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

pmid:31089336

An Investigation about Gene Modules Associated with hDPSC Differentiation for Adolescents.

Wenjing Xu · Jianqiang Li · Juan Li · Ji-Jiang Yang · Qing Wang · Bo Liu · Weiliang Qiu

Stem cells international · 2019 doi:10.1155/2019/8913287

Paper

complete

Experiment

complete

Data

partial

Analysis

partial

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:31089336
kind
science-record
content_hash
sha256:f4ac9f7ccf6e2e401843ae80d992a0ec1a544765546bc72a6e362c228854fcdc
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T15:40:45Z
updated_at
2026-11-01T21:22:12Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
An Investigation about Gene Modules Associated with hDPSC Differentiation for Adolescents.
doi
10.1155/2019/8913287
pmid
31089336
authors array · 7 items
[0]
Wenjing Xu
[1]
Jianqiang Li
[2]
Juan Li
[3]
Ji-Jiang Yang
[4]
Qing Wang
[5]
Bo Liu
[6]
Weiliang Qiu
journal
Stem cells international
year
2019
abstract
Dental pulp stem cells (DPSCs) have the property of self-renewal and multidirectional differentiation so that they have the potential for future regenerative therapy of various diseases. The latest breakthrough in the biology of stem cells and the development of regenerative biology provides an effective strategy for regenerative therapy. However, in the medium promoting differentiation during long-term passage, DPSCs would lose their differentiation capability. Some efforts have been made to find genes influencing human DPSC (hDPSC) differentiation based on hDPSCs isolated from adults. However, hDPSC differentiation is a very complex process, which involves multiple genes and multielement interactions. The purpose of this study is to detect sets of correlated genes (i.e., gene modules) that are associated to hDPSC differentiation at the crown-completed stage of the third molars, by using weighted gene coexpression network analysis (WGCNA). Based on the gene expression dataset GSE10444 from Gene Expression Omnibus (GEO), we identified two significant gene modules: yellow module (742 genes) and salmon module (9 genes). The WEB-based Gene SeT AnaLysis Toolkit showed that the 742 genes in the yellow module were enriched in 59 KEGG pathways (including Wnt signaling pathway), while the 9 genes in the salmon module were enriched in one KEGG pathway (neurotrophin signaling pathway). There were 660 (7) genes upregulated at P10 and 82 (2) genes downregulated at P10 in the yellow (salmon) module. Our results provide new insights into the differentiation capability of hDPSCs.
claims array · 2 items
[0] object · 6 fields
id
claim-method
statement
We applied WGCNA to the gene microarray dataset GSE10444 downloaded from GEO to investigate the effect of passage on the differentiation of human dental pulp stem cells (hDPSCs) and to construct gene coexpression modules.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:31089336
locator
sections[9] "3. Results and Discussion" paragraph 2
quote
We applied WGCNA to the gene microarray dataset GSE10444 downloaded from GEO to investigate the effect of passage on the differentiation of human dental pulp stem cells (hDPSCs) and to construct gene coexpression modules.
state
complete
[1] object · 6 fields
id
claim-data-access
statement
The microarray data used to support the findings of this study have been deposited in the GEO repository. Please visit https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE10444 (GEO accession number: GSE10444).
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:31089336
locator
sections[12] "Data Availability" paragraph 2
quote
The microarray data used to support the findings of this study have been deposited in the GEO repository. Please visit https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE10444 (GEO accession number: GSE10444).
state
complete
gaps array · 0 items
experiment object · 8 fields
state
complete
objective
null
steps array · 3 items
[0] object · 13 fields
id
read_published_estimate
order
1
name
Read the published estimate from the source
kind
other
state
complete
blocked_on
null
description
The claim, method and evidence span published with the source article.
parameters object · 0 fields
inputs array · 1 item
[0]
source:pmid:31089336
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:GSE10444
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 · 1 field
n_components
2: scatter plots of the top 2 principal components (pca plot)
inputs array · 1 item
[0]
data:geo:GSE10444
outputs array · 1 item
[0]
the replicated result and its comparison
instruments array · 0 items
reagents array · 0 items
materials array · 0 items
instruments array · 0 items
reagents array · 0 items
conditions object · 0 fields
gaps array · 0 items
data object · 3 fields
state
partial
assets array · 4 items
[0] object · 15 fields
id
source:pmid:31089336
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.1155/2019/8913287
sha256
sha256:33d17b93db1347d5c8975a5dde90e52ff9fffb0195d4e2b2e97c128db92842e3
bytes
25500
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.1155/2019/8913287
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
PMC6476005
source
europe_pmc_fulltext
coverage
whole_body
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:GSE10444
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=GSE10444
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE10444
version
null
note
The microarray data used to support the findings of this study have been deposited in the GEO repository. Please visit https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE10444 (GEO accession number: GSE10444).
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The microarray data used to support the findings of this study have been deposited in the GEO repository. Please visit https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE10444 (GEO accession number: GSE10444).
access_statement_kind
data_availability_statement
sample_accessions array · 6 items
[0]
GSM265494
[1]
GSM265495
[2]
GSM265496
[3]
GSM265497
[4]
GSM265498
[5]
GSM265499
sample_count
6
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
gene expression levels in long-term cultures of human dental pulp stem cells
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 · 16 fields
id
asset:table:pmid:31089336:1
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:2f17d382fd5b8dcc8e9813daa33107a881a10f1be0b9d8acc2d8956f266dbf5d
bytes
1270
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[9]/table-wrap[1]#tab1
version
null
note
21 genes enriched in the Wnt signaling pathway in the yellow module.
structure object · 5 fields
pmcid
PMC6476005
section_index
9
section_title
3. Results and Discussion
row_count
22
column_count
5
table object · 8 fields
label
Table 1
caption
21 genes enriched in the Wnt signaling pathway in the yellow module.
rows array · 22 items
[0] array · 5 items
[0]
Index
[1]
User ID
[2]
Gene symbol
[3]
Entrez Gene
[4]
Ensembl
[1] array · 5 items
[0]
1
[1]
6423
[2]
SFRP2
[3]
6423
[4]
ENSG00000145423
[2] array · 5 items
[0]
2
[1]
1454
[2]
CSNK1E
[3]
1454
[4]
ENSG00000213923
[3] array · 5 items
[0]
3
[1]
144165
[2]
PRICKLE1
[3]
144165
[4]
ENSG00000139174
[4] array · 5 items
[0]
4
[1]
57216
[2]
VANGL2
[3]
57216
[4]
ENSG00000162738
[5] array · 5 items
[0]
5
[1]
5566
[2]
PRKACA
[3]
5566
[4]
ENSG00000072062
[6] array · 5 items
[0]
6
[1]
10725
[2]
NFAT5
[3]
10725
[4]
ENSG00000102908
[7] array · 5 items
[0]
7
[1]
23002
[2]
DAAM1
[3]
23002
[4]
ENSG00000100592
[8] array · 5 items
[0]
8
[1]
6934
[2]
TCF7L2
[3]
6934
[4]
ENSG00000148737
[9] array · 5 items
[0]
9
[1]
1387
[2]
CREBBP
[3]
1387
[4]
ENSG00000005339
[10] array · 5 items
[0]
10
[1]
3725
[2]
JUN
[3]
3725
[4]
ENSG00000177606
[11] array · 5 items
[0]
11
[1]
5529
[2]
PPP2R5E
[3]
5529
[4]
ENSG00000154001
[12] array · 5 items
[0]
12
[1]
4087
[2]
SMAD2
[3]
4087
[4]
ENSG00000175387
[13] array · 5 items
[0]
13
[1]
4775
[2]
NFATC3
[3]
4775
[4]
ENSG00000072736
[14] array · 5 items
[0]
14
[1]
6424
[2]
SFRP4
[3]
6424
[4]
ENSG00000106483
[15] array · 5 items
[0]
15
[1]
8312
[2]
AXIN1
[3]
8312
[4]
ENSG00000103126
[16] array · 5 items
[0]
16
[1]
5534
[2]
PPP3R1
[3]
5534
[4]
ENSG00000221823
[17] array · 5 items
[0]
17
[1]
6500
[2]
SKP1
[3]
6500
[4]
ENSG00000113558
[18] array · 5 items
[0]
18
[1]
7473
[2]
WNT3
[3]
7473
[4]
ENSG00000108379
[19] array · 5 items
[0]
19
[1]
1487
[2]
CTBP1
[3]
1487
[4]
ENSG00000159692
[20] array · 5 items
[0]
20
[1]
818
[2]
CAMK2G
[3]
818
[4]
ENSG00000148660
[21] array · 5 items
[0]
21
[1]
815
[2]
CAMK2A
[3]
815
[4]
ENSG00000070808
locator
section[9]/table-wrap[1]#tab1
[3] object · 16 fields
id
asset:table:pmid:31089336:2
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:9fcdbd4220c4753e60af8915f488a66f40b22481b5629f3bd88a4dcd872540c0
bytes
702
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[9]/table-wrap[2]#tab2
version
null
note
Nine genes enriched in neurotrophic signaling pathways in salmon module.
structure object · 5 fields
pmcid
PMC6476005
section_index
9
section_title
3. Results and Discussion
row_count
10
column_count
5
table object · 8 fields
label
Table 2
caption
Nine genes enriched in neurotrophic signaling pathways in salmon module.
rows array · 10 items
[0] array · 5 items
[0]
Index
[1]
User ID
[2]
Gene symbol
[3]
Entrez Gene
[4]
Ensembl
[1] array · 5 items
[0]
1
[1]
817
[2]
CAMK2D
[3]
817
[4]
ENSG00000145349
[2] array · 5 items
[0]
2
[1]
2889
[2]
RAPGEF1
[3]
2889
[4]
ENSG00000107263
[3] array · 5 items
[0]
3
[1]
3654
[2]
IRAK1
[3]
3654
[4]
ENSG00000184216
[4] array · 5 items
[0]
4
[1]
10782
[2]
ZNF274
[3]
10782
[4]
ENSG00000171606
[5] array · 5 items
[0]
5
[1]
10971
[2]
YWHAQ
[3]
10971
[4]
ENSG00000134308
[6] array · 5 items
[0]
6
[1]
397
[2]
ARHGDIB
[3]
397
[4]
ENSG00000111348
[7] array · 5 items
[0]
7
[1]
3845
[2]
KRAS
[3]
3845
[4]
ENSG00000133703
[8] array · 5 items
[0]
8
[1]
2549
[2]
GAB1
[3]
2549
[4]
ENSG00000109458
[9] array · 5 items
[0]
9
[1]
27330
[2]
RPS6KA6
[3]
27330
[4]
ENSG00000072133
locator
section[9]/table-wrap[2]#tab2
gaps array · 2 items
[0]
asset:data:geo:GSE10444 not downloaded
[1]
asset:data:geo:GSE10444 licence not read
analysis object · 4 fields
state
partial
methods array · 3 items
[0] object · 10 fields
id
method-1
family
principal_component_analysis
specific
pca
label
Principal component analysis
dsl_operations array · 1 item
[0]
pca_fit
missing_operations array · 0 items
parameters object · 1 field
n_components
2: scatter plots of the top 2 principal components (pca plot)
data_shapes array · 1 item
[0]
wide_numeric_matrix
evidence object · 3 fields
score
0.8
band
high
quote
pca
[1] object · 10 fields
id
method-2
family
clustering
specific
hierarchical
label
Clustering
dsl_operations array · 1 item
[0]
hierarchical_cluster
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
feature_matrix
evidence object · 3 fields
score
0.8
band
high
quote
hierarchical clustering
[2] object · 10 fields
id
method-3
family
null
specific
null
label
Weighted gene coexpression network analysis (WGCNA)
dsl_operations array · 0 items
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 0 items
evidence object · 3 fields
score
1
band
verbatim
quote
We applied WGCNA to the gene microarray dataset GSE10444 downloaded from GEO to investigate the effect of passage on the differentiation of human dental pulp stem cells (hDPSCs) and to construct gene coexpression modules.
targets array · 0 items
gaps array · 1 item
[0]
method.reader_named_unmapped
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 · 1 item
[0]
pca_fit
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: pca.
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 · 1 item
[0]
GSE10444
resolved_accessions array · 1 item
[0]
GSE10444
statements array · 1 item
[0]
The microarray data used to support the findings of this study have been deposited in the GEO repository. Please visit https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE10444 (GEO accession number: GSE10444).
basis
The paper names GSE10444 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 · 1 item
[0]
pca_fit
assets array · 4 items
[0]
source:pmid:31089336
[1]
data:geo:GSE10444
[2]
asset:table:pmid:31089336:1
[3]
asset:table:pmid:31089336:2
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:GSE10444
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
2026-10-31T18:14:41Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
3
usage object · 3 fields
prompt_tokens
20629
completion_tokens
1285
cached_tokens
784
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:31089336
type
paper
label
pmid:31089336
[1] object · 3 fields
id
source:pmid:31089336
type
manuscript
label
PMID 31089336 full text
[2] object · 3 fields
id
data:geo:GSE10444
type
dataset
label
GEO GSE10444
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:31089336
type
paper
label
pmid:31089336
[1] object · 3 fields
id
source:pmid:31089336
type
manuscript
label
PMID 31089336 full text
[2] object · 3 fields
id
data:geo:GSE10444
type
dataset
label
GEO GSE10444
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-31089336
type
extraction
used array · 1 item
[0]
source:pmid:31089336
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE10444
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE10444
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:31089336
parent_hash
sha256:dda2089d538031b487947657d0fe1286995d01d5f3abc6cf3a106ca10a7044b3
fork_of
null
gaps array · 7 items
[0]
asset:data:geo:GSE10444 licence not read
[1]
asset:data:geo:GSE10444 not downloaded
[2]
execution.not_run
[3]
method.reader_named_unmapped
[4]
review.human_critique
[5]
review.independent_reader
[6]
review.machine_critique
assays array · 1 item
[0] object · 11 fields
role
analysis
definition_id
principal_component_analysis
definition_version
f2132e96ae6c7a4e
required_operations array · 1 item
[0]
pca_fit
support_state
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
pca
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:31089336", "kind": "science-record", "revision": 6, "content_hash": "sha256:f4ac9f7ccf6e2e401843ae80d992a0ec1a544765546bc72a6e362c228854fcdc", "created_at": "2026-11-01T15:40:45Z", "updated_at": "2026-11-01T21:22:12Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "An Investigation about Gene Modules Associated with hDPSC Differentiation for Adolescents.", "doi": "10.1155/2019/8913287", "pmid": "31089336", "authors": ["Wenjing Xu", "Jianqiang Li", "Juan Li", "Ji-Jiang Yang", "Qing Wang", "Bo Liu", "Weiliang Qiu"], "journal": "Stem cells international", "year": 2019, "abstract": "Dental pulp stem cells (DPSCs) have the property of self-renewal and multidirectional differentiation so that they have the potential for future regenerative therapy of various diseases. The latest breakthrough in the biology of stem cells and the development of regenerative biology provides an effective strategy for regenerative therapy. However, in the medium promoting differentiation during long-term passage, DPSCs would lose their differentiation capability. Some efforts have been made to find genes influencing human DPSC (hDPSC) differentiation based on hDPSCs isolated from adults. However, hDPSC differentiation is a very complex process, which involves multiple genes and multielement interactions. The purpose of this study is to detect sets of correlated genes (i.e., gene modules) that are associated to hDPSC differentiation at the crown-completed stage of the third molars, by using weighted gene coexpression network analysis (WGCNA). Based on the gene expression dataset GSE10444 from Gene Expression Omnibus (GEO), we identified two significant gene modules: yellow module (742 genes) and salmon module (9 genes). The WEB-based Gene SeT AnaLysis Toolkit showed that the 742 genes in the yellow module were enriched in 59 KEGG pathways (including Wnt signaling pathway), while the 9 genes in the salmon module were enriched in one KEGG pathway (neurotrophin signaling pathway). There were 660 (7) genes upregulated at P10 and 82 (2) genes downregulated at P10 in the yellow (salmon) module. Our results provide new insights into the differentiation capability of hDPSCs.", "claims": [{"id": "claim-method", "statement": "We applied WGCNA to the gene microarray dataset GSE10444 downloaded from GEO to investigate the effect of passage on the differentiation of human dental pulp stem cells (hDPSCs) and to construct gene coexpression modules.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:31089336", "locator": "sections[9] \"3. Results and Discussion\" paragraph 2", "quote": "We applied WGCNA to the gene microarray dataset GSE10444 downloaded from GEO to investigate the effect of passage on the differentiation of human dental pulp stem cells (hDPSCs) and to construct gene coexpression modules."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The microarray data used to support the findings of this study have been deposited in the GEO repository. Please visit https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE10444 (GEO accession number: GSE10444).", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:31089336", "locator": "sections[12] \"Data Availability\" paragraph 2", "quote": "The microarray data used to support the findings of this study have been deposited in the GEO repository. Please visit https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE10444 (GEO accession number: GSE10444)."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": null, "steps": [{"id": "read_published_estimate", "order": 1, "name": "Read the published estimate from the source", "kind": "other", "state": "complete", "blocked_on": null, "description": "The claim, method and evidence span published with the source article.", "duration_hours": null, "parameters": {}, "inputs": ["source:pmid:31089336"], "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:GSE10444"], "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": {"n_components": "2: scatter plots of the top 2 principal components (pca plot)"}, "inputs": ["data:geo:GSE10444"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:31089336", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1155/2019/8913287", "sha256": "sha256:33d17b93db1347d5c8975a5dde90e52ff9fffb0195d4e2b2e97c128db92842e3", "bytes": 25500, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1155/2019/8913287", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC6476005", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE10444", "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=GSE10444", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE10444", "version": null, "note": "The microarray data used to support the findings of this study have been deposited in the GEO repository. Please visit https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE10444 (GEO accession number: GSE10444).", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The microarray data used to support the findings of this study have been deposited in the GEO repository. Please visit https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE10444 (GEO accession number: GSE10444).", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM265494", "GSM265495", "GSM265496", "GSM265497", "GSM265498", "GSM265499"], "sample_count": 6, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "gene expression levels in long-term cultures of human dental pulp stem cells", "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:31089336:1", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:2f17d382fd5b8dcc8e9813daa33107a881a10f1be0b9d8acc2d8956f266dbf5d", "bytes": 1270, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[9]/table-wrap[1]#tab1", "version": null, "note": "21 genes enriched in the Wnt signaling pathway in the yellow module.", "structure": {"pmcid": "PMC6476005", "section_index": 9, "section_title": "3. Results and Discussion", "row_count": 22, "column_count": 5}, "table": {"label": "Table 1", "caption": "21 genes enriched in the Wnt signaling pathway in the yellow module.", "rows": [["Index", "User ID", "Gene symbol", "Entrez Gene", "Ensembl"], ["1", "6423", "SFRP2", "6423", "ENSG00000145423"], ["2", "1454", "CSNK1E", "1454", "ENSG00000213923"], ["3", "144165", "PRICKLE1", "144165", "ENSG00000139174"], ["4", "57216", "VANGL2", "57216", "ENSG00000162738"], ["5", "5566", "PRKACA", "5566", "ENSG00000072062"], ["6", "10725", "NFAT5", "10725", "ENSG00000102908"], ["7", "23002", "DAAM1", "23002", "ENSG00000100592"], ["8", "6934", "TCF7L2", "6934", "ENSG00000148737"], ["9", "1387", "CREBBP", "1387", "ENSG00000005339"], ["10", "3725", "JUN", "3725", "ENSG00000177606"], ["11", "5529", "PPP2R5E", "5529", "ENSG00000154001"], ["12", "4087", "SMAD2", "4087", "ENSG00000175387"], ["13", "4775", "NFATC3", "4775", "ENSG00000072736"], ["14", "6424", "SFRP4", "6424", "ENSG00000106483"], ["15", "8312", "AXIN1", "8312", "ENSG00000103126"], ["16", "5534", "PPP3R1", "5534", "ENSG00000221823"], ["17", "6500", "SKP1", "6500", "ENSG00000113558"], ["18", "7473", "WNT3", "7473", "ENSG00000108379"], ["19", "1487", "CTBP1", "1487", "ENSG00000159692"], ["20", "818", "CAMK2G", "818", "ENSG00000148660"], ["21", "815", "CAMK2A", "815", "ENSG00000070808"]], "row_count": 22, "column_count": 5, "numeric_cells": 84, "header_rows": 1, "locator": "section[9]/table-wrap[1]#tab1"}}, {"id": "asset:table:pmid:31089336:2", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:9fcdbd4220c4753e60af8915f488a66f40b22481b5629f3bd88a4dcd872540c0", "bytes": 702, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[9]/table-wrap[2]#tab2", "version": null, "note": "Nine genes enriched in neurotrophic signaling pathways in salmon module.", "structure": {"pmcid": "PMC6476005", "section_index": 9, "section_title": "3. Results and Discussion", "row_count": 10, "column_count": 5}, "table": {"label": "Table 2", "caption": "Nine genes enriched in neurotrophic signaling pathways in salmon module.", "rows": [["Index", "User ID", "Gene symbol", "Entrez Gene", "Ensembl"], ["1", "817", "CAMK2D", "817", "ENSG00000145349"], ["2", "2889", "RAPGEF1", "2889", "ENSG00000107263"], ["3", "3654", "IRAK1", "3654", "ENSG00000184216"], ["4", "10782", "ZNF274", "10782", "ENSG00000171606"], ["5", "10971", "YWHAQ", "10971", "ENSG00000134308"], ["6", "397", "ARHGDIB", "397", "ENSG00000111348"], ["7", "3845", "KRAS", "3845", "ENSG00000133703"], ["8", "2549", "GAB1", "2549", "ENSG00000109458"], ["9", "27330", "RPS6KA6", "27330", "ENSG00000072133"]], "row_count": 10, "column_count": 5, "numeric_cells": 37, "header_rows": 1, "locator": "section[9]/table-wrap[2]#tab2"}}], "gaps": ["asset:data:geo:GSE10444 not downloaded", "asset:data:geo:GSE10444 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": "principal_component_analysis", "specific": "pca", "label": "Principal component analysis", "dsl_operations": ["pca_fit"], "missing_operations": [], "expressible": true, "parameters": {"n_components": "2: scatter plots of the top 2 principal components (pca plot)"}, "data_shapes": ["wide_numeric_matrix"], "evidence": {"score": 0.8, "band": "high", "quote": "pca"}}, {"id": "method-2", "family": "clustering", "specific": "hierarchical", "label": "Clustering", "dsl_operations": ["hierarchical_cluster"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["feature_matrix"], "evidence": {"score": 0.8, "band": "high", "quote": "hierarchical clustering"}}, {"id": "method-3", "family": null, "specific": null, "label": "Weighted gene coexpression network analysis (WGCNA)", "dsl_operations": [], "missing_operations": [], "expressible": null, "parameters": {}, "data_shapes": [], "evidence": {"score": 1.0, "band": "verbatim", "quote": "We applied WGCNA to the gene microarray dataset GSE10444 downloaded from GEO to investigate the effect of passage on the differentiation of human dental pulp stem cells (hDPSCs) and to construct gene coexpression modules."}}], "targets": [], "gaps": ["method.reader_named_unmapped"]}, "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": ["pca_fit"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: pca."}, "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": ["GSE10444"], "resolved_accessions": ["GSE10444"], "statements": ["The microarray data used to support the findings of this study have been deposited in the GEO repository. Please visit https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE10444 (GEO accession number: GSE10444)."], "basis": "The paper names GSE10444 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": ["pca_fit"], "assets": ["source:pmid:31089336", "data:geo:GSE10444", "asset:table:pmid:31089336:1", "asset:table:pmid:31089336:2"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE10444"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-10-31T18:14:41Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 3, "usage": {"prompt_tokens": 20629, "completion_tokens": 1285, "cached_tokens": 784}}, "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:31089336", "type": "paper", "label": "pmid:31089336"}, {"id": "source:pmid:31089336", "type": "manuscript", "label": "PMID 31089336 full text"}, {"id": "data:geo:GSE10444", "type": "dataset", "label": "GEO GSE10444"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:31089336", "type": "paper", "label": "pmid:31089336"}, {"id": "source:pmid:31089336", "type": "manuscript", "label": "PMID 31089336 full text"}, {"id": "data:geo:GSE10444", "type": "dataset", "label": "GEO GSE10444"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-31089336", "type": "extraction", "used": ["source:pmid:31089336"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE10444", "type": "accession_resolution", "used": ["data:geo:GSE10444"], "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:31089336", "parent_hash": "sha256:dda2089d538031b487947657d0fe1286995d01d5f3abc6cf3a106ca10a7044b3", "fork_of": null, "generation": 5}, "gaps": ["asset:data:geo:GSE10444 licence not read", "asset:data:geo:GSE10444 not downloaded", "execution.not_run", "method.reader_named_unmapped", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "analysis", "definition_id": "principal_component_analysis", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["pca_fit"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 0.8, "evidence": ["pca"], "order_basis": "analysis_only", "id": "assay:1"}]}