230616
[152]
GSM230617
[153]
GSM230618
[154]
GSM230619
[155]
GSM230620
[156]
GSM230621
[157]
GSM230622
[158]
GSM230623
[159]
GSM230624
[160]
GSM230625
[161]
GSM230626
[162]
GSM230627
[163]
GSM230628
[164]
GSM230629
[165]
GSM230630
[166]
GSM230631
[167]
GSM230632
[168]
GSM230633
[169]
GSM230634
[170]
GSM230635
[171]
GSM230636
[172]
GSM230637
[173]
GSM230638
[174]
GSM230639
[175]
GSM230640
[176]
GSM230641
[177]
GSM230642
[178]
GSM230643
sample_count
179
group_sizes
null
group_sizes_basis
null
platform
2845;2986
taxon
Homo sapiens
title
Gene Expression Signature in Peripheral Blood Detects Thoracic Aortic Aneurysm
resolution_checked_at
2026-11-01T15:39:55Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[4] object · 15 fields
id
data:geo:GSE92427
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=GSE92427
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE92427
version
null
note
Data Sharing Statement: Available at https://atm.amegroups.com/article/view/10.21037/atm-22-514/dss
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
Data Sharing Statement: Available at https://atm.amegroups.com/article/view/10.21037/atm-22-514/dss
access_statement_kind
data_availability_statement
sample_accessions array · 24 items
[0]
GSM2429572
[1]
GSM2429573
[2]
GSM2429574
[3]
GSM2429575
[4]
GSM2429576
[5]
GSM2429577
[6]
GSM2429578
[7]
GSM2429579
[8]
GSM2429580
[9]
GSM2429581
[10]
GSM2429582
[11]
GSM2429583
[12]
GSM2429584
[13]
GSM2429585
[14]
GSM2429586
[15]
GSM2429587
[16]
GSM2429588
[17]
GSM2429589
[18]
GSM2429590
[19]
GSM2429591
[20]
GSM2429592
[21]
GSM2429593
[22]
GSM2429594
[23]
GSM2429595
sample_count
24
group_sizes
null
group_sizes_basis
null
platform
16770
taxon
Homo sapiens
title
Circulating microRNAs: a novel potential biomarker for diagnosing acute aortic dissection
resolution_checked_at
2026-11-01T17:30:42Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
gaps array · 8 items
[0]
asset:data:geo:GSE110527 not downloaded
[1]
asset:data:geo:GSE110527 licence not read
[2]
asset:data:geo:GSE7084 not downloaded
[3]
asset:data:geo:GSE7084 licence not read
[4]
asset:data:geo:GSE9106 not downloaded
[5]
asset:data:geo:GSE9106 licence not read
[6]
asset:data:geo:GSE92427 not downloaded
[7]
asset:data:geo:GSE92427 licence not read
analysis object · 4 fields
state
complete
methods array · 2 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 expression matrices of mRNA datasets GSE9106 and GSE7084 were analyzed by limma (9) to identify the differentially expressed genes (DEGs) between the AA samples and the control samples.
[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
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]
GSE9106
[1]
GSE7084
[2]
GSE92427
[3]
GSE110527
resolved_accessions array · 4 items
[0]
GSE9106
[1]
GSE7084
[2]
GSE92427
[3]
GSE110527
statements array · 1 item
[0]
Data Sharing Statement: Available at https://atm.amegroups.com/article/view/10.21037/atm-22-514/dss
basis
The paper names GSE9106, GSE7084, GSE92427, GSE110527 in Gene Expression Omnibus (GEO) and the accession resolves in the repository. No dataset was downloaded and no licence was read.
can_run object · 3 fields
dsl_operations array · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
assets array · 2 items
[0]
source:pmid:35433971
[1]
data:geo:GSE110527
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:GSE110527
gaps array · 0 items
review object · 5 fields
state
partial
machine_critique object · 5 fields
kind
extraction_review
reader object · 5 fields
model
MiniMax-M3.1-Flash
provider
minimax
provider_family
minimax
read_at
2026-11-01T17:42:36Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
5
usage object · 3 fields
prompt_tokens
11411
completion_tokens
2017
cached_tokens
128
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:35433971
type
paper
label
pmid:35433971
[1] object · 3 fields
id
source:pmid:35433971
type
manuscript
label
PMID 35433971 full text
[2] object · 3 fields
id
data:geo:GSE110527
type
dataset
label
GEO GSE110527
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:35433971
type
paper
label
pmid:35433971
[1] object · 3 fields
id
source:pmid:35433971
type
manuscript
label
PMID 35433971 full text
[2] object · 3 fields
id
data:geo:GSE110527
type
dataset
label
GEO GSE110527
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-35433971
type
extraction
used array · 1 item
[0]
source:pmid:35433971
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE110527
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE110527
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:35433971
parent_hash
sha256:1ed96851ba56a1f5ed0cbd22312ce4328860a224f1eea05e469091b1c6cfd27c
fork_of
null
gaps array · 12 items
[0]
asset:data:geo:GSE110527 licence not read
[1]
asset:data:geo:GSE110527 not downloaded
[2]
asset:data:geo:GSE7084 licence not read
[3]
asset:data:geo:GSE7084 not downloaded
[4]
asset:data:geo:GSE9106 licence not read
[5]
asset:data:geo:GSE9106 not downloaded
[6]
asset:data:geo:GSE92427 licence not read
[7]
asset:data:geo:GSE92427 not downloaded
[8]
execution.not_run
[9]
review.human_critique
[10]
review.independent_reader
[11]
review.machine_critique
assays array · 2 items
[0] object · 11 fields
role
data_generation
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.99
evidence array · 4 items
[0]
tion-quantitative polymerase chain reaction (RT-qPCR) and tyramide signal amplification (TSA)-in
[1]
ructed of co-DEGs with 6 relationship pairs. RT-qPCR and TSA-ISH assays showed the upregulation o
[2]
n-quantitative polymerase chain reaction (RT-qPCR) and tyramide signal amplification (TSA)-in
[3]
ted of co-DEGs with 6 relationship pairs. RT-qPCR and TSA-ISH assays showed the upregulation o
order_basis
paper_text_order:961
id
assay:1
[1] object · 11 fields
role
analysis
definition_id
differential_expression
definition_version
f2132e96ae6c7a4e
required_operations array · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
support_state
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
The expression matrices of mRNA datasets GSE9106 and GSE7084 were analyzed by limma (9) to identify the differentially expressed genes (DEGs) between the AA samples and the control samples.
order_basis
consumes_earlier_output
id
assay:2
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:35433971", "kind": "science-record", "revision": 5, "content_hash": "sha256:0bff5648b9270d9a6eec6a52de06094a6f93338a300a673ba95a0d89fe3b6a85", "created_at": "2026-11-01T18:14:17Z", "updated_at": "2026-11-01T22:48:52Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Integrative analysis of key microRNA-mRNA complexes and pathways in aortic aneurysm.", "doi": "10.21037/atm-22-514", "pmid": "35433971", "authors": ["Yufei Fu", "Yingying Mao", "Ruoshi Chen", "Anfeng Yu", "Yifei Yin", "Xi Wang", "Liang Ma", "Xin Chen"], "journal": "Annals of translational medicine", "year": 2022, "abstract": "Background: This study investigated the therapeutic targets of aortic aneurysm (AA) and provided insights into the pathogenesis and molecular mechanisms of AA.\nMethods: The messenger RNA (mRNA) datasets, GSE9106 (blood samples) and GSE7084 (tissue samples), and the microRNA (miRNA) datasets, GSE92427 (blood samples) and GSE110527 (tissue samples), were obtained from the Gene Expression Omnibus (GEO) database. Differentially expressed genes (DEGs) and differentially expressed miRNAs (DE-miRNAs) were analyzed by limma. Based on the co-DEGs and co-DE-miRNAs between the AA blood and tissue datasets, the miRNA-mRNA regulatory pairs were predicted. Functional enrichment analyses and gene set enrichment analysis (GSEA) were performed and the protein-protein interaction (PPI) network was generated to further analyze the related genes and their functions. Reverse transcription-quantitative polymerase chain reaction (RT-qPCR) and tyramide signal amplification (TSA)-in situ hybridization (ISH) assays were performed to detect the expression of co-DE-miRNAs in AA clinical tissue samples and normal aorta samples.\nResults: There were 19 upregulated and 5 downregulated co-differential mRNAs. MiR-4306 was the upregulated co-differential miRNA, and miR-3198 was the downregulated co-differential miRNA by blood-tissue co-analysis. Based on the co-DEGs and co-DE-miRNAs, 4 miRNA-mRNA regulatory pairs were predicted. PPI networks were constructed of co-DEGs with 6 relationship pairs. RT-qPCR and TSA-ISH assays showed the upregulation of miR-4306 and the downregulation of miR-3198 in AA tissue samples.\nConclusions: This study provided evidence regarding the differential regulatory miRNA-mRNA networks in AA blood and tissue samples and identified key genes and signaling pathways related to AA, which provided insights into potential targets and mechanisms of AA pathogenesis and progression.", "claims": [{"id": "claim-method", "statement": "The expression matrices of mRNA datasets GSE9106 and GSE7084 were analyzed by limma (9) to identify the differentially expressed genes (DEGs) between the AA samples and the control samples.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:35433971", "locator": "sections[4] \"Analyses of differentially expressed mRNAs and miRNAs\" paragraph 2", "quote": "The expression matrices of mRNA datasets GSE9106 and GSE7084 were analyzed by limma (9) to identify the differentially expressed genes (DEGs) between the AA samples and the control samples."}], "state": "complete"}, {"id": "claim-data-access", "statement": "Data Sharing Statement: Available at https://atm.amegroups.com/article/view/10.21037/atm-22-514/dss", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:35433971", "locator": "sections[25] \"(untitled)\" paragraph 1", "quote": "Data Sharing Statement: Available at https://atm.amegroups.com/article/view/10.21037/atm-22-514/dss"}], "state": "complete"}, {"id": "claim-target-result", "statement": "There were 19 upregulated and 5 downregulated co-differential mRNAs.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:35433971", "locator": "sections[0] \"Abstract\" paragraph 3", "quote": "There were 19 upregulated and 5 downregulated co-differential mRNAs."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "There were 19 upregulated and 5 downregulated co-differential mRNAs.", "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:35433971"], "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:GSE110527"], "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:GSE110527"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:35433971", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.21037/atm-22-514", "sha256": "sha256:13838e50050be9c045aacca93a595d6d13fe2d79fa0ee4772421f8c85d60dc33", "bytes": 36680, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.21037/atm-22-514", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC9011231", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE110527", "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=GSE110527", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE110527", "version": null, "note": "Data Sharing Statement: Available at https://atm.amegroups.com/article/view/10.21037/atm-22-514/dss", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Data Sharing Statement: Available at https://atm.amegroups.com/article/view/10.21037/atm-22-514/dss", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM2995227", "GSM2995228", "GSM2995229", "GSM2995230", "GSM2995231", "GSM2995232", "GSM2995233", "GSM2995234", "GSM2995235", "GSM2995236", "GSM2995237", "GSM2995238", "GSM2995239", "GSM2995240", "GSM2995241", "GSM2995242", "GSM2995243", "GSM2995244", "GSM2995245", "GSM2995246", "GSM2995247", "GSM2995248", "GSM2995249", "GSM2995250", "GSM2995251", "GSM2995252", "GSM2995253", "GSM2995254", "GSM2995255", "GSM2995256", "GSM2995257", "GSM2995258", "GSM2995259", "GSM2995260", "GSM2995261", "GSM2995262", "GSM2995263", "GSM2995264"], "sample_count": 38, "group_sizes": null, "group_sizes_basis": null, "platform": "20712", "taxon": "Homo sapiens", "title": "miRNA expression profiles of aneurysmal tissues", "resolution_checked_at": "2026-11-01T18:06:43Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE7084", "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=GSE7084", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE7084", "version": null, "note": "Data Sharing Statement: Available at https://atm.amegroups.com/article/view/10.21037/atm-22-514/dss", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Data Sharing Statement: Available at https://atm.amegroups.com/article/view/10.21037/atm-22-514/dss", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM170550", "GSM170551", "GSM170552", "GSM170553", "GSM170554", "GSM170555", "GSM170556", "GSM170557", "GSM170558", "GSM170559", "GSM170560", "GSM170561", "GSM170562", "GSM170563", "GSM170564", "GSM170565", "GSM170566", "GSM170567", "GSM170568"], "sample_count": 19, "group_sizes": null, "group_sizes_basis": null, "platform": "2507;570", "taxon": "Homo sapiens", "title": "Expression data from the abdominal aorta and abdominal aortic aneurysm", "resolution_checked_at": "2026-11-01T15:39:55Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE9106", "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=GSE9106", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE9106", "version": null, "note": "Data Sharing Statement: Available at https://atm.amegroups.com/article/view/10.21037/atm-22-514/dss", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Data Sharing Statement: Available at https://atm.amegroups.com/article/view/10.21037/atm-22-514/dss", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM230465", "GSM230466", "GSM230467", "GSM230468", "GSM230469", "GSM230470", "GSM230471", "GSM230472", "GSM230473", "GSM230474", "GSM230475", "GSM230476", "GSM230477", "GSM230478", "GSM230479", "GSM230480", "GSM230481", "GSM230482", "GSM230483", "GSM230484", "GSM230485", "GSM230486", "GSM230487", "GSM230488", "GSM230489", "GSM230490", "GSM230491", "GSM230492", "GSM230493", "GSM230494", "GSM230495", "GSM230496", "GSM230497", "GSM230498", "GSM230499", "GSM230500", "GSM230501", "GSM230502", "GSM230503", "GSM230504", "GSM230505", "GSM230506", "GSM230507", "GSM230508", "GSM230509", "GSM230510", "GSM230511", "GSM230512", "GSM230513", "GSM230514", "GSM230515", "GSM230516", "GSM230517", "GSM230518", "GSM230519", "GSM230520", "GSM230521", "GSM230522", "GSM230523", "GSM230524", "GSM230525", "GSM230526", "GSM230527", "GSM230528", "GSM230529", "GSM230530", "GSM230531", "GSM230532", "GSM230533", "GSM230534", "GSM230535", "GSM230536", "GSM230537", "GSM230538", "GSM230539", "GSM230540", "GSM230541", "GSM230542", "GSM230543", "GSM230544", "GSM230545", "GSM230546", "GSM230547", "GSM230548", "GSM230549", "GSM230550", "GSM230551", "GSM230552", "GSM230553", "GSM230554", "GSM230555", "GSM230556", "GSM230557", "GSM230558", "GSM230559", "GSM230560", "GSM230561", "GSM230562", "GSM230563", "GSM230564", "GSM230565", "GSM230566", "GSM230567", "GSM230568", "GSM230569", "GSM230570", "GSM230571", "GSM230572", "GSM230573", "GSM230574", "GSM230575", "GSM230576", "GSM230577", "GSM230578", "GSM230579", "GSM230580", "GSM230581", "GSM230582", "GSM230583", "GSM230584", "GSM230585", "GSM230586", "GSM230587", "GSM230588", "GSM230589", "GSM230590", "GSM230591", "GSM230592", "GSM230593", "GSM230594", "GSM230595", "GSM230596", "GSM230597", "GSM230598", "GSM230599", "GSM230600", "GSM230601", "GSM230602", "GSM230603", "GSM230604", "GSM230605", "GSM230606", "GSM230607", "GSM230608", "GSM230609", "GSM230610", "GSM230611", "GSM230612", "GSM230613", "GSM230614", "GSM230615", "GSM230616", "GSM230617", "GSM230618", "GSM230619", "GSM230620", "GSM230621", "GSM230622", "GSM230623", "GSM230624", "GSM230625", "GSM230626", "GSM230627", "GSM230628", "GSM230629", "GSM230630", "GSM230631", "GSM230632", "GSM230633", "GSM230634", "GSM230635", "GSM230636", "GSM230637", "GSM230638", "GSM230639", "GSM230640", "GSM230641", "GSM230642", "GSM230643"], "sample_count": 179, "group_sizes": null, "group_sizes_basis": null, "platform": "2845;2986", "taxon": "Homo sapiens", "title": "Gene Expression Signature in Peripheral Blood Detects Thoracic Aortic Aneurysm", "resolution_checked_at": "2026-11-01T15:39:55Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE92427", "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=GSE92427", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE92427", "version": null, "note": "Data Sharing Statement: Available at https://atm.amegroups.com/article/view/10.21037/atm-22-514/dss", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Data Sharing Statement: Available at https://atm.amegroups.com/article/view/10.21037/atm-22-514/dss", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM2429572", "GSM2429573", "GSM2429574", "GSM2429575", "GSM2429576", "GSM2429577", "GSM2429578", "GSM2429579", "GSM2429580", "GSM2429581", "GSM2429582", "GSM2429583", "GSM2429584", "GSM2429585", "GSM2429586", "GSM2429587", "GSM2429588", "GSM2429589", "GSM2429590", "GSM2429591", "GSM2429592", "GSM2429593", "GSM2429594", "GSM2429595"], "sample_count": 24, "group_sizes": null, "group_sizes_basis": null, "platform": "16770", "taxon": "Homo sapiens", "title": "Circulating microRNAs: a novel potential biomarker for diagnosing acute aortic dissection", "resolution_checked_at": "2026-11-01T17:30:42Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE110527 not downloaded", "asset:data:geo:GSE110527 licence not read", "asset:data:geo:GSE7084 not downloaded", "asset:data:geo:GSE7084 licence not read", "asset:data:geo:GSE9106 not downloaded", "asset:data:geo:GSE9106 licence not read", "asset:data:geo:GSE92427 not downloaded", "asset:data:geo:GSE92427 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": "The expression matrices of mRNA datasets GSE9106 and GSE7084 were analyzed by limma (9) to identify the differentially expressed genes (DEGs) between the AA samples and the control samples."}}, {"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"}}], "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": ["GSE9106", "GSE7084", "GSE92427", "GSE110527"], "resolved_accessions": ["GSE9106", "GSE7084", "GSE92427", "GSE110527"], "statements": ["Data Sharing Statement: Available at https://atm.amegroups.com/article/view/10.21037/atm-22-514/dss"], "basis": "The paper names GSE9106, GSE7084, GSE92427, GSE110527 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:35433971", "data:geo:GSE110527"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE110527"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T17:42:36Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 11411, "completion_tokens": 2017, "cached_tokens": 128}}, "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:35433971", "type": "paper", "label": "pmid:35433971"}, {"id": "source:pmid:35433971", "type": "manuscript", "label": "PMID 35433971 full text"}, {"id": "data:geo:GSE110527", "type": "dataset", "label": "GEO GSE110527"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:35433971", "type": "paper", "label": "pmid:35433971"}, {"id": "source:pmid:35433971", "type": "manuscript", "label": "PMID 35433971 full text"}, {"id": "data:geo:GSE110527", "type": "dataset", "label": "GEO GSE110527"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-35433971", "type": "extraction", "used": ["source:pmid:35433971"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE110527", "type": "accession_resolution", "used": ["data:geo:GSE110527"], "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:35433971", "parent_hash": "sha256:1ed96851ba56a1f5ed0cbd22312ce4328860a224f1eea05e469091b1c6cfd27c", "fork_of": null, "generation": 4}, "gaps": ["asset:data:geo:GSE110527 licence not read", "asset:data:geo:GSE110527 not downloaded", "asset:data:geo:GSE7084 licence not read", "asset:data:geo:GSE7084 not downloaded", "asset:data:geo:GSE9106 licence not read", "asset:data:geo:GSE9106 not downloaded", "asset:data:geo:GSE92427 licence not read", "asset:data:geo:GSE92427 not downloaded", "execution.not_run", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "data_generation", "definition_id": "qpcr", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["tion-quantitative polymerase chain reaction (RT-qPCR) and tyramide signal amplification (TSA)-in", "ructed of co-DEGs with 6 relationship pairs. RT-qPCR and TSA-ISH assays showed the upregulation o", "n-quantitative polymerase chain reaction (RT-qPCR) and tyramide signal amplification (TSA)-in", "ted of co-DEGs with 6 relationship pairs. RT-qPCR and TSA-ISH assays showed the upregulation o"], "order_basis": "paper_text_order:961", "id": "assay:1"}, {"role": "analysis", "definition_id": "differential_expression", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 1.0, "evidence": ["The expression matrices of mRNA datasets GSE9106 and GSE7084 were analyzed by limma (9) to identify the differentially expressed genes (DEGs) between the AA samples and the control samples."], "order_basis": "consumes_earlier_output", "id": "assay:2"}]}