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

pmid:31392215

Screening and Bioinformatics Analysis of IgA Nephropathy Gene Based on GEO Databases.

Wang Qian · Wang Xiaoyi · Ye Zi

BioMed research international · 2019 doi:10.1155/2019/8794013

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:31392215
kind
science-record
content_hash
sha256:c87fcd33b8e03e983e38cc6b8e11dc0d532c108e6b41d7c5f8530ee52b72f1cf
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T15:40:48Z
updated_at
2026-11-01T22:00:45Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
Screening and Bioinformatics Analysis of IgA Nephropathy Gene Based on GEO Databases.
doi
10.1155/2019/8794013
pmid
31392215
authors array · 3 items
[0]
Wang Qian
[1]
Wang Xiaoyi
[2]
Ye Zi
journal
BioMed research international
year
2019
abstract
PURPOSE: To identify novel biomarkers of IgA nephropathy (IgAN) through bioinformatics analysis and elucidate the possible molecular mechanism. METHODS: The GSE93798 and GSE73953 datasets containing microarray data from IgAN patients and healthy controls were downloaded from the GEO database and analyzed by the GEO2R web tool to obtain different expressed genes (DEGs). Gene Ontology (GO), Kyoto Encyclopedia of Genes and Genomes (KEGG) enrichment analysis, protein-protein interaction (PPI), and Biological Networks Gene Oncology tool (BiNGO) were then performed to elucidate the molecular mechanism of IgAN. RESULTS: A total of 223 DEGs were identified, of which 21 were hub genes, and involved in inflammatory response, cellular response to lipopolysaccharide, transcription factor activity, extracellular exosome, TNF signaling pathway, and MAPK signaling pathway. CONCLUSIONS: TNF and MAPK pathways likely form the basis of IgAN progression, and JUN/JUNB, FOS, NR4A1/2, EGR1, and FOSL1/2 are novel prognostic biomarkers of IgAN.
claims array · 2 items
[0] object · 6 fields
id
claim-method
statement
The DEGs between IgAN patients and normal subjects were analyzed using the GEO2R web tool (http://www.ncbi.nlm.nih.gov/geo/geo2r).
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:31392215
locator
sections[3] "2.1. Identification of DEGs" paragraph 2
quote
The DEGs between IgAN patients and normal subjects were analyzed using the GEO2R web tool (http://www.ncbi.nlm.nih.gov/geo/geo2r).
state
complete
[1] object · 6 fields
id
claim-data-access
statement
The data used to support the findings of this study are available from the corresponding author upon request.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:31392215
locator
sections[14] "Data Availability" paragraph 2
quote
The data used to support the findings of this study are available from the corresponding author upon request.
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:31392215
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:GSE73953
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:GSE73953
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:31392215
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.1155/2019/8794013
sha256
sha256:871c8b2601ba4d658bbcb33306feef2fc2e9e01229350d15d026870c110f831e
bytes
20577
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.1155/2019/8794013
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
PMC6662497
source
europe_pmc_fulltext
coverage
whole_body
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:GSE73953
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=GSE73953
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE73953
version
null
note
The data used to support the findings of this study are available from the corresponding author upon request.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The data used to support the findings of this study are available from the corresponding author upon request.
access_statement_kind
data_availability_statement
sample_accessions array · 25 items
[0]
GSM1906717
[1]
GSM1906718
[2]
GSM1906719
[3]
GSM1906720
[4]
GSM1906721
[5]
GSM1906722
[6]
GSM1906723
[7]
GSM1906724
[8]
GSM1906725
[9]
GSM1906726
[10]
GSM1906727
[11]
GSM1906728
[12]
GSM1906729
[13]
GSM1906730
[14]
GSM1906731
[15]
GSM1906732
[16]
GSM1906733
[17]
GSM1906734
[18]
GSM1906735
[19]
GSM1906736
[20]
GSM1906737
[21]
GSM1906738
[22]
GSM1906739
[23]
GSM1906740
[24]
GSM1906741
sample_count
25
group_sizes
null
group_sizes_basis
null
platform
4133
taxon
Homo sapiens
title
Microarray analysis of peripheral blood mononuclear cells (PBMCs) from IgA nephropathy patients, membranous nephropathy patients and healthy controls.
resolution_checked_at
2026-11-01T15:39:55Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[2] object · 15 fields
id
data:geo:GSE93798
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=GSE93798
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE93798
version
null
note
The data used to support the findings of this study are available from the corresponding author upon request.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The data used to support the findings of this study are available from the corresponding author upon request.
access_statement_kind
data_availability_statement
sample_accessions array · 42 items
[0]
GSM2462533
[1]
GSM2462534
[2]
GSM2462535
[3]
GSM2462536
[4]
GSM2462537
[5]
GSM2462538
[6]
GSM2462539
[7]
GSM2462540
[8]
GSM2462541
[9]
GSM2462542
[10]
GSM2462543
[11]
GSM2462544
[12]
GSM2462545
[13]
GSM2462546
[14]
GSM2462547
[15]
GSM2462548
[16]
GSM2462549
[17]
GSM2462550
[18]
GSM2462551
[19]
GSM2462552
[20]
GSM2462553
[21]
GSM2462554
[22]
GSM2462555
[23]
GSM2462556
[24]
GSM2462557
[25]
GSM2462558
[26]
GSM2462559
[27]
GSM2462560
[28]
GSM2462561
[29]
GSM2462562
[30]
GSM2462563
[31]
GSM2462564
[32]
GSM2462565
[33]
GSM2462566
[34]
GSM2462567
[35]
GSM2462568
[36]
GSM2462569
[37]
GSM2462570
[38]
GSM2462571
[39]
GSM2462572
[40]
GSM2462573
[41]
GSM2462574
sample_count
42
group_sizes
null
group_sizes_basis
null
platform
22945
taxon
Homo sapiens
title
Transcriptomic and proteomic profiling reveal insights of mesangial cell function in patients with IgA Nephropathy
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 · 16 fields
id
asset:table:pmid:31392215:1
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:d5380651319a6408918fa5227747310948cc9017da64d9ff31ce62a601ac31ef
bytes
660
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[10]/table-wrap[1]#tab1
version
null
note
Functional roles of 21 hub genes.
structure object · 5 fields
pmcid
PMC6662497
section_index
10
section_title
3.3. Hub Gene Selection and Analysis
row_count
22
column_count
3
table object · 8 fields
label
Table 1
caption
Functional roles of 21 hub genes.
rows array · 22 items
[0] array · 3 items
[0]
No.
[1]
Gene symbol
[2]
MCODE Score
[1] array · 3 items
[0]
1
[1]
CD44
[2]
8.00
[2] array · 3 items
[0]
2
[1]
FOSB
[2]
8.67
[3] array · 3 items
[0]
3
[1]
ZFP36
[2]
7.82
[4] array · 3 items
[0]
4
[1]
IER2
[2]
7.82
[5] array · 3 items
[0]
5
[1]
FOSL2
[2]
7.82
[6] array · 3 items
[0]
6
[1]
MMP2
[2]
8.00
[7] array · 3 items
[0]
7
[1]
FOSL1
[2]
8.00
[8] array · 3 items
[0]
8
[1]
EGR3
[2]
8.00
[9] array · 3 items
[0]
9
[1]
EGR1
[2]
8.67
[10] array · 3 items
[0]
10
[1]
BTG2
[2]
8.67
[11] array · 3 items
[0]
11
[1]
NR4A1
[2]
7.27
[12] array · 3 items
[0]
12
[1]
FOS
[2]
8.67
[13] array · 3 items
[0]
13
[1]
HBEGF
[2]
7.00
[14] array · 3 items
[0]
14
[1]
JUNB
[2]
8.67
[15] array · 3 items
[0]
15
[1]
IL1B
[2]
8.00
[16] array · 3 items
[0]
16
[1]
JUN
[2]
8.67
[17] array · 3 items
[0]
17
[1]
DUSP1
[2]
8.67
[18] array · 3 items
[0]
18
[1]
NR4A2
[2]
7.82
[19] array · 3 items
[0]
19
[1]
KLF6
[2]
7.00
[20] array · 3 items
[0]
20
[1]
PLG
[2]
8.00
[21] array · 3 items
[0]
21
[1]
SERPINE1
[2]
8.00
locator
section[10]/table-wrap[1]#tab1
gaps array · 4 items
[0]
asset:data:geo:GSE73953 not downloaded
[1]
asset:data:geo:GSE73953 licence not read
[2]
asset:data:geo:GSE93798 not downloaded
[3]
asset:data:geo:GSE93798 licence not read
analysis object · 4 fields
state
partial
methods array · 2 items
[0] object · 10 fields
id
method-1
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
[1] object · 10 fields
id
method-2
family
null
specific
null
label
GEO2R web tool
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
The DEGs between IgAN patients and normal subjects were analyzed using the GEO2R web tool (http://www.ncbi.nlm.nih.gov/geo/geo2r).
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 · 3 items
[0]
build_graph
[1]
centrality_scores
[2]
pathway_enrich
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: ppi_network.
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]
GSE93798
[1]
GSE73953
resolved_accessions array · 2 items
[0]
GSE93798
[1]
GSE73953
statements array · 1 item
[0]
The data used to support the findings of this study are available from the corresponding author upon request.
basis
The paper names GSE93798, GSE73953 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]
build_graph
[1]
centrality_scores
[2]
pathway_enrich
assets array · 3 items
[0]
source:pmid:31392215
[1]
data:geo:GSE73953
[2]
asset:table:pmid:31392215:1
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:GSE73953
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
2026-10-31T18:15:44Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
3
usage object · 3 fields
prompt_tokens
18078
completion_tokens
1055
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:31392215
type
paper
label
pmid:31392215
[1] object · 3 fields
id
source:pmid:31392215
type
manuscript
label
PMID 31392215 full text
[2] object · 3 fields
id
data:geo:GSE73953
type
dataset
label
GEO GSE73953
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:31392215
type
paper
label
pmid:31392215
[1] object · 3 fields
id
source:pmid:31392215
type
manuscript
label
PMID 31392215 full text
[2] object · 3 fields
id
data:geo:GSE73953
type
dataset
label
GEO GSE73953
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-31392215
type
extraction
used array · 1 item
[0]
source:pmid:31392215
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE73953
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE73953
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:31392215
parent_hash
sha256:3d9e9f6fa46895a9ee6cb281057f0dc3c0be087d3e36df58061ea1d177e3a81e
fork_of
null
gaps array · 9 items
[0]
asset:data:geo:GSE73953 licence not read
[1]
asset:data:geo:GSE73953 not downloaded
[2]
asset:data:geo:GSE93798 licence not read
[3]
asset:data:geo:GSE93798 not downloaded
[4]
execution.not_run
[5]
method.reader_named_unmapped
[6]
review.human_critique
[7]
review.independent_reader
[8]
review.machine_critique
assays array · 1 item
[0] object · 11 fields
role
analysis
definition_id
network_analysis
definition_version
f2132e96ae6c7a4e
required_operations array · 3 items
[0]
build_graph
[1]
centrality_scores
[2]
pathway_enrich
support_state
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
protein-protein interaction
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:31392215", "kind": "science-record", "revision": 5, "content_hash": "sha256:c87fcd33b8e03e983e38cc6b8e11dc0d532c108e6b41d7c5f8530ee52b72f1cf", "created_at": "2026-11-01T15:40:48Z", "updated_at": "2026-11-01T22:00:45Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Screening and Bioinformatics Analysis of IgA Nephropathy Gene Based on GEO Databases.", "doi": "10.1155/2019/8794013", "pmid": "31392215", "authors": ["Wang Qian", "Wang Xiaoyi", "Ye Zi"], "journal": "BioMed research international", "year": 2019, "abstract": "PURPOSE: To identify novel biomarkers of IgA nephropathy (IgAN) through bioinformatics analysis and elucidate the possible molecular mechanism.\nMETHODS: The GSE93798 and GSE73953 datasets containing microarray data from IgAN patients and healthy controls were downloaded from the GEO database and analyzed by the GEO2R web tool to obtain different expressed genes (DEGs). Gene Ontology (GO), Kyoto Encyclopedia of Genes and Genomes (KEGG) enrichment analysis, protein-protein interaction (PPI), and Biological Networks Gene Oncology tool (BiNGO) were then performed to elucidate the molecular mechanism of IgAN.\nRESULTS: A total of 223 DEGs were identified, of which 21 were hub genes, and involved in inflammatory response, cellular response to lipopolysaccharide, transcription factor activity, extracellular exosome, TNF signaling pathway, and MAPK signaling pathway.\nCONCLUSIONS: TNF and MAPK pathways likely form the basis of IgAN progression, and JUN/JUNB, FOS, NR4A1/2, EGR1, and FOSL1/2 are novel prognostic biomarkers of IgAN.", "claims": [{"id": "claim-method", "statement": "The DEGs between IgAN patients and normal subjects were analyzed using the GEO2R web tool (http://www.ncbi.nlm.nih.gov/geo/geo2r).", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:31392215", "locator": "sections[3] \"2.1. Identification of DEGs\" paragraph 2", "quote": "The DEGs between IgAN patients and normal subjects were analyzed using the GEO2R web tool (http://www.ncbi.nlm.nih.gov/geo/geo2r)."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The data used to support the findings of this study are available from the corresponding author upon request.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:31392215", "locator": "sections[14] \"Data Availability\" paragraph 2", "quote": "The data used to support the findings of this study are available from the corresponding author upon request."}], "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:31392215"], "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:GSE73953"], "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:GSE73953"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:31392215", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1155/2019/8794013", "sha256": "sha256:871c8b2601ba4d658bbcb33306feef2fc2e9e01229350d15d026870c110f831e", "bytes": 20577, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1155/2019/8794013", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC6662497", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE73953", "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=GSE73953", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE73953", "version": null, "note": "The data used to support the findings of this study are available from the corresponding author upon request.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The data used to support the findings of this study are available from the corresponding author upon request.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM1906717", "GSM1906718", "GSM1906719", "GSM1906720", "GSM1906721", "GSM1906722", "GSM1906723", "GSM1906724", "GSM1906725", "GSM1906726", "GSM1906727", "GSM1906728", "GSM1906729", "GSM1906730", "GSM1906731", "GSM1906732", "GSM1906733", "GSM1906734", "GSM1906735", "GSM1906736", "GSM1906737", "GSM1906738", "GSM1906739", "GSM1906740", "GSM1906741"], "sample_count": 25, "group_sizes": null, "group_sizes_basis": null, "platform": "4133", "taxon": "Homo sapiens", "title": "Microarray analysis of peripheral blood mononuclear cells (PBMCs) from IgA nephropathy patients, membranous nephropathy patients and healthy controls.", "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:GSE93798", "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=GSE93798", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE93798", "version": null, "note": "The data used to support the findings of this study are available from the corresponding author upon request.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The data used to support the findings of this study are available from the corresponding author upon request.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM2462533", "GSM2462534", "GSM2462535", "GSM2462536", "GSM2462537", "GSM2462538", "GSM2462539", "GSM2462540", "GSM2462541", "GSM2462542", "GSM2462543", "GSM2462544", "GSM2462545", "GSM2462546", "GSM2462547", "GSM2462548", "GSM2462549", "GSM2462550", "GSM2462551", "GSM2462552", "GSM2462553", "GSM2462554", "GSM2462555", "GSM2462556", "GSM2462557", "GSM2462558", "GSM2462559", "GSM2462560", "GSM2462561", "GSM2462562", "GSM2462563", "GSM2462564", "GSM2462565", "GSM2462566", "GSM2462567", "GSM2462568", "GSM2462569", "GSM2462570", "GSM2462571", "GSM2462572", "GSM2462573", "GSM2462574"], "sample_count": 42, "group_sizes": null, "group_sizes_basis": null, "platform": "22945", "taxon": "Homo sapiens", "title": "Transcriptomic and proteomic profiling reveal insights of mesangial cell function in patients with IgA Nephropathy", "resolution_checked_at": "2026-11-01T15:39:55Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "asset:table:pmid:31392215:1", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:d5380651319a6408918fa5227747310948cc9017da64d9ff31ce62a601ac31ef", "bytes": 660, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[10]/table-wrap[1]#tab1", "version": null, "note": "Functional roles of 21 hub genes.", "structure": {"pmcid": "PMC6662497", "section_index": 10, "section_title": "3.3. Hub Gene Selection and Analysis", "row_count": 22, "column_count": 3}, "table": {"label": "Table 1", "caption": "Functional roles of 21 hub genes.", "rows": [["No.", "Gene symbol", "MCODE Score"], ["1", "CD44", "8.00"], ["2", "FOSB", "8.67"], ["3", "ZFP36", "7.82"], ["4", "IER2", "7.82"], ["5", "FOSL2", "7.82"], ["6", "MMP2", "8.00"], ["7", "FOSL1", "8.00"], ["8", "EGR3", "8.00"], ["9", "EGR1", "8.67"], ["10", "BTG2", "8.67"], ["11", "NR4A1", "7.27"], ["12", "FOS", "8.67"], ["13", "HBEGF", "7.00"], ["14", "JUNB", "8.67"], ["15", "IL1B", "8.00"], ["16", "JUN", "8.67"], ["17", "DUSP1", "8.67"], ["18", "NR4A2", "7.82"], ["19", "KLF6", "7.00"], ["20", "PLG", "8.00"], ["21", "SERPINE1", "8.00"]], "row_count": 22, "column_count": 3, "numeric_cells": 44, "header_rows": 1, "locator": "section[10]/table-wrap[1]#tab1"}}], "gaps": ["asset:data:geo:GSE73953 not downloaded", "asset:data:geo:GSE73953 licence not read", "asset:data:geo:GSE93798 not downloaded", "asset:data:geo:GSE93798 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": "network_analysis", "specific": "ppi_network", "label": "Network / pathway analysis", "dsl_operations": ["build_graph", "centrality_scores", "pathway_enrich"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["edge_list"], "evidence": {"score": 0.7, "band": "medium", "quote": "protein-protein interaction"}}, {"id": "method-2", "family": null, "specific": null, "label": "GEO2R web tool", "dsl_operations": [], "missing_operations": [], "expressible": null, "parameters": {}, "data_shapes": [], "evidence": {"score": 1.0, "band": "verbatim", "quote": "The DEGs between IgAN patients and normal subjects were analyzed using the GEO2R web tool (http://www.ncbi.nlm.nih.gov/geo/geo2r)."}}], "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": ["build_graph", "centrality_scores", "pathway_enrich"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: ppi_network."}, "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": ["GSE93798", "GSE73953"], "resolved_accessions": ["GSE93798", "GSE73953"], "statements": ["The data used to support the findings of this study are available from the corresponding author upon request."], "basis": "The paper names GSE93798, GSE73953 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": ["build_graph", "centrality_scores", "pathway_enrich"], "assets": ["source:pmid:31392215", "data:geo:GSE73953", "asset:table:pmid:31392215:1"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE73953"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-10-31T18:15:44Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 3, "usage": {"prompt_tokens": 18078, "completion_tokens": 1055, "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:31392215", "type": "paper", "label": "pmid:31392215"}, {"id": "source:pmid:31392215", "type": "manuscript", "label": "PMID 31392215 full text"}, {"id": "data:geo:GSE73953", "type": "dataset", "label": "GEO GSE73953"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:31392215", "type": "paper", "label": "pmid:31392215"}, {"id": "source:pmid:31392215", "type": "manuscript", "label": "PMID 31392215 full text"}, {"id": "data:geo:GSE73953", "type": "dataset", "label": "GEO GSE73953"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-31392215", "type": "extraction", "used": ["source:pmid:31392215"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE73953", "type": "accession_resolution", "used": ["data:geo:GSE73953"], "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:31392215", "parent_hash": "sha256:3d9e9f6fa46895a9ee6cb281057f0dc3c0be087d3e36df58061ea1d177e3a81e", "fork_of": null, "generation": 4}, "gaps": ["asset:data:geo:GSE73953 licence not read", "asset:data:geo:GSE73953 not downloaded", "asset:data:geo:GSE93798 licence not read", "asset:data:geo:GSE93798 not downloaded", "execution.not_run", "method.reader_named_unmapped", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "analysis", "definition_id": "network_analysis", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["build_graph", "centrality_scores", "pathway_enrich"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 0.7, "evidence": ["protein-protein interaction"], "order_basis": "analysis_only", "id": "assay:1"}]}