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

pmid:30115125

Identification of target genes in cardiomyopathy with fibrosis and cardiac remodeling.

Jianquan Zhao · Tiewei Lv · Junjun Quan · Weian Zhao · Jing Song · Zhuolin Li · Han Lei · Wei Huang · Longke Ran

Journal of biomedical science · 2018 doi:10.1186/s12929-018-0459-8

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:30115125
kind
science-record
content_hash
sha256:336cca2aa70b0b835a7e82936366219ee8ba3c9b2366666dd79c48f8f32a9322
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T15:40:36Z
updated_at
2026-11-01T21:59:59Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
Identification of target genes in cardiomyopathy with fibrosis and cardiac remodeling.
doi
10.1186/s12929-018-0459-8
pmid
30115125
authors array · 9 items
[0]
Jianquan Zhao
[1]
Tiewei Lv
[2]
Junjun Quan
[3]
Weian Zhao
[4]
Jing Song
[5]
Zhuolin Li
[6]
Han Lei
[7]
Wei Huang
[8]
Longke Ran
journal
Journal of biomedical science
year
2018
abstract
BACKGROUND: Identify genes probably associated with chronic heart failure and predict potential target genes for dilated cardiomyopathy using bioinformatics analyses. METHODS: Gene expression profiles (series number GSE3585 and GSE42955) of cardiomyopathy patients and healthy controls were downloaded from the Expression Omnibus Gene (GEO) database. Differential expression of genes (DEGS) between the two groups of total 14 cardiomyopathy patients and 10 healthy controls were subsequently identified by limma package of R. Database for Annotation, Visualization, and Integrated Discovery (DAVID Tool), which is an analysis of enriched biological processes. Search Tool for the Retrieval Interacting Genes (STRING) was used as well for the analysis of protein-protein interaction network (PPI). Prediction of the potential drugs was suggested based on the preliminarily identified genes using Connectivity Map (CMap). RESULTS: Eighty-nine DEGs were identified (57 up-regulated and 32 down-regulated). The most enrichment Gene Ontology (GO) terms (P < 0.05) contain genes involved in extracellular matrix (ECM) and biological adhesion signal pathways (P < 0.05, ES > 1.5) such as ECM-receptors, focal adhesion and transforming growth factor beta (TGF-β), etc. Fifty-one differentially expressed genes were found to encode interacting proteins. Eleven key genes along with related transcription factors were identified including CTGF, POSTN, CORIN, FIGF, etc. CONCLUSION: Bioinformatics-based analyses reveal the targeted genes probably associated with cardiomyopathy, which provide clues for pharmacological therapies aiming at the targets.
claims array · 1 item
[0] object · 6 fields
id
claim-data-access
statement
The datasets used and/or analyzed during the current study are available from the corresponding authors on reasonable request.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:30115125
locator
sections[18] "Availability of data and materials" paragraph 2
quote
The datasets used and/or analyzed during the current study are available from the corresponding authors on reasonable request.
state
complete
gaps array · 0 items
experiment object · 8 fields
state
complete
objective
Using limma in R with P < 0.05 and |log2(fold change)| ≥ 1 on the GEO GSE3585 and GSE42955 datasets, the study identified 89 differentially expressed genes, comprising 57 up-regulated and 32 down-regulated genes.
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:30115125
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:GSE3585
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:GSE3585
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:30115125
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.1186/s12929-018-0459-8
sha256
sha256:62d08dbac23309202ca72ae35b3cc987da8c70d931f0922c840050ba7bbc0ec1
bytes
32400
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.1186/s12929-018-0459-8
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
PMC6094872
source
europe_pmc_fulltext
coverage
whole_body
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:GSE3585
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=GSE3585
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE3585
version
null
note
The datasets used and/or analyzed during the current study are available from the corresponding authors on reasonable request.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The datasets used and/or analyzed during the current study are available from the corresponding authors on reasonable request.
access_statement_kind
data_availability_statement
sample_accessions array · 12 items
[0]
GSM82381
[1]
GSM82382
[2]
GSM82383
[3]
GSM82384
[4]
GSM82385
[5]
GSM82386
[6]
GSM82387
[7]
GSM82388
[8]
GSM82389
[9]
GSM82390
[10]
GSM82391
[11]
GSM82392
sample_count
12
group_sizes
null
group_sizes_basis
null
platform
96
taxon
Homo sapiens
title
Dilated Cardiomyopathy and Non Failing Biopsies
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:GSE42955
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=GSE42955
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE42955
version
null
note
The datasets used and/or analyzed during the current study are available from the corresponding authors on reasonable request.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The datasets used and/or analyzed during the current study are available from the corresponding authors on reasonable request.
access_statement_kind
data_availability_statement
sample_accessions array · 29 items
[0]
GSM1053914
[1]
GSM1053915
[2]
GSM1053916
[3]
GSM1053917
[4]
GSM1053918
[5]
GSM1053919
[6]
GSM1053920
[7]
GSM1053921
[8]
GSM1053922
[9]
GSM1053923
[10]
GSM1053924
[11]
GSM1053925
[12]
GSM1053926
[13]
GSM1053927
[14]
GSM1053928
[15]
GSM1053929
[16]
GSM1053930
[17]
GSM1053931
[18]
GSM1053932
[19]
GSM1053933
[20]
GSM1053934
[21]
GSM1053935
[22]
GSM1053936
[23]
GSM1053937
[24]
GSM1053938
[25]
GSM1053939
[26]
GSM1053940
[27]
GSM1053941
[28]
GSM1053942
sample_count
29
group_sizes
null
group_sizes_basis
null
platform
6244
taxon
Homo sapiens
title
Expression data from human heart
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 · 16 fields
id
asset:table:pmid:30115125:1
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:7b937abea408d57ab48bd786abf2c0f1699fa8c2e7d03399ec10619424757ae6
bytes
1378
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[14]/table-wrap[1]#Tab3
version
null
note
Chemical compounds identified by Connectivity map and list the top 20 ranked by P-value
structure object · 5 fields
pmcid
PMC6094872
section_index
8
section_title
Acquisition of target genes of drugs
row_count
21
column_count
6
table object · 8 fields
label
Table 3
caption
Chemical compounds identified by Connectivity map and list the top 20 ranked by P-value
rows array · 21 items
[0] array · 6 items
[0]
rank
[1]
cmap name
[2]
Mean
[3]
n
[4]
enrichment
[5]
P-value
[1] array · 6 items
[0]
1
[1]
tridihexethyl
[2]
−0.64
[3]
4
[4]
− 0.883
[5]
0.00044
[2] array · 6 items
[0]
2
[1]
Prestwick-682
[2]
−0.509
[3]
4
[4]
−0.848
[5]
0.00097
[3] array · 6 items
[0]
3
[1]
fluoxetine
[2]
−0.494
[3]
4
[4]
−0.806
[5]
0.00271
[4] array · 6 items
[0]
4
[1]
pirlindole
[2]
−0.668
[3]
3
[4]
−0.884
[5]
0.00312
[5] array · 6 items
[0]
5
[1]
methyldopa
[2]
0.382
[3]
5
[4]
0.732
[5]
0.00318
[6] array · 6 items
[0]
6
[1]
ciclacillin
[2]
0.494
[3]
4
[4]
0.789
[5]
0.00391
[7] array · 6 items
[0]
7
[1]
sulfadiazine
[2]
0.565
[3]
5
[4]
0.717
[5]
0.00409
[8] array · 6 items
[0]
8
[1]
khellin
[2]
−0.418
[3]
5
[4]
−0.708
[5]
0.00467
[9] array · 6 items
[0]
9
[1]
PNU-0251126
[2]
−0.358
[3]
6
[4]
−0.656
[5]
0.00467
[10] array · 6 items
[0]
10
[1]
metampicillin
[2]
0.389
[3]
5
[4]
0.704
[5]
0.00537
[11] array · 6 items
[0]
11
[1]
CP-645525-01
[2]
−0.558
[3]
3
[4]
−0.861
[5]
0.00553
[12] array · 6 items
[0]
12
[1]
minoxidil
[2]
−0.446
[3]
5
[4]
−0.694
[5]
0.00597
[13] array · 6 items
[0]
13
[1]
spiradoline
[2]
−0.478
[3]
4
[4]
−0.756
[5]
0.00718
[14] array · 6 items
[0]
14
[1]
PHA-00816795
[2]
−0.719
[3]
2
[4]
−0.942
[5]
0.00722
[15] array · 6 items
[0]
15
[1]
acenocoumarol
[2]
0.509
[3]
5
[4]
0.687
[5]
0.00741
[16] array · 6 items
[0]
16
[1]
cefotaxime
[2]
0.561
[3]
5
[4]
0.682
[5]
0.00845
[17] array · 6 items
[0]
17
[1]
metrizamide
[2]
0.487
[3]
4
[4]
0.731
[5]
0.01044
[18] array · 6 items
[0]
18
[1]
Y-27632
[2]
−0.674
[3]
2
[4]
−0.922
[5]
0.01223
[19] array · 6 items
[0]
19
[1]
bacampicillin
[2]
−0.354
[3]
4
[4]
−0.718
[5]
0.01271
[20] array · 6 items
[0]
20
[1]
levocabastine
[2]
0.274
[3]
4
[4]
0.718
[5]
0.01297
locator
section[14]/table-wrap[1]#Tab3
[4] object · 16 fields
id
asset:table:pmid:30115125:2
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:b3a83137ed7d975f599e3de596621acb7c72992bba04b81d7110f463998202d6
bytes
504
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[14]/table-wrap[2]#Tab4
version
null
note
The genes targeted by the 20 potential drugs from CMap
structure object · 5 fields
pmcid
PMC6094872
section_index
8
section_title
Acquisition of target genes of drugs
row_count
4
column_count
5
table object · 8 fields
label
Table 4
caption
The genes targeted by the 20 potential drugs from CMap
rows array · 4 items
[0] array · 5 items
[0]
CTGF (14) UP
[1]
POSTN (11) UP
[2]
COMP (8) UP
[3]
COL1A1 (8) UP
[4]
COL1A2 (8) UP
[1] array · 5 items
[0]
THBS2 (8) UP
[1]
THBS4 (8) UP
[2]
PRELP (7) UP
[3]
STAT4 (3) UP
[4]
FRZB (3) UP
[2] array · 5 items
[0]
RPS4Y1 (3) UP
[1]
ID4 (2) UP
[2]
ASPN (2) UP
[3]
SSPN (2) UP
[4]
[3] array · 5 items
[0]
CORIN (7) DOWN
[1]
FIGF (5) DOWN
[2]
FCN3 (3) DOWN
[3]
CCL2 (2) DOWN
[4]
CD14 (1) DOWN
locator
section[14]/table-wrap[2]#Tab4
[5] object · 16 fields
id
asset:table:pmid:30115125:3
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:1e16ff5c82b36deb684ee68c1297dfb20d83922b70935d70f8ee5381f6094b85
bytes
1292
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[12]/table-wrap[1]#Tab1
version
null
note
The expression level of 11 DEGs
structure object · 5 fields
pmcid
PMC6094872
section_index
12
section_title
Topological analysis of PPI networks
row_count
12
column_count
5
table object · 8 fields
label
Table 1
caption
The expression level of 11 DEGs
rows array · 12 items
[0] array · 5 items
[0]
Gene
[1]
Control Mean ± SD(log)
[2]
DCM Mean ± SD(log)
[3]
Log2 (Fold change)
[4]
P-value
[1] array · 5 items
[0]
collagen, type I, alpha 1(COL1A1)
[1]
9.46 ± 0.56
[2]
11.04 ± 0.72
[3]
1.50
[4]
0.001
[2] array · 5 items
[0]
collagen, type I, alpha 2(COL1A2)
[1]
8.73 ± 0.38
[2]
10.29 ± 1.00
[3]
1.50
[4]
0.004
[3] array · 5 items
[0]
cartilage oligomeric matrix protein(COMP)
[1]
6.50 ± 0.24
[2]
7.86 ± 0.68
[3]
1.32
[4]
5.18 × 10-4
[4] array · 5 items
[0]
connective tissue growth factor(CTGF)
[1]
8.51 ± 0.76
[2]
10.49 ± 0.52
[3]
1.93
[4]
1.50 × 10-4
[5] array · 5 items
[0]
periostin, osteoblast specific factor(POSTN)
[1]
10.09 ± 0.68
[2]
11.38 ± 0.89
[3]
1.48
[4]
0.007
[6] array · 5 items
[0]
thrombospondin 2(THBS2)
[1]
9.27 ± 0.25
[2]
10.39 ± 0.60
[3]
1.08
[4]
0.001
[7] array · 5 items
[0]
thrombospondin 4(THBS4)
[1]
10.53 ± 0.78
[2]
10.76 ± 0.73
[3]
1.47
[4]
3.13 × 10-4
[8] array · 5 items
[0]
corin, serine peptidase(CORIN)
[1]
8.57 ± 0.94
[2]
6.72 ± 1.15
[3]
−1.86
[4]
0.008
[9] array · 5 items
[0]
c-fos induced growth factor (vascular endothelial growth factor D)(FIGF)
[1]
8.78 ± 0.47
[2]
8.15 ± 0.53
[3]
−1.23
[4]
0.035
[10] array · 5 items
[0]
ribosomal protein S4, Y-linked 1(RPS4Y1)
[1]
8.10 ± 1.16
[2]
9.46 ± 1.90
[3]
1.38
[4]
0.039
[11] array · 5 items
[0]
proline/arginine-rich end leucine-rich repeat protein(PRELP)
[1]
9.71 ± 0.44
[2]
10.81 ± 0.55
[3]
1.10
[4]
0.002
locator
section[12]/table-wrap[1]#Tab1
[6] object · 16 fields
id
asset:table:pmid:30115125:4
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:d74aae84090061acd49970a71bd8fa0c4b7bfa78185a638875442930501820de
bytes
1319
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[13]/table-wrap[1]#Tab2
version
null
note
Results of PASTAA analysis
structure object · 5 fields
pmcid
PMC6094872
section_index
13
section_title
Analysis of transcription factor
row_count
23
column_count
5
table object · 8 fields
label
Table 2
caption
Results of PASTAA analysis
rows array · 23 items
[0] array · 5 items
[0]
Rank
[1]
Matrix
[2]
Transcription Factor
[3]
Association Score
[4]
P-Value
[1] array · 1 item
[0]
a. TFs predicted to regulate up-regulated genes
[2] array · 5 items
[0]
1
[1]
TATA_01
[2]
Tbp
[3]
4.51
[4]
2.22E-04
[3] array · 5 items
[0]
2
[1]
TEF1_Q6
[2]
Tef-1
[3]
4.1
[4]
5.01E-04
[4] array · 5 items
[0]
3
[1]
TFIIA_Q6
[2]
TfIIa-alpha/beta, TfIIa-gamma
[3]
3.252
[4]
2.81E-03
[5] array · 5 items
[0]
4
[1]
NFKAPPAB_01
[2]
Rela
[3]
2.876
[4]
6.51E-03
[6] array · 5 items
[0]
5
[1]
NRL_HAND
[2]
N/A
[3]
2.865
[4]
6.75E-03
[7] array · 5 items
[0]
6
[1]
GFI1_01
[2]
Gfi1
[3]
2.85
[4]
7.00E-03
[8] array · 5 items
[0]
7
[1]
ALPHACP1_01
[2]
N/A
[3]
2.718
[4]
9.92E-03
[9] array · 5 items
[0]
8
[1]
CREL_01
[2]
C-rel
[3]
2.587
[4]
1.15E-02
[10] array · 5 items
[0]
9
[1]
TAL1BETAITF2_01
[2]
Itf-2, Tal-1beta
[3]
2.553
[4]
1.22E-02
[11] array · 5 items
[0]
10
[1]
NFY_01
[2]
N/A
[3]
2.509
[4]
1.44E-02
[12] array · 1 item
[0]
b. TFs predicted to regulate down-regulated genes
[13] array · 5 items
[0]
1
[1]
VMYB_01
[2]
V-myb
[3]
3.123
[4]
6.94E-04
[14] array · 5 items
[0]
2
[1]
HNF4ALPHA_Q6
[2]
Hnf-4, Hnf-4alpha
[3]
3.043
[4]
9.08E-04
[15] array · 5 items
[0]
3
[1]
MYB_Q3
[2]
C-myb
[3]
2.646
[4]
4.16E-03
[16] array · 5 items
[0]
4
[1]
MYB_Q5_01
[2]
B-myb, C-myb
[3]
2.646
[4]
4.16E-03
[17] array · 5 items
[0]
5
[1]
CDC5_01
[2]
Cdc5
[3]
2.425
[4]
6.93E-03
[18] array · 5 items
[0]
6
[1]
CEBP_Q2
[2]
C/ebp, C/ebpalpha
[3]
2.425
[4]
6.93E-03
[19] array · 5 items
[0]
7
[1]
AP1_Q4_01
[2]
Fosb, Fra-1
[3]
2.123
[4]
1.23E-02
[20] array · 5 items
[0]
8
[1]
ZTA_Q2
[2]
N/A
[3]
2.123
[4]
1.23E-02
[21] array · 5 items
[0]
9
[1]
AP1_Q2_01
[2]
Fosb, Fra-1
[3]
2.044
[4]
1.23E-02
[22] array · 5 items
[0]
10
[1]
COUP_01
[2]
Coup-tf1, Hnf-4alpha1
[3]
2.044
[4]
1.23E-02
locator
section[13]/table-wrap[1]#Tab2
[7] object · 16 fields
id
asset:table:pmid:30115125:5
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:7b937abea408d57ab48bd786abf2c0f1699fa8c2e7d03399ec10619424757ae6
bytes
1378
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[14]/table-wrap[1]#Tab3
version
null
note
Chemical compounds identified by Connectivity map and list the top 20 ranked by P-value
structure object · 5 fields
pmcid
PMC6094872
section_index
14
section_title
Acquisition of target genes of drugs
row_count
21
column_count
6
table object · 8 fields
label
Table 3
caption
Chemical compounds identified by Connectivity map and list the top 20 ranked by P-value
rows array · 21 items
[0] array · 6 items
[0]
rank
[1]
cmap name
[2]
Mean
[3]
n
[4]
enrichment
[5]
P-value
[1] array · 6 items
[0]
1
[1]
tridihexethyl
[2]
−0.64
[3]
4
[4]
− 0.883
[5]
0.00044
[2] array · 6 items
[0]
2
[1]
Prestwick-682
[2]
−0.509
[3]
4
[4]
−0.848
[5]
0.00097
[3] array · 6 items
[0]
3
[1]
fluoxetine
[2]
−0.494
[3]
4
[4]
−0.806
[5]
0.00271
[4] array · 6 items
[0]
4
[1]
pirlindole
[2]
−0.668
[3]
3
[4]
−0.884
[5]
0.00312
[5] array · 6 items
[0]
5
[1]
methyldopa
[2]
0.382
[3]
5
[4]
0.732
[5]
0.00318
[6] array · 6 items
[0]
6
[1]
ciclacillin
[2]
0.494
[3]
4
[4]
0.789
[5]
0.00391
[7] array · 6 items
[0]
7
[1]
sulfadiazine
[2]
0.565
[3]
5
[4]
0.717
[5]
0.00409
[8] array · 6 items
[0]
8
[1]
khellin
[2]
−0.418
[3]
5
[4]
−0.708
[5]
0.00467
[9] array · 6 items
[0]
9
[1]
PNU-0251126
[2]
−0.358
[3]
6
[4]
−0.656
[5]
0.00467
[10] array · 6 items
[0]
10
[1]
metampicillin
[2]
0.389
[3]
5
[4]
0.704
[5]
0.00537
[11] array · 6 items
[0]
11
[1]
CP-645525-01
[2]
−0.558
[3]
3
[4]
−0.861
[5]
0.00553
[12] array · 6 items
[0]
12
[1]
minoxidil
[2]
−0.446
[3]
5
[4]
−0.694
[5]
0.00597
[13] array · 6 items
[0]
13
[1]
spiradoline
[2]
−0.478
[3]
4
[4]
−0.756
[5]
0.00718
[14] array · 6 items
[0]
14
[1]
PHA-00816795
[2]
−0.719
[3]
2
[4]
−0.942
[5]
0.00722
[15] array · 6 items
[0]
15
[1]
acenocoumarol
[2]
0.509
[3]
5
[4]
0.687
[5]
0.00741
[16] array · 6 items
[0]
16
[1]
cefotaxime
[2]
0.561
[3]
5
[4]
0.682
[5]
0.00845
[17] array · 6 items
[0]
17
[1]
metrizamide
[2]
0.487
[3]
4
[4]
0.731
[5]
0.01044
[18] array · 6 items
[0]
18
[1]
Y-27632
[2]
−0.674
[3]
2
[4]
−0.922
[5]
0.01223
[19] array · 6 items
[0]
19
[1]
bacampicillin
[2]
−0.354
[3]
4
[4]
−0.718
[5]
0.01271
[20] array · 6 items
[0]
20
[1]
levocabastine
[2]
0.274
[3]
4
[4]
0.718
[5]
0.01297
locator
section[14]/table-wrap[1]#Tab3
[8] object · 16 fields
id
asset:table:pmid:30115125:6
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:b3a83137ed7d975f599e3de596621acb7c72992bba04b81d7110f463998202d6
bytes
504
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[14]/table-wrap[2]#Tab4
version
null
note
The genes targeted by the 20 potential drugs from CMap
structure object · 5 fields
pmcid
PMC6094872
section_index
14
section_title
Acquisition of target genes of drugs
row_count
4
column_count
5
table object · 8 fields
label
Table 4
caption
The genes targeted by the 20 potential drugs from CMap
rows array · 4 items
[0] array · 5 items
[0]
CTGF (14) UP
[1]
POSTN (11) UP
[2]
COMP (8) UP
[3]
COL1A1 (8) UP
[4]
COL1A2 (8) UP
[1] array · 5 items
[0]
THBS2 (8) UP
[1]
THBS4 (8) UP
[2]
PRELP (7) UP
[3]
STAT4 (3) UP
[4]
FRZB (3) UP
[2] array · 5 items
[0]
RPS4Y1 (3) UP
[1]
ID4 (2) UP
[2]
ASPN (2) UP
[3]
SSPN (2) UP
[4]
[3] array · 5 items
[0]
CORIN (7) DOWN
[1]
FIGF (5) DOWN
[2]
FCN3 (3) DOWN
[3]
CCL2 (2) DOWN
[4]
CD14 (1) DOWN
locator
section[14]/table-wrap[2]#Tab4
gaps array · 4 items
[0]
asset:data:geo:GSE3585 not downloaded
[1]
asset:data:geo:GSE3585 licence not read
[2]
asset:data:geo:GSE42955 not downloaded
[3]
asset:data:geo:GSE42955 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
0.7
band
medium
quote
limma
[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 · 1 item
[0] object · 8 fields
id
target-published-estimate
claim_id
claim-target-result
operation
build_graph
unit
p-value
tolerance
null
state
complete
note
The threshold the paper applied to its own result, as the paper states it. A run that reproduces the effect is judged against this threshold.
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 · 2 items
[0]
GSE3585
[1]
GSE42955
resolved_accessions array · 2 items
[0]
GSE3585
[1]
GSE42955
statements array · 1 item
[0]
The datasets used and/or analyzed during the current study are available from the corresponding authors on reasonable request.
basis
The paper names GSE3585, GSE42955 in Expression Omnibus Gene (GEO) database 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 · 8 items
[0]
source:pmid:30115125
[1]
data:geo:GSE3585
[2]
asset:table:pmid:30115125:1
[3]
asset:table:pmid:30115125:2
[4]
asset:table:pmid:30115125:3
[5]
asset:table:pmid:30115125:4
[6]
asset:table:pmid:30115125:5
[7]
asset:table:pmid:30115125:6
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:GSE3585
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
2026-10-31T18:35:32Z
independence
single_reader
evidence_check object · 2 fields
method
absent
availability
verbatim
calls
4
usage object · 3 fields
prompt_tokens
35691
completion_tokens
1699
cached_tokens
1048
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:30115125
type
paper
label
pmid:30115125
[1] object · 3 fields
id
source:pmid:30115125
type
manuscript
label
PMID 30115125 full text
[2] object · 3 fields
id
data:geo:GSE3585
type
dataset
label
GEO GSE3585
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:30115125
type
paper
label
pmid:30115125
[1] object · 3 fields
id
source:pmid:30115125
type
manuscript
label
PMID 30115125 full text
[2] object · 3 fields
id
data:geo:GSE3585
type
dataset
label
GEO GSE3585
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-30115125
type
extraction
used array · 1 item
[0]
source:pmid:30115125
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE3585
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE3585
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:30115125
parent_hash
sha256:8e8696e1f5f02678ead51a0afa97cb820b8db7d2c82bcb63e20aa32e88af5305
fork_of
null
gaps array · 8 items
[0]
asset:data:geo:GSE3585 licence not read
[1]
asset:data:geo:GSE3585 not downloaded
[2]
asset:data:geo:GSE42955 licence not read
[3]
asset:data:geo:GSE42955 not downloaded
[4]
execution.not_run
[5]
review.human_critique
[6]
review.independent_reader
[7]
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]
limma
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:30115125", "kind": "science-record", "revision": 7, "content_hash": "sha256:336cca2aa70b0b835a7e82936366219ee8ba3c9b2366666dd79c48f8f32a9322", "created_at": "2026-11-01T15:40:36Z", "updated_at": "2026-11-01T21:59:59Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Identification of target genes in cardiomyopathy with fibrosis and cardiac remodeling.", "doi": "10.1186/s12929-018-0459-8", "pmid": "30115125", "authors": ["Jianquan Zhao", "Tiewei Lv", "Junjun Quan", "Weian Zhao", "Jing Song", "Zhuolin Li", "Han Lei", "Wei Huang", "Longke Ran"], "journal": "Journal of biomedical science", "year": 2018, "abstract": "BACKGROUND: Identify genes probably associated with chronic heart failure and predict potential target genes for dilated cardiomyopathy using bioinformatics analyses.\nMETHODS: Gene expression profiles (series number GSE3585 and GSE42955) of cardiomyopathy patients and healthy controls were downloaded from the Expression Omnibus Gene (GEO) database. Differential expression of genes (DEGS) between the two groups of total 14 cardiomyopathy patients and 10 healthy controls were subsequently identified by limma package of R. Database for Annotation, Visualization, and Integrated Discovery (DAVID Tool), which is an analysis of enriched biological processes. Search Tool for the Retrieval Interacting Genes (STRING) was used as well for the analysis of protein-protein interaction network (PPI). Prediction of the potential drugs was suggested based on the preliminarily identified genes using Connectivity Map (CMap).\nRESULTS: Eighty-nine DEGs were identified (57 up-regulated and 32 down-regulated). The most enrichment Gene Ontology (GO) terms (P < 0.05) contain genes involved in extracellular matrix (ECM) and biological adhesion signal pathways (P < 0.05, ES > 1.5) such as ECM-receptors, focal adhesion and transforming growth factor beta (TGF-β), etc. Fifty-one differentially expressed genes were found to encode interacting proteins. Eleven key genes along with related transcription factors were identified including CTGF, POSTN, CORIN, FIGF, etc. CONCLUSION: Bioinformatics-based analyses reveal the targeted genes probably associated with cardiomyopathy, which provide clues for pharmacological therapies aiming at the targets.", "claims": [{"id": "claim-data-access", "statement": "The datasets used and/or analyzed during the current study are available from the corresponding authors on reasonable request.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:30115125", "locator": "sections[18] \"Availability of data and materials\" paragraph 2", "quote": "The datasets used and/or analyzed during the current study are available from the corresponding authors on reasonable request."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "Using limma in R with P < 0.05 and |log2(fold change)| ≥ 1 on the GEO GSE3585 and GSE42955 datasets, the study identified 89 differentially expressed genes, comprising 57 up-regulated and 32 down-regulated genes.", "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:30115125"], "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:GSE3585"], "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:GSE3585"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:30115125", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1186/s12929-018-0459-8", "sha256": "sha256:62d08dbac23309202ca72ae35b3cc987da8c70d931f0922c840050ba7bbc0ec1", "bytes": 32400, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1186/s12929-018-0459-8", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC6094872", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE3585", "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=GSE3585", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE3585", "version": null, "note": "The datasets used and/or analyzed during the current study are available from the corresponding authors on reasonable request.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The datasets used and/or analyzed during the current study are available from the corresponding authors on reasonable request.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM82381", "GSM82382", "GSM82383", "GSM82384", "GSM82385", "GSM82386", "GSM82387", "GSM82388", "GSM82389", "GSM82390", "GSM82391", "GSM82392"], "sample_count": 12, "group_sizes": null, "group_sizes_basis": null, "platform": "96", "taxon": "Homo sapiens", "title": "Dilated Cardiomyopathy and Non Failing Biopsies", "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:GSE42955", "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=GSE42955", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE42955", "version": null, "note": "The datasets used and/or analyzed during the current study are available from the corresponding authors on reasonable request.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The datasets used and/or analyzed during the current study are available from the corresponding authors on reasonable request.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM1053914", "GSM1053915", "GSM1053916", "GSM1053917", "GSM1053918", "GSM1053919", "GSM1053920", "GSM1053921", "GSM1053922", "GSM1053923", "GSM1053924", "GSM1053925", "GSM1053926", "GSM1053927", "GSM1053928", "GSM1053929", "GSM1053930", "GSM1053931", "GSM1053932", "GSM1053933", "GSM1053934", "GSM1053935", "GSM1053936", "GSM1053937", "GSM1053938", "GSM1053939", "GSM1053940", "GSM1053941", "GSM1053942"], "sample_count": 29, "group_sizes": null, "group_sizes_basis": null, "platform": "6244", "taxon": "Homo sapiens", "title": "Expression data from human heart", "resolution_checked_at": "2026-11-01T15:39:54Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "asset:table:pmid:30115125:1", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:7b937abea408d57ab48bd786abf2c0f1699fa8c2e7d03399ec10619424757ae6", "bytes": 1378, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[14]/table-wrap[1]#Tab3", "version": null, "note": "Chemical compounds identified by Connectivity map and list the top 20 ranked by P-value", "structure": {"pmcid": "PMC6094872", "section_index": 8, "section_title": "Acquisition of target genes of drugs", "row_count": 21, "column_count": 6}, "table": {"label": "Table 3", "caption": "Chemical compounds identified by Connectivity map and list the top 20 ranked by P-value", "rows": [["rank", "cmap name", "Mean", "n", "enrichment", "P-value"], ["1", "tridihexethyl", "−0.64", "4", "− 0.883", "0.00044"], ["2", "Prestwick-682", "−0.509", "4", "−0.848", "0.00097"], ["3", "fluoxetine", "−0.494", "4", "−0.806", "0.00271"], ["4", "pirlindole", "−0.668", "3", "−0.884", "0.00312"], ["5", "methyldopa", "0.382", "5", "0.732", "0.00318"], ["6", "ciclacillin", "0.494", "4", "0.789", "0.00391"], ["7", "sulfadiazine", "0.565", "5", "0.717", "0.00409"], ["8", "khellin", "−0.418", "5", "−0.708", "0.00467"], ["9", "PNU-0251126", "−0.358", "6", "−0.656", "0.00467"], ["10", "metampicillin", "0.389", "5", "0.704", "0.00537"], ["11", "CP-645525-01", "−0.558", "3", "−0.861", "0.00553"], ["12", "minoxidil", "−0.446", "5", "−0.694", "0.00597"], ["13", "spiradoline", "−0.478", "4", "−0.756", "0.00718"], ["14", "PHA-00816795", "−0.719", "2", "−0.942", "0.00722"], ["15", "acenocoumarol", "0.509", "5", "0.687", "0.00741"], ["16", "cefotaxime", "0.561", "5", "0.682", "0.00845"], ["17", "metrizamide", "0.487", "4", "0.731", "0.01044"], ["18", "Y-27632", "−0.674", "2", "−0.922", "0.01223"], ["19", "bacampicillin", "−0.354", "4", "−0.718", "0.01271"], ["20", "levocabastine", "0.274", "4", "0.718", "0.01297"]], "row_count": 21, "column_count": 6, "numeric_cells": 105, "header_rows": 1, "locator": "section[14]/table-wrap[1]#Tab3"}}, {"id": "asset:table:pmid:30115125:2", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:b3a83137ed7d975f599e3de596621acb7c72992bba04b81d7110f463998202d6", "bytes": 504, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[14]/table-wrap[2]#Tab4", "version": null, "note": "The genes targeted by the 20 potential drugs from CMap", "structure": {"pmcid": "PMC6094872", "section_index": 8, "section_title": "Acquisition of target genes of drugs", "row_count": 4, "column_count": 5}, "table": {"label": "Table 4", "caption": "The genes targeted by the 20 potential drugs from CMap", "rows": [["CTGF (14) UP", "POSTN (11) UP", "COMP (8) UP", "COL1A1 (8) UP", "COL1A2 (8) UP"], ["THBS2 (8) UP", "THBS4 (8) UP", "PRELP (7) UP", "STAT4 (3) UP", "FRZB (3) UP"], ["RPS4Y1 (3) UP", "ID4 (2) UP", "ASPN (2) UP", "SSPN (2) UP", ""], ["CORIN (7) DOWN", "FIGF (5) DOWN", "FCN3 (3) DOWN", "CCL2 (2) DOWN", "CD14 (1) DOWN"]], "row_count": 4, "column_count": 5, "numeric_cells": 19, "header_rows": 0, "locator": "section[14]/table-wrap[2]#Tab4"}}, {"id": "asset:table:pmid:30115125:3", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:1e16ff5c82b36deb684ee68c1297dfb20d83922b70935d70f8ee5381f6094b85", "bytes": 1292, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[12]/table-wrap[1]#Tab1", "version": null, "note": "The expression level of 11 DEGs", "structure": {"pmcid": "PMC6094872", "section_index": 12, "section_title": "Topological analysis of PPI networks", "row_count": 12, "column_count": 5}, "table": {"label": "Table 1", "caption": "The expression level of 11 DEGs", "rows": [["Gene", "Control Mean ± SD(log)", "DCM Mean ± SD(log)", "Log2 (Fold change)", "P-value"], ["collagen, type I, alpha 1(COL1A1)", "9.46 ± 0.56", "11.04 ± 0.72", "1.50", "0.001"], ["collagen, type I, alpha 2(COL1A2)", "8.73 ± 0.38", "10.29 ± 1.00", "1.50", "0.004"], ["cartilage oligomeric matrix protein(COMP)", "6.50 ± 0.24", "7.86 ± 0.68", "1.32", "5.18 × 10-4"], ["connective tissue growth factor(CTGF)", "8.51 ± 0.76", "10.49 ± 0.52", "1.93", "1.50 × 10-4"], ["periostin, osteoblast specific factor(POSTN)", "10.09 ± 0.68", "11.38 ± 0.89", "1.48", "0.007"], ["thrombospondin 2(THBS2)", "9.27 ± 0.25", "10.39 ± 0.60", "1.08", "0.001"], ["thrombospondin 4(THBS4)", "10.53 ± 0.78", "10.76 ± 0.73", "1.47", "3.13 × 10-4"], ["corin, serine peptidase(CORIN)", "8.57 ± 0.94", "6.72 ± 1.15", "−1.86", "0.008"], ["c-fos induced growth factor (vascular endothelial growth factor D)(FIGF)", "8.78 ± 0.47", "8.15 ± 0.53", "−1.23", "0.035"], ["ribosomal protein S4, Y-linked 1(RPS4Y1)", "8.10 ± 1.16", "9.46 ± 1.90", "1.38", "0.039"], ["proline/arginine-rich end leucine-rich repeat protein(PRELP)", "9.71 ± 0.44", "10.81 ± 0.55", "1.10", "0.002"]], "row_count": 12, "column_count": 5, "numeric_cells": 49, "header_rows": 1, "locator": "section[12]/table-wrap[1]#Tab1"}}, {"id": "asset:table:pmid:30115125:4", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:d74aae84090061acd49970a71bd8fa0c4b7bfa78185a638875442930501820de", "bytes": 1319, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[13]/table-wrap[1]#Tab2", "version": null, "note": "Results of PASTAA analysis", "structure": {"pmcid": "PMC6094872", "section_index": 13, "section_title": "Analysis of transcription factor", "row_count": 23, "column_count": 5}, "table": {"label": "Table 2", "caption": "Results of PASTAA analysis", "rows": [["Rank", "Matrix", "Transcription Factor", "Association Score", "P-Value"], ["a. TFs predicted to regulate up-regulated genes"], ["1", "TATA_01", "Tbp", "4.51", "2.22E-04"], ["2", "TEF1_Q6", "Tef-1", "4.1", "5.01E-04"], ["3", "TFIIA_Q6", "TfIIa-alpha/beta, TfIIa-gamma", "3.252", "2.81E-03"], ["4", "NFKAPPAB_01", "Rela", "2.876", "6.51E-03"], ["5", "NRL_HAND", "N/A", "2.865", "6.75E-03"], ["6", "GFI1_01", "Gfi1", "2.85", "7.00E-03"], ["7", "ALPHACP1_01", "N/A", "2.718", "9.92E-03"], ["8", "CREL_01", "C-rel", "2.587", "1.15E-02"], ["9", "TAL1BETAITF2_01", "Itf-2, Tal-1beta", "2.553", "1.22E-02"], ["10", "NFY_01", "N/A", "2.509", "1.44E-02"], ["b. TFs predicted to regulate down-regulated genes"], ["1", "VMYB_01", "V-myb", "3.123", "6.94E-04"], ["2", "HNF4ALPHA_Q6", "Hnf-4, Hnf-4alpha", "3.043", "9.08E-04"], ["3", "MYB_Q3", "C-myb", "2.646", "4.16E-03"], ["4", "MYB_Q5_01", "B-myb, C-myb", "2.646", "4.16E-03"], ["5", "CDC5_01", "Cdc5", "2.425", "6.93E-03"], ["6", "CEBP_Q2", "C/ebp, C/ebpalpha", "2.425", "6.93E-03"], ["7", "AP1_Q4_01", "Fosb, Fra-1", "2.123", "1.23E-02"], ["8", "ZTA_Q2", "N/A", "2.123", "1.23E-02"], ["9", "AP1_Q2_01", "Fosb, Fra-1", "2.044", "1.23E-02"], ["10", "COUP_01", "Coup-tf1, Hnf-4alpha1", "2.044", "1.23E-02"]], "row_count": 23, "column_count": 5, "numeric_cells": 79, "header_rows": 1, "locator": "section[13]/table-wrap[1]#Tab2"}}, {"id": "asset:table:pmid:30115125:5", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:7b937abea408d57ab48bd786abf2c0f1699fa8c2e7d03399ec10619424757ae6", "bytes": 1378, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[14]/table-wrap[1]#Tab3", "version": null, "note": "Chemical compounds identified by Connectivity map and list the top 20 ranked by P-value", "structure": {"pmcid": "PMC6094872", "section_index": 14, "section_title": "Acquisition of target genes of drugs", "row_count": 21, "column_count": 6}, "table": {"label": "Table 3", "caption": "Chemical compounds identified by Connectivity map and list the top 20 ranked by P-value", "rows": [["rank", "cmap name", "Mean", "n", "enrichment", "P-value"], ["1", "tridihexethyl", "−0.64", "4", "− 0.883", "0.00044"], ["2", "Prestwick-682", "−0.509", "4", "−0.848", "0.00097"], ["3", "fluoxetine", "−0.494", "4", "−0.806", "0.00271"], ["4", "pirlindole", "−0.668", "3", "−0.884", "0.00312"], ["5", "methyldopa", "0.382", "5", "0.732", "0.00318"], ["6", "ciclacillin", "0.494", "4", "0.789", "0.00391"], ["7", "sulfadiazine", "0.565", "5", "0.717", "0.00409"], ["8", "khellin", "−0.418", "5", "−0.708", "0.00467"], ["9", "PNU-0251126", "−0.358", "6", "−0.656", "0.00467"], ["10", "metampicillin", "0.389", "5", "0.704", "0.00537"], ["11", "CP-645525-01", "−0.558", "3", "−0.861", "0.00553"], ["12", "minoxidil", "−0.446", "5", "−0.694", "0.00597"], ["13", "spiradoline", "−0.478", "4", "−0.756", "0.00718"], ["14", "PHA-00816795", "−0.719", "2", "−0.942", "0.00722"], ["15", "acenocoumarol", "0.509", "5", "0.687", "0.00741"], ["16", "cefotaxime", "0.561", "5", "0.682", "0.00845"], ["17", "metrizamide", "0.487", "4", "0.731", "0.01044"], ["18", "Y-27632", "−0.674", "2", "−0.922", "0.01223"], ["19", "bacampicillin", "−0.354", "4", "−0.718", "0.01271"], ["20", "levocabastine", "0.274", "4", "0.718", "0.01297"]], "row_count": 21, "column_count": 6, "numeric_cells": 105, "header_rows": 1, "locator": "section[14]/table-wrap[1]#Tab3"}}, {"id": "asset:table:pmid:30115125:6", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:b3a83137ed7d975f599e3de596621acb7c72992bba04b81d7110f463998202d6", "bytes": 504, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[14]/table-wrap[2]#Tab4", "version": null, "note": "The genes targeted by the 20 potential drugs from CMap", "structure": {"pmcid": "PMC6094872", "section_index": 14, "section_title": "Acquisition of target genes of drugs", "row_count": 4, "column_count": 5}, "table": {"label": "Table 4", "caption": "The genes targeted by the 20 potential drugs from CMap", "rows": [["CTGF (14) UP", "POSTN (11) UP", "COMP (8) UP", "COL1A1 (8) UP", "COL1A2 (8) UP"], ["THBS2 (8) UP", "THBS4 (8) UP", "PRELP (7) UP", "STAT4 (3) UP", "FRZB (3) UP"], ["RPS4Y1 (3) UP", "ID4 (2) UP", "ASPN (2) UP", "SSPN (2) UP", ""], ["CORIN (7) DOWN", "FIGF (5) DOWN", "FCN3 (3) DOWN", "CCL2 (2) DOWN", "CD14 (1) DOWN"]], "row_count": 4, "column_count": 5, "numeric_cells": 19, "header_rows": 0, "locator": "section[14]/table-wrap[2]#Tab4"}}], "gaps": ["asset:data:geo:GSE3585 not downloaded", "asset:data:geo:GSE3585 licence not read", "asset:data:geo:GSE42955 not downloaded", "asset:data:geo:GSE42955 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": 0.7, "band": "medium", "quote": "limma"}}, {"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": [{"id": "target-published-estimate", "claim_id": "claim-target-result", "operation": "build_graph", "expected_value": 0.05, "unit": "p-value", "tolerance": null, "state": "complete", "note": "The threshold the paper applied to its own result, as the paper states it. A run that reproduces the effect is judged against this threshold."}], "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": ["GSE3585", "GSE42955"], "resolved_accessions": ["GSE3585", "GSE42955"], "statements": ["The datasets used and/or analyzed during the current study are available from the corresponding authors on reasonable request."], "basis": "The paper names GSE3585, GSE42955 in Expression Omnibus Gene (GEO) database 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:30115125", "data:geo:GSE3585", "asset:table:pmid:30115125:1", "asset:table:pmid:30115125:2", "asset:table:pmid:30115125:3", "asset:table:pmid:30115125:4", "asset:table:pmid:30115125:5", "asset:table:pmid:30115125:6"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE3585"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-10-31T18:35:32Z", "independence": "single_reader"}, "evidence_check": {"method": "absent", "availability": "verbatim"}, "calls": 4, "usage": {"prompt_tokens": 35691, "completion_tokens": 1699, "cached_tokens": 1048}}, "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:30115125", "type": "paper", "label": "pmid:30115125"}, {"id": "source:pmid:30115125", "type": "manuscript", "label": "PMID 30115125 full text"}, {"id": "data:geo:GSE3585", "type": "dataset", "label": "GEO GSE3585"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:30115125", "type": "paper", "label": "pmid:30115125"}, {"id": "source:pmid:30115125", "type": "manuscript", "label": "PMID 30115125 full text"}, {"id": "data:geo:GSE3585", "type": "dataset", "label": "GEO GSE3585"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-30115125", "type": "extraction", "used": ["source:pmid:30115125"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE3585", "type": "accession_resolution", "used": ["data:geo:GSE3585"], "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:30115125", "parent_hash": "sha256:8e8696e1f5f02678ead51a0afa97cb820b8db7d2c82bcb63e20aa32e88af5305", "fork_of": null, "generation": 6}, "gaps": ["asset:data:geo:GSE3585 licence not read", "asset:data:geo:GSE3585 not downloaded", "asset:data:geo:GSE42955 licence not read", "asset:data:geo:GSE42955 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": 0.7, "evidence": ["limma"], "order_basis": "analysis_only", "id": "assay:1"}]}