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pmid:32802866

Comprehensive Bioinformatics Analysis Reveals Hub Genes and Inflammation State of Rheumatoid Arthritis.

Conglin Ren · Mingshuang Li · Weibin Du · Jianlan Lü · Yang Zheng · Haipeng Xu · Renfu Quan

BioMed research international · 2020 doi:10.1155/2020/6943103

Paper

complete

Experiment

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Data

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Record details sci_version · id · kind · revision · content_hash · schema · created_at · updated_at · generator
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pmid:32802866
kind
science-record
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sha256:08652bbdc37d4e2b8e41a4ba48a42e4b73f7d47742a956ae0c5d0fd464484e61
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https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T15:41:08Z
updated_at
2026-11-01T22:45:13Z
generator object · 2 fields
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corpus-assay-engine
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paper object · 10 fields
state
complete
title
Comprehensive Bioinformatics Analysis Reveals Hub Genes and Inflammation State of Rheumatoid Arthritis.
doi
10.1155/2020/6943103
pmid
32802866
authors array · 7 items
[0]
Conglin Ren
[1]
Mingshuang Li
[2]
Weibin Du
[3]
Jianlan Lü
[4]
Yang Zheng
[5]
Haipeng Xu
[6]
Renfu Quan
journal
BioMed research international
year
2020
abstract
Rheumatoid arthritis (RA) is an autoimmune disease characterized by erosive arthritis, which has not been thoroughly cured yet, and standardized treatment is helpful for alleviating clinical symptoms. Here, various bioinformatics analysis tools were comprehensively utilized, aiming to identify critical biomarkers and possible pathogenesis of RA. Three gene expression datasets profiled by microarray were obtained from GEO database. Dataset GSE55235 and GSE55457 were merged for subsequent analyses. We identified differentially expressed genes (DEGs) in RStudio with limma package, performing functional enrichment analysis based on GSEA software and clusterProfiler package. Next, protein-protein interaction (PPI) network was set up through STRING database and Cytoscape. Moreover, CIBERSORT website was used to assess the inflammatory state of RA. Finally, we validated the candidate hub genes with dataset GSE77298. As a result, we identified 106 DEGs (72 upregulated and 34 downregulated genes). Through GO, KEGG, and GSEA analysis, we found that DEGs were mainly involved in immune response and inflammatory signaling pathway. With the help of Cytoscape software and MCODE plug-in, the most prominent subnetwork was screened out, containing 14 genes and 45 edges. For ROC curve analysis, eight genes with AUC >0.80 were considered as hub genes of RA. In conclusion, compared with healthy controls, the DEGs and their closely related biological functions were analyzed, and we held that chemokines and immune cells infiltration promote the progression of rheumatoid arthritis. Targeting the eight biomarkers we identified may be useful for the diagnosis and treatment of rheumatoid arthritis.
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Differentially expressed genes (DEGs) were screened out by limma package [16] based on the comparison of expression values between HC samples and RA samples.
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sections[4] "2.2. Identification of DEGs" paragraph 2
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Differentially expressed genes (DEGs) were screened out by limma package [16] based on the comparison of expression values between HC samples and RA samples.
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The data that support the findings of this study are openly available.
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sections[19] "Data Availability" paragraph 2
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The data that support the findings of this study are openly available.
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Read the published estimate from the source
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Homo sapiens
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Identification of rheumatoid arthritis and osteoarthritis patients by transcriptome-based rule set generation
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2026-11-01T15:39:54Z
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The data that support the findings of this study are openly available.
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null
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null
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96
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Homo sapiens
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Identification of rheumatoid arthritis and osteoarthritis patients by transcriptome-based rule set generation [Jena]
resolution_checked_at
2026-11-01T15:39:54Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
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data:geo:GSE77298
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https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE77298
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null
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GSE77298
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null
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The data that support the findings of this study are openly available.
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GEO
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GEO accession URL
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The data that support the findings of this study are openly available.
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[21]
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[22]
GSM2048287
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23
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null
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null
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570
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Homo sapiens
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Synovial biopsies of rheumatoid arthritis and healthy controls
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2026-11-01T15:39:55Z
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identifier_resolution_only_no_download_no_licence_read
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[4] object · 16 fields
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GO analysis results of DEGs (top 8 terms of each category were listed).
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11
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3.2. GO and KEGG Enrichment Analysis
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Table 1
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GO analysis results of DEGs (top 8 terms of each category were listed).
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[0] array · 5 items
[0]
Ontology
[1]
ID
[2]
Description
[3]
Adj. p value
[4]
Count
[1] array · 5 items
[0]
BP
[1]
GO:0050900
[2]
Leukocyte migration
[3]
2.33E-08
[4]
18
[2] array · 5 items
[0]
BP
[1]
GO:0050851
[2]
Antigen receptor-mediated signaling pathway
[3]
2.33E-08
[4]
15
[3] array · 5 items
[0]
BP
[1]
GO:0002449
[2]
Lymphocyte mediated immunity
[3]
6.91E-08
[4]
15
[4] array · 5 items
[0]
BP
[1]
GO:0051249
[2]
Regulation of lymphocyte activation
[3]
6.91E-08
[4]
17
[5] array · 5 items
[0]
BP
[1]
GO:0050853
[2]
B cell receptor signaling pathway
[3]
2.54E-07
[4]
10
[6] array · 5 items
[0]
BP
[1]
GO:0002429
[2]
Immune response-activating cell surface receptor signaling pathway
[3]
3.05E-07
[4]
16
[7] array · 5 items
[0]
BP
[1]
GO:0030098
[2]
Lymphocyte differentiation
[3]
4.36E-07
[4]
14
[8] array · 5 items
[0]
BP
[1]
GO:0006959
[2]
Humoral immune response
[3]
4.36E-07
[4]
14
[9] array · 5 items
[0]
CC
[1]
GO:0009897
[2]
External side of plasma membrane
[3]
1.28E-08
[4]
17
[10] array · 5 items
[0]
CC
[1]
GO:0042571
[2]
Immunoglobulin complex, circulating
[3]
7.02E-06
[4]
7
[11] array · 5 items
[0]
CC
[1]
GO:0019814
[2]
Immunoglobulin complex
[3]
8.86E-06
[4]
9
[12] array · 5 items
[0]
CC
[1]
GO:0042101
[2]
T cell receptor complex
[3]
0.008265
[4]
5
[13] array · 5 items
[0]
CC
[1]
GO:0001772
[2]
Immunological synapse
[3]
0.012398
[4]
3
[14] array · 5 items
[0]
CC
[1]
GO:0072562
[2]
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[3]
0.012678
[4]
5
[15] array · 5 items
[0]
CC
[1]
GO:0042613
[2]
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[3]
0.030215
[4]
2
[16] array · 5 items
[0]
CC
[1]
GO:0098802
[2]
Plasma membrane receptor complex
[3]
0.033455
[4]
6
[17] array · 5 items
[0]
MF
[1]
GO:0034987
[2]
Immunoglobulin receptor binding
[3]
8.86E-06
[4]
7
[18] array · 5 items
[0]
MF
[1]
GO:0008009
[2]
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[3]
1.34E-05
[4]
6
[19] array · 5 items
[0]
MF
[1]
GO:0045236
[2]
CXCR chemokine receptor binding
[3]
1.51E-05
[4]
4
[20] array · 5 items
[0]
MF
[1]
GO:0042379
[2]
Chemokine receptor binding
[3]
5.51E-05
[4]
6
[21] array · 5 items
[0]
MF
[1]
GO:0003823
[2]
Antigen binding
[3]
7.28E-05
[4]
8
[22] array · 5 items
[0]
MF
[1]
GO:0005125
[2]
Cytokine activity
[3]
7.80E-05
[4]
9
[23] array · 5 items
[0]
MF
[1]
GO:0048018
[2]
Receptor ligand activity
[3]
0.000201
[4]
12
[24] array · 5 items
[0]
MF
[1]
GO:0001664
[2]
G protein-coupled receptor binding
[3]
0.002229
[4]
8
locator
section[11]/table-wrap[1]#tab1
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Top 10 pathways of KEGG analysis.
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PMC7424395
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11
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3.2. GO and KEGG Enrichment Analysis
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11
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4
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Table 2
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Top 10 pathways of KEGG analysis.
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[0] array · 4 items
[0]
ID
[1]
Description
[2]
Adj. p value
[3]
Count
[1] array · 4 items
[0]
hsa04060
[1]
Cytokine-cytokine receptor interaction
[2]
1.44E-05
[3]
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[0]
hsa04061
[1]
Viral protein interaction with cytokine and cytokine receptor
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0.000459
[3]
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[0]
hsa04062
[1]
Chemokine signaling pathway
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0.002564
[3]
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hsa04659
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Th17 cell differentiation
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0.003911
[3]
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hsa03320
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PPAR signaling pathway
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0.005839
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hsa04658
[1]
Th1 and Th2 cell differentiation
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0.011245
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hsa04657
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0.011245
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Hematopoietic cell lineage
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0.01248
[3]
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0.013885
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hsa05020
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0.026379
[3]
3
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section[11]/table-wrap[2]#tab2
gaps array · 6 items
[0]
asset:data:geo:GSE55235 not downloaded
[1]
asset:data:geo:GSE55235 licence not read
[2]
asset:data:geo:GSE55457 not downloaded
[3]
asset:data:geo:GSE55457 licence not read
[4]
asset:data:geo:GSE77298 not downloaded
[5]
asset:data:geo:GSE77298 licence not read
analysis object · 4 fields
state
complete
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[0] object · 10 fields
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method-1
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differential_expression
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Differential expression analysis
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[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
missing_operations array · 0 items
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[0]
count_matrix_with_condition
evidence object · 3 fields
score
1
band
verbatim
quote
Differentially expressed genes (DEGs) were screened out by limma package [16] based on the comparison of expression values between HC samples and RA samples.
[1] object · 10 fields
id
method-2
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network_analysis
specific
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Network / pathway analysis
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[0]
build_graph
[1]
centrality_scores
[2]
pathway_enrich
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parameters object · 0 fields
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[0]
edge_list
evidence object · 3 fields
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0.7
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protein-protein interaction
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method-3
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diagnostic_evaluation
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Diagnostic test evaluation
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[0]
confusion_counts
[1]
roc_curve
[2]
sensitivity_specificity
[3]
solve_confusion_matrix
[4]
classification_metrics
[5]
published_precision_envelope
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parameters object · 0 fields
data_shapes array · 1 item
[0]
reference_standard_and_test
evidence object · 3 fields
score
0.7
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quote
ROC curve
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gaps array · 0 items
capability object · 3 fields
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complete
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[0] object · 6 fields
capability_id
capability:computational_analysis
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Computational analysis platform
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[0]
meta_analysis
[1]
machine_learning
[2]
survival_analysis
[3]
statistical_regression
[4]
pca
[5]
molecular_docking
[6]
network_analysis
[7]
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[8]
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candidate
Automated Assays Laravel application and simulated adapters
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readiness object · 8 fields
state
complete
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nothing:replicable_now
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[0]
normalise_counts
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fdr_bh
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The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: limma_voom.
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tier
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capability:computational_analysis
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The computational analysis is owned. The physical bench the paper used is not, so a physical validation cannot be run here.
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tier
R1
reachable
true
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[0]
GSE55235
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GSE55457
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GSE77298
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[0]
GSE55235
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GSE55457
[2]
GSE77298
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[0]
The data that support the findings of this study are openly available.
basis
The paper names GSE55235, GSE55457, GSE77298 in Gene Expression Omnibus (GEO) database and the accession resolves in the repository. No dataset was downloaded and no licence was read.
can_run object · 3 fields
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[0]
normalise_counts
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differential_expression_fit
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fdr_bh
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[0]
source:pmid:32802866
[1]
data:geo:GSE55235
[2]
asset:table:pmid:32802866:1
[3]
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. Three gene expression datasets profiled by microarray were obtained from GEO database. Dataset GSE
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Differentially expressed genes (DEGs) were screened out by limma package [16] based on the comparison of expression values between HC samples and RA samples.
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Complete file
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Here, various bioinformatics analysis tools were comprehensively utilized, aiming to identify critical biomarkers and possible pathogenesis of RA. Three gene expression datasets profiled by microarray were obtained from GEO database. Dataset GSE55235 and GSE55457 were merged for subsequent analyses. We identified differentially expressed genes (DEGs) in RStudio with limma package, performing functional enrichment analysis based on GSEA software and clusterProfiler package. Next, protein-protein interaction (PPI) network was set up through STRING database and Cytoscape. Moreover, CIBERSORT website was used to assess the inflammatory state of RA. Finally, we validated the candidate hub genes with dataset GSE77298. As a result, we identified 106 DEGs (72 upregulated and 34 downregulated genes). Through GO, KEGG, and GSEA analysis, we found that DEGs were mainly involved in immune response and inflammatory signaling pathway. With the help of Cytoscape software and MCODE plug-in, the most prominent subnetwork was screened out, containing 14 genes and 45 edges. For ROC curve analysis, eight genes with AUC >0.80 were considered as hub genes of RA. In conclusion, compared with healthy controls, the DEGs and their closely related biological functions were analyzed, and we held that chemokines and immune cells infiltration promote the progression of rheumatoid arthritis. Targeting the eight biomarkers we identified may be useful for the diagnosis and treatment of rheumatoid arthritis.", "claims": [{"id": "claim-method", "statement": "Differentially expressed genes (DEGs) were screened out by limma package [16] based on the comparison of expression values between HC samples and RA samples.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:32802866", "locator": "sections[4] \"2.2. 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