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pmid:32426333

Dysregulation of Signaling Pathways Due to Differentially Expressed Genes From the B-Cell Transcriptomes of Systemic Lupus Erythematosus Patients - A Bioinformatics Approach.

S Udhaya Kumar · D Thirumal Kumar · R Siva · C George Priya Doss · Salma Younes · Nadin Younes · Mariem Sidenna · Hatem Zayed

Frontiers in bioengineering and biotechnology · 2020 doi:10.3389/fbioe.2020.00276

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2026-11-01T15:41:01Z
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title
Dysregulation of Signaling Pathways Due to Differentially Expressed Genes From the B-Cell Transcriptomes of Systemic Lupus Erythematosus Patients - A Bioinformatics Approach.
doi
10.3389/fbioe.2020.00276
pmid
32426333
authors array · 8 items
[0]
S Udhaya Kumar
[1]
D Thirumal Kumar
[2]
R Siva
[3]
C George Priya Doss
[4]
Salma Younes
[5]
Nadin Younes
[6]
Mariem Sidenna
[7]
Hatem Zayed
journal
Frontiers in bioengineering and biotechnology
year
2020
abstract
Systemic lupus erythematosus (SLE) is an autoimmune inflammatory disorder that is clinically complex and has increased production of autoantibodies. Via emerging technologies, researchers have identified genetic variants, expression profiling of genes, animal models, and epigenetic findings that have paved the way for a better understanding of the molecular and genetic mechanisms of SLE. Our current study aimed to illustrate the essential genes and molecular pathways that are potentially involved in the pathogenesis of SLE. This study incorporates the gene expression profiling data of the microarray dataset GSE30153 from the Gene Expression Omnibus (GEO) database, and differentially expressed genes (DEGs) between the B-cell transcriptomes of SLE patients and healthy controls were screened using the GEO2R web tool. The identified DEGs were subjected to STRING analysis and Cytoscape to explore the protein-protein interaction (PPI) networks between them. The MCODE (Molecular Complex Detection) plugin of Cytoscape was used to screen the cluster subnetworks that are highly interlinked between the DEGs. Subsequently, the clustered DEGs were subjected to functional annotation with ClueGO/CluePedia to identify the significant pathways that were enriched. For integrative analysis, we used GeneGo MetacoreTM, a Cortellis Solution software, to exhibit the Gene Ontology (GO) and enriched pathways between the datasets. Our study identified 4 upregulated and 13 downregulated genes. Analysis of GO and functional enrichment using ClueGO revealed the pathways that were statistically significant, including pathways involving T-cell costimulation, lymphocyte costimulation, negative regulation of vascular permeability, and B-cell receptor signaling. The DEGs were mainly enriched in metabolic networks such as the phosphatidylinositol-3,4,5-triphosphate pathway and the carnitine pathway. Additionally, potentially enriched pathways, such as the signaling pathways induced by oxidative stress and reactive oxygen species (ROS), chemotaxis and lysophosphatidic acid signaling induced via G protein-coupled receptors (GPCRs), and the androgen receptor activation pathway, were identified from the DEGs that were mainly associated with the immune system. Four genes (EGR1, CD38, CAV1, and AKT1) were identified to be strongly associated with SLE. Our integrative analysis using a multitude of bioinformatics tools might promote an understanding of the dysregulated pathways that are associated with SLE development and progression. The four DEGs in SLE patients might shed light on the pathogenesis of SLE and might serve as potential biomarkers in early diagnosis and as therapeutic targets for SLE.
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We performed a Benjamini–Hochberg test (to determine the false discovery rate) and T-tests to compute the false discovery rate (FDR) and p-values to identify the DEGs between SLE patients and healthy control human sorted B-cells
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sections[4] "Preprocessing of Data and DEG Identification" paragraph 2
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We performed a Benjamini–Hochberg test (to determine the false discovery rate) and T-tests to compute the false discovery rate (FDR) and p-values to identify the DEGs between SLE patients and healthy control human sorted B-cells
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Publicly available datasets were analyzed in this study. This data can be found here: https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE30153.
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Publicly available datasets were analyzed in this study. This data can be found here: https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE30153.
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B cell signature during inactive systemic lupus
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Identification of DEGs From the Dataset
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The primary characteristics of 26 studies in GSE30153 procured from the Gene Omnibus Expression database.
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Human sorted B cell
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Homo sapiens
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Homo sapiens
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Homo sapiens
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Systemic lupus erythematosus (SLE)
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Human sorted B cell
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Homo sapiens
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Human sorted B cell
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Human sorted B cell
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Significantly upregulated and downregulated DEGs between two groups from GSE30153 dataset are tabulated.
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Identification of DEGs From the Dataset
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caption
Significantly upregulated and downregulated DEGs between two groups from GSE30153 dataset are tabulated.
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1.22
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Screening of Module and Construction of Interlinking PPI Network
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caption
The interconnected regions are clustered from the GSE30153 dataset using MCODE plugin in Cytoscape.
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The interaction reports of key genes from pathway maps by Clarivate Analytics.
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Pathway Map Interaction Results From Clarivate
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The interaction reports of key genes from pathway maps by Clarivate Analytics.
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[0]
CD38
[1]
Generic enzyme
[2]
SEMA4D, CD19, c-Cbl
[3]
Generic receptor, generic binding protein, generic enzyme
[4]
Activation
[5]
Unspecified, Binding
[6]
CD31-induced activation of CD38 up-regulates Semaphorin 4D cell-surface expression in B cells, CD19/CD81 complex interacts with CD38 but this interaction is not required to induce proliferation in mouse B-lymphocytes, Fluorescence resource energy transfer and coimmunoprecipitation showed that c-Cbl and CD38 bind each other.
[7]
CD38
[8]
1
[9]
0.0031747
[10]
15613544; 17327405; 20570673; 22564057; 8695807; 18974118; 19635790
[3] array · 11 items
[0]
CAV1
[1]
Generic binding protein
[2]
ErbB2, MDR1, HTR2A, Androgen receptor
[3]
Receptor with enzyme activity, transporter, GPCR, transcription factor
[4]
Unspecified, Inhibition, activation
[5]
Binding
[6]
HER2 physically interacts with caveolin-1, Caveolin-1 interacts with p-gp, Down-regulation of caveolin-1 by siRNA reduced the interaction between p-gp and caveolin-1, followed by a decrease in [3H]-Taxol and [3H]-Vinblastine accumulation in RBE4 cells, Caveolin-1 physically interacts with HTR2A and increases its activity, Highly conserved 9 amino acid motif in the ligand binding domains (E domains) was identified in human/mouse ER alpha and ER beta, progesterone receptors A and B, and the androgen receptor. The localization sequence mediated palmitoylation of each SR, which facilitated caveolin-1 association, subsequent membrane localization, and steroid signaling.
[7]
CAV1
[8]
1
[9]
0.0048324
[10]
9374534; 9685399; 11697880; 22389470; 14622130; 15239129; 15498565; 17326770; 18485890; 19099191; 22389470; 25788263; 15190056; 8703009; 11278309; 17535799; 17940184; 18786521; 19931639; 22771325; 24375805
[4] array · 11 items
[0]
AKT1, AKT (PKB)
[1]
Protein kinase
[2]
FKHR, mTOR, Bcl-10, FOXO3A, HNF3-beta, GSK3 beta
[3]
Transcription factor, protein kinase, generic binding protein
[4]
Inhibition, activation
[5]
Phosphorylation
[6]
AKT1 phosphorylates FKHR1 and decreases its activity, Increased AKT phosphorylation regulates different metabolic pathways in liver, including increases in protein synthesis through activation of mTOR/p70 (S6kinase), AKT1 phosphorylates Bcl-10 and increases its activity, AKT1 phosphorylates FOXO3A and decreases its activity, AKT1 phosphorylates HNF3-beta and decreases its activity, AKT (PKB) inhibits GSK3 alpha by phosphorylation at Ser-9.
[7]
AKT1
[8]
1
[9]
0.0010146
[10]
10102273; 10358014; 10358075; 10377430; 11030146; 12393870; 16076959; 16099987; 16230533; 16603397; 17186497; 18388859; 18391970; 18420577; 18687691; 18786403; 19703413; 20940043; 21106439; 21157483; 21238503; 21407213; 21440577; 21708191; 21779512; 26053093; 27966458; 30413788; 10567225; 10910062; 11357143; 11438723; 12767043; 14970221; 15208671; 15549092; 16818631; 17660512; 18505677; 18566586; 18566587; 18678273; 21097843; 21177249; 21302298; 21343617; 22084251; 22595285; 23686889; 23872070; 26958938; 29221131; 16280327; 10102273; 12130673; 12767043; 17570479; 17577629; 17957242; 17960591; 18391970; 18687691; 19703413; 20223831; 20399660; 21106439; 21157483; 21440577; 21621563; 21708191; 21775285; 21779512; 24518891; 27966458; 14500912; 11584303; 11701324; 12124352; 12750378; 12808085; 14966899; 14985354; 15016802; 15297258
locator
section[12]/table-wrap[1]#T4
gaps array · 2 items
[0]
asset:data:geo:GSE30153 not downloaded
[1]
asset:data:geo:GSE30153 licence not read
analysis object · 4 fields
state
partial
methods array · 3 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
network_analysis
specific
pathway_enrichment
label
Network / pathway analysis
dsl_operations array · 1 item
[0]
pathway_enrich
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
edge_list
evidence object · 3 fields
score
0.8
band
high
quote
pathway enrichment
[2] object · 10 fields
id
method-3
family
null
specific
null
label
Benjamini–Hochberg test and T-tests
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 performed a Benjamini–Hochberg test (to determine the false discovery rate) and T-tests to compute the false discovery rate (FDR) and p-values to identify the DEGs between SLE patients and healthy control human sorted B-cells
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 · 1 item
[0]
GSE30153
resolved_accessions array · 1 item
[0]
GSE30153
statements array · 1 item
[0]
Publicly available datasets were analyzed in this study. This data can be found here: https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE30153.
basis
The paper names GSE30153 in NCBI GEO database (Gene Expression Omnibus 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]
build_graph
[1]
centrality_scores
[2]
pathway_enrich
assets array · 6 items
[0]
source:pmid:32426333
[1]
data:geo:GSE30153
[2]
asset:table:pmid:32426333:1
[3]
asset:table:pmid:32426333:2
[4]
asset:table:pmid:32426333:3
[5]
asset:table:pmid:32426333:4
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:GSE30153
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
2026-10-31T18:20:00Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
3
usage object · 3 fields
prompt_tokens
29453
completion_tokens
1378
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:32426333
type
paper
label
pmid:32426333
[1] object · 3 fields
id
source:pmid:32426333
type
manuscript
label
PMID 32426333 full text
[2] object · 3 fields
id
data:geo:GSE30153
type
dataset
label
GEO GSE30153
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:32426333
type
paper
label
pmid:32426333
[1] object · 3 fields
id
source:pmid:32426333
type
manuscript
label
PMID 32426333 full text
[2] object · 3 fields
id
data:geo:GSE30153
type
dataset
label
GEO GSE30153
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-32426333
type
extraction
used array · 1 item
[0]
source:pmid:32426333
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE30153
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE30153
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:32426333
parent_hash
sha256:f00631c03e41bf0e8d5e38a65e2aff11f89325a685d1daac98dcc55a89c86222
fork_of
null
gaps array · 7 items
[0]
asset:data:geo:GSE30153 licence not read
[1]
asset:data:geo:GSE30153 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 · 2 items
[0] object · 11 fields
role
data_generation
definition_id
microarray
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.93
evidence array · 1 item
[0]
es the gene expression profiling data of the microarray dataset GSE30153 from the Gene Expression Om
order_basis
paper_text_order:726
id
assay:1
[1] 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
consumes_earlier_output
id
assay:2
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:32426333", "kind": "science-record", "revision": 7, "content_hash": "sha256:114dd871c9cdd4b1171ffa227b80a6f62bef7e88eba8000be958c6a86102a701", "created_at": "2026-11-01T15:41:01Z", "updated_at": "2026-11-01T22:01:38Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Dysregulation of Signaling Pathways Due to Differentially Expressed Genes From the B-Cell Transcriptomes of Systemic Lupus Erythematosus Patients - A Bioinformatics Approach.", "doi": "10.3389/fbioe.2020.00276", "pmid": "32426333", "authors": ["S Udhaya Kumar", "D Thirumal Kumar", "R Siva", "C George Priya Doss", "Salma Younes", "Nadin Younes", "Mariem Sidenna", "Hatem Zayed"], "journal": "Frontiers in bioengineering and biotechnology", "year": 2020, "abstract": "Systemic lupus erythematosus (SLE) is an autoimmune inflammatory disorder that is clinically complex and has increased production of autoantibodies. Via emerging technologies, researchers have identified genetic variants, expression profiling of genes, animal models, and epigenetic findings that have paved the way for a better understanding of the molecular and genetic mechanisms of SLE. Our current study aimed to illustrate the essential genes and molecular pathways that are potentially involved in the pathogenesis of SLE. This study incorporates the gene expression profiling data of the microarray dataset GSE30153 from the Gene Expression Omnibus (GEO) database, and differentially expressed genes (DEGs) between the B-cell transcriptomes of SLE patients and healthy controls were screened using the GEO2R web tool. The identified DEGs were subjected to STRING analysis and Cytoscape to explore the protein-protein interaction (PPI) networks between them. The MCODE (Molecular Complex Detection) plugin of Cytoscape was used to screen the cluster subnetworks that are highly interlinked between the DEGs. Subsequently, the clustered DEGs were subjected to functional annotation with ClueGO/CluePedia to identify the significant pathways that were enriched. For integrative analysis, we used GeneGo MetacoreTM, a Cortellis Solution software, to exhibit the Gene Ontology (GO) and enriched pathways between the datasets. Our study identified 4 upregulated and 13 downregulated genes. Analysis of GO and functional enrichment using ClueGO revealed the pathways that were statistically significant, including pathways involving T-cell costimulation, lymphocyte costimulation, negative regulation of vascular permeability, and B-cell receptor signaling. The DEGs were mainly enriched in metabolic networks such as the phosphatidylinositol-3,4,5-triphosphate pathway and the carnitine pathway. Additionally, potentially enriched pathways, such as the signaling pathways induced by oxidative stress and reactive oxygen species (ROS), chemotaxis and lysophosphatidic acid signaling induced via G protein-coupled receptors (GPCRs), and the androgen receptor activation pathway, were identified from the DEGs that were mainly associated with the immune system. Four genes (EGR1, CD38, CAV1, and AKT1) were identified to be strongly associated with SLE. Our integrative analysis using a multitude of bioinformatics tools might promote an understanding of the dysregulated pathways that are associated with SLE development and progression. The four DEGs in SLE patients might shed light on the pathogenesis of SLE and might serve as potential biomarkers in early diagnosis and as therapeutic targets for SLE.", "claims": [{"id": "claim-method", "statement": "We performed a Benjamini–Hochberg test (to determine the false discovery rate) and T-tests to compute the false discovery rate (FDR) and p-values to identify the DEGs between SLE patients and healthy control human sorted B-cells", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:32426333", "locator": "sections[4] \"Preprocessing of Data and DEG Identification\" paragraph 2", "quote": "We performed a Benjamini–Hochberg test (to determine the false discovery rate) and T-tests to compute the false discovery rate (FDR) and p-values to identify the DEGs between SLE patients and healthy control human sorted B-cells"}], "state": "complete"}, {"id": "claim-data-access", "statement": "Publicly available datasets were analyzed in this study. This data can be found here: https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE30153.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:32426333", "locator": "sections[15] \"Data Availability Statement\" paragraph 2", "quote": "Publicly available datasets were analyzed in this study. This data can be found here: https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE30153."}], "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:32426333"], "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:GSE30153"], "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:GSE30153"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:32426333", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.3389/fbioe.2020.00276", "sha256": "sha256:5368feb5934a70d71013ddbcc2edc46bbfd8112cb3f0ea694ddb00be0d677149", "bytes": 41253, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.3389/fbioe.2020.00276", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC7203449", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE30153", "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=GSE30153", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE30153", "version": null, "note": "Publicly available datasets were analyzed in this study. This data can be found here: https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE30153.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Publicly available datasets were analyzed in this study. This data can be found here: https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE30153.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM746726", "GSM746727", "GSM746728", "GSM746729", "GSM746730", "GSM746731", "GSM746732", "GSM746733", "GSM746734", "GSM746735", "GSM746736", "GSM746737", "GSM746738", "GSM746739", "GSM746740", "GSM746741", "GSM746742", "GSM746743", "GSM746744", "GSM746745", "GSM746746", "GSM746747", "GSM746748", "GSM746750", "GSM746751", "GSM746752"], "sample_count": 26, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "B cell signature during inactive systemic lupus", "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:32426333:1", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:39bc4a70d7aa280b58df2f6998d9bd11b48e17de1ca9746ff7031099e921066e", "bytes": 2997, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[8]/table-wrap[1]#T1", "version": null, "note": "The primary characteristics of 26 studies in GSE30153 procured from the Gene Omnibus Expression database.", "structure": {"pmcid": "PMC7203449", "section_index": 8, "section_title": "Identification of DEGs From the Dataset", "row_count": 27, "column_count": 7}, "table": {"label": "TABLE 1", "caption": "The primary characteristics of 26 studies in GSE30153 procured from the Gene Omnibus Expression database.", "rows": [["Group", "Accession", "Title", "Organism", "Disease state", "Tissue", "Cell type"], ["Patient", "GSM746726", "Patient 1", "Homo sapiens", "Systemic lupus erythematosus (SLE)", "Blood", "Human sorted B cell"], ["", "GSM746727", "Patient 2", "Homo sapiens", "Systemic lupus erythematosus (SLE)", "Blood", "Human sorted B cell"], ["", "GSM746728", "Patient 3", "Homo sapiens", "Systemic lupus erythematosus (SLE)", "Blood", "Human sorted B cell"], ["", "GSM746729", "Patient 4", "Homo sapiens", "Systemic lupus erythematosus (SLE)", "Blood", "Human sorted B cell"], ["", "GSM746730", "Patient 5", "Homo sapiens", "Systemic lupus erythematosus (SLE)", "Blood", "Human sorted B cell"], ["", "GSM746731", "Patient 6", "Homo sapiens", "Systemic lupus erythematosus (SLE)", "Blood", "Human sorted B cell"], ["", "GSM746732", "Patient 7", "Homo sapiens", "Systemic lupus erythematosus (SLE)", "Blood", "Human sorted B cell"], ["", "GSM746733", "Patient 8", "Homo sapiens", "Systemic lupus erythematosus (SLE)", "Blood", "Human sorted B cell"], ["", "GSM746734", "Patient 9", "Homo sapiens", "Systemic lupus erythematosus (SLE)", "Blood", "Human sorted B cell"], ["", "GSM746735", "Patient 10", "Homo sapiens", "Systemic lupus erythematosus (SLE)", "Blood", "Human sorted B cell"], ["", "GSM746736", "Patient 11", "Homo sapiens", "Systemic lupus erythematosus (SLE)", "Blood", "Human sorted B cell"], ["", "GSM746737", "Patient 12", "Homo sapiens", "Systemic lupus erythematosus (SLE)", "Blood", "Human sorted B cell"], ["", "GSM746738", "Patient 13", "Homo sapiens", "Systemic lupus erythematosus (SLE)", "Blood", "Human sorted B cell"], ["", "GSM746739", "Patient 14", "Homo sapiens", "Systemic lupus erythematosus (SLE)", "Blood", "Human sorted B cell"], ["", "GSM746740", "Patient 15", "Homo sapiens", "Systemic lupus erythematosus (SLE)", "Blood", "Human sorted B cell"], ["", "GSM746741", "Patient 16", "Homo sapiens", "Systemic lupus erythematosus (SLE)", "Blood", "Human sorted B cell"], ["", "GSM746742", "Patient 17", "Homo sapiens", "Systemic lupus erythematosus (SLE)", "Blood", "Human sorted B cell"], ["Control", "GSM746743", "Control 1", "Homo sapiens", "Control", "Blood", "Human sorted B cell"], ["", "GSM746744", "Control 2", "Homo sapiens", "Control", "Blood", "Human sorted B cell"], ["", 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"access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[8]/table-wrap[2]#T2", "version": null, "note": "Significantly upregulated and downregulated DEGs between two groups from GSE30153 dataset are tabulated.", "structure": {"pmcid": "PMC7203449", "section_index": 8, "section_title": "Identification of DEGs From the Dataset", "row_count": 22, "column_count": 3}, "table": {"label": "TABLE 2", "caption": "Significantly upregulated and downregulated DEGs between two groups from GSE30153 dataset are tabulated.", "rows": [["GENE SYMBOL", "log2FC", "p-value"], ["Upregulating Genes"], ["EGR1", "1.22", "0.00074"], ["DSE", "1.125", "0.00291"], ["CD1C", "1.068", "0.00053"], ["GPM6A", "1.052", "0.00097"], ["GPM6A*", "1.043", "0.002981"], ["Downregulating Genes"], ["RRM2", "–2.406", "0.0027527"], ["RRM2*", "–2.152", "0.0030096"], ["TYMS", "–1.923", "0.0032032"], ["CD38", "–1.702", "0.0031747"], ["CAV1", "–1.516", "0.0048324"], ["MIR7110", "–1.4", "0.0027212"], ["ELL2", "–1.354", "0.0035256"], ["SLC44A1", "–1.219", "0.0035298"], ["SAR1B", "–1.176", "0.0049953"], ["MAN1A1", "–1.111", "0.004425"], ["CHAC2", "–1.071", "0.004354"], ["ERAP1", "–1.047", "0.005321"], ["ARF4", "–1.044", "0.0058274"], ["PDIA4", "–1.014", "0.0041988"]], "row_count": 22, "column_count": 3, "numeric_cells": 41, "header_rows": 1, "locator": "section[8]/table-wrap[2]#T2"}}, {"id": "asset:table:pmid:32426333:3", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:c410c33d05f6deebdabe5f0ad4cbe492dccf7edf0784997b51a14a6d277f4223", "bytes": 770, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[9]/table-wrap[1]#T3", "version": null, "note": "The interconnected regions are clustered from the GSE30153 dataset using MCODE plugin in Cytoscape.", "structure": {"pmcid": "PMC7203449", "section_index": 9, "section_title": "Screening of Module and Construction of Interlinking PPI Network", "row_count": 3, "column_count": 5}, "table": {"label": "TABLE 3", "caption": "The interconnected regions are clustered from the GSE30153 dataset using MCODE plugin in Cytoscape.", "rows": [["Cluster", "Score (density × No. of nodes)", "Nodes", "Edges", "Node IDs"], ["1", "5.043", "45", "116", "OBBP2, IL6ST, CD1C, ABHD15, PTPRJ, ITGAX, UNC5B, TLR10, CD38, GAS6, NCF4, MAPK9, DDAH2, PTPN6, GAB1, ARHGAP24, CUL3, PROX1, CYTH4, E2F6, TNFSF9, VEGFA, TYMS, IL7, RRM2, PRKCB, MPEG1, MARCKS, SLC2A5, ARHGAP35, BMP6, TCF3, AKT1, EIF4EBP2, GNG11, CAV1, FYN, EGR1, SIGLEC10, CD24, CHEK1, E2F7, CD84, CDK6, SRGN"], ["2", "3.625", "15", "29", "RRM2, CKAP2, MGLL, TCF3, SUB1, EGR1, POLA2, RPA1, CHEK1, E2F7, CASC5, DP2, E2F6, CDK6, TYMS"]], "row_count": 3, "column_count": 5, "numeric_cells": 9, "header_rows": 1, "locator": "section[9]/table-wrap[1]#T3"}}, {"id": "asset:table:pmid:32426333:4", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:cea73c541499c2c3a0299bf3dd01cf71cf64c2df9cd0f482d31df78dd0d55540", "bytes": 4369, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[12]/table-wrap[1]#T4", "version": null, "note": "The interaction reports of key genes from pathway maps by Clarivate Analytics.", "structure": {"pmcid": "PMC7203449", "section_index": 12, "section_title": "Pathway Map Interaction Results From Clarivate", "row_count": 5, "column_count": 11}, "table": {"label": "TABLE 4", "caption": "The interaction reports of key genes from pathway maps by Clarivate Analytics.", "rows": [["Network object “from”", "Object type", "Network object “to”", "Object type", "Effect", "Mechanism", "Link info", "Input IDs", "Signal", "P-value", "PMID"], ["EGR1", "Transcription factor", "IGF-2, APEX, SRD5A1, CD44, EGFR", "Receptor ligand, generic enzyme, generic enzyme, generic receptor, receptor with enzyme activity", "Activation", "Transcription regulation", "EGR1 increases IGF II expression, EGR1 binds to gene APEX promoter and activates APEX expression, Egr-1 trans-activates the 5alpha-R1 promoter via the Egr-1-binding site at position −60/−54, Putative EGR1 binding site is found in gene CD44 promoter, EGR1 binds to gene EGFR promoter and activates EGFR expression.", "EGR1", "1", "0.0032807", "8584025; 9925986; 10606246; 11336542; 16043101; 19276347; 29092905; 29170465; 15788231; 15936112; 17194527; 18215136; 8628295; 9300687; 12670907; 15155664; 15923644; 19195913; 20357818; 25673149; 1417865; 11830539; 16750517; 17230532; 19032775; 20190820; 23763269"], ["CD38", "Generic enzyme", "SEMA4D, CD19, c-Cbl", "Generic receptor, generic binding protein, generic enzyme", "Activation", "Unspecified, Binding", "CD31-induced activation of CD38 up-regulates Semaphorin 4D cell-surface expression in B cells, CD19/CD81 complex interacts with CD38 but this interaction is not required to induce proliferation in mouse B-lymphocytes, Fluorescence resource energy transfer and coimmunoprecipitation showed that c-Cbl and CD38 bind each other.", "CD38", "1", "0.0031747", "15613544; 17327405; 20570673; 22564057; 8695807; 18974118; 19635790"], ["CAV1", "Generic binding protein", "ErbB2, MDR1, HTR2A, Androgen receptor", "Receptor with enzyme activity, transporter, GPCR, transcription factor", "Unspecified, Inhibition, activation", "Binding", "HER2 physically interacts with caveolin-1, Caveolin-1 interacts with p-gp, Down-regulation of caveolin-1 by siRNA reduced the interaction between p-gp and caveolin-1, followed by a decrease in [3H]-Taxol and [3H]-Vinblastine accumulation in RBE4 cells, Caveolin-1 physically interacts with HTR2A and increases its activity, Highly conserved 9 amino acid motif in the ligand binding domains (E domains) was identified in human/mouse ER alpha and ER beta, progesterone receptors A and B, and the androgen receptor. The localization sequence mediated palmitoylation of each SR, which facilitated caveolin-1 association, subsequent membrane localization, and steroid signaling.", "CAV1", "1", "0.0048324", "9374534; 9685399; 11697880; 22389470; 14622130; 15239129; 15498565; 17326770; 18485890; 19099191; 22389470; 25788263; 15190056; 8703009; 11278309; 17535799; 17940184; 18786521; 19931639; 22771325; 24375805"], ["AKT1, AKT (PKB)", "Protein kinase", "FKHR, mTOR, Bcl-10, FOXO3A, HNF3-beta, GSK3 beta", "Transcription factor, protein kinase, generic binding protein", "Inhibition, activation", "Phosphorylation", "AKT1 phosphorylates FKHR1 and decreases its activity, Increased AKT phosphorylation regulates different metabolic pathways in liver, including increases in protein synthesis through activation of mTOR/p70 (S6kinase), AKT1 phosphorylates Bcl-10 and increases its activity, AKT1 phosphorylates FOXO3A and decreases its activity, AKT1 phosphorylates HNF3-beta and decreases its activity, AKT (PKB) inhibits GSK3 alpha by phosphorylation at Ser-9.", "AKT1", "1", "0.0010146", "10102273; 10358014; 10358075; 10377430; 11030146; 12393870; 16076959; 16099987; 16230533; 16603397; 17186497; 18388859; 18391970; 18420577; 18687691; 18786403; 19703413; 20940043; 21106439; 21157483; 21238503; 21407213; 21440577; 21708191; 21779512; 26053093; 27966458; 30413788; 10567225; 10910062; 11357143; 11438723; 12767043; 14970221; 15208671; 15549092; 16818631; 17660512; 18505677; 18566586; 18566587; 18678273; 21097843; 21177249; 21302298; 21343617; 22084251; 22595285; 23686889; 23872070; 26958938; 29221131; 16280327; 10102273; 12130673; 12767043; 17570479; 17577629; 17957242; 17960591; 18391970; 18687691; 19703413; 20223831; 20399660; 21106439; 21157483; 21440577; 21621563; 21708191; 21775285; 21779512; 24518891; 27966458; 14500912; 11584303; 11701324; 12124352; 12750378; 12808085; 14966899; 14985354; 15016802; 15297258"]], "row_count": 5, "column_count": 11, "numeric_cells": 21, "header_rows": 1, "locator": "section[12]/table-wrap[1]#T4"}}], "gaps": ["asset:data:geo:GSE30153 not downloaded", "asset:data:geo:GSE30153 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": "network_analysis", "specific": "pathway_enrichment", "label": "Network / pathway analysis", "dsl_operations": ["pathway_enrich"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["edge_list"], "evidence": {"score": 0.8, "band": "high", "quote": "pathway enrichment"}}, {"id": "method-3", "family": null, "specific": null, "label": "Benjamini–Hochberg test and T-tests", "dsl_operations": [], "missing_operations": [], "expressible": null, "parameters": {}, "data_shapes": [], "evidence": {"score": 1.0, "band": "verbatim", "quote": "We performed a Benjamini–Hochberg test (to determine the false discovery rate) and T-tests to compute the false discovery rate (FDR) and p-values to identify the DEGs between SLE patients and healthy control human sorted B-cells"}}], "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": ["GSE30153"], "resolved_accessions": ["GSE30153"], "statements": ["Publicly available datasets were analyzed in this study. This data can be found here: https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE30153."], "basis": "The paper names GSE30153 in NCBI GEO database (Gene Expression Omnibus database) 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:32426333", "data:geo:GSE30153", "asset:table:pmid:32426333:1", "asset:table:pmid:32426333:2", "asset:table:pmid:32426333:3", "asset:table:pmid:32426333:4"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE30153"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-10-31T18:20:00Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 3, "usage": {"prompt_tokens": 29453, "completion_tokens": 1378, "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:32426333", "type": "paper", "label": "pmid:32426333"}, {"id": "source:pmid:32426333", "type": "manuscript", "label": "PMID 32426333 full text"}, {"id": "data:geo:GSE30153", "type": "dataset", "label": "GEO GSE30153"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:32426333", "type": "paper", "label": "pmid:32426333"}, {"id": "source:pmid:32426333", "type": "manuscript", "label": "PMID 32426333 full text"}, {"id": "data:geo:GSE30153", "type": "dataset", "label": "GEO GSE30153"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-32426333", "type": "extraction", "used": ["source:pmid:32426333"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE30153", "type": "accession_resolution", "used": ["data:geo:GSE30153"], "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:32426333", "parent_hash": "sha256:f00631c03e41bf0e8d5e38a65e2aff11f89325a685d1daac98dcc55a89c86222", "fork_of": null, "generation": 6}, "gaps": ["asset:data:geo:GSE30153 licence not read", "asset:data:geo:GSE30153 not downloaded", "execution.not_run", "method.reader_named_unmapped", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "data_generation", "definition_id": "microarray", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.93, "evidence": ["es the gene expression profiling data of the microarray dataset GSE30153 from the Gene Expression Om"], "order_basis": "paper_text_order:726", "id": "assay:1"}, {"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": "consumes_earlier_output", "id": "assay:2"}]}