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pmid:33468161

Identification of key biomarkers and immune infiltration in systemic lupus erythematosus by integrated bioinformatics analysis.

Xingwang Zhao · Longlong Zhang · Juan Wang · Min Zhang · Zhiqiang Song · Bing Ni · Yi You

Journal of translational medicine · 2021 doi:10.1186/s12967-020-02698-x

Paper

complete

Experiment

complete

Data

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Analysis

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Execution

absent

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Record details sci_version · id · kind · revision · content_hash · schema · created_at · updated_at · generator
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pmid:33468161
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science-record
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sha256:0edf7df11bc943d98cb596e937751540a17892a2d87588f9ec4f062442654d72
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https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T15:41:23Z
updated_at
2026-11-01T22:02:58Z
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paper object · 10 fields
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title
Identification of key biomarkers and immune infiltration in systemic lupus erythematosus by integrated bioinformatics analysis.
doi
10.1186/s12967-020-02698-x
pmid
33468161
authors array · 7 items
[0]
Xingwang Zhao
[1]
Longlong Zhang
[2]
Juan Wang
[3]
Min Zhang
[4]
Zhiqiang Song
[5]
Bing Ni
[6]
Yi You
journal
Journal of translational medicine
year
2021
abstract
BACKGROUND: Systemic lupus erythematosus (SLE) is a multisystemic, chronic inflammatory disease characterized by destructive systemic organ involvement, which could cause the decreased functional capacity, increased morbidity and mortality. Previous studies show that SLE is characterized by autoimmune, inflammatory processes, and tissue destruction. Some seriously-ill patients could develop into lupus nephritis. However, the cause and underlying molecular events of SLE needs to be further resolved. METHODS: The expression profiles of GSE144390, GSE4588, GSE50772 and GSE81622 were downloaded from the Gene Expression Omnibus (GEO) database to obtain differentially expressed genes (DEGs) between SLE and healthy samples. The gene ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway enrichments of DEGs were performed by metascape etc. online analyses. The protein-protein interaction (PPI) networks of the DEGs were constructed by GENEMANIA software. We performed Gene Set Enrichment Analysis (GSEA) to further understand the functions of the hub gene, Weighted gene co-expression network analysis (WGCNA) would be utilized to build a gene co-expression network, and the most significant module and hub genes was identified. CIBERSORT tools have facilitated the analysis of immune cell infiltration patterns of diseases. The receiver operating characteristic (ROC) analyses were conducted to explore the value of DEGs for SLE diagnosis. RESULTS: In total, 6 DEGs (IFI27, IFI44, IFI44L, IFI6, EPSTI1 and OAS1) were screened, Biological functions analysis identified key related pathways, gene modules and co-expression networks in SLE. IFI27 may be closely correlated with the occurrence of SLE. We found that an increased infiltration of moncytes, while NK cells resting infiltrated less may be related to the occurrence of SLE. CONCLUSION: IFI27 may be closely related pathogenesis of SLE, and represents a new candidate molecular marker of the occurrence and progression of SLE. Moreover immune cell infiltration plays important role in the progession of SLE.
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sections[10] "Principal component analysis (PCA)" paragraph 2
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The Pearson’s correlation test was performed to verify intra-group data repeatability in the per group.
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The datasets generated during and/or analyzed during the current study are available in the Gene Expression Omnibus (GEO) datasets (http://www.ncbi.nlm.nih.gov/geo/).
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sections[28] "Availability of data and materials" paragraph 2
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The datasets generated during and/or analyzed during the current study are available in the Gene Expression Omnibus (GEO) datasets (http://www.ncbi.nlm.nih.gov/geo/).
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title
Expression profiling of PBMCs from patients with systemic lupus erythematosus
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Identification of genes specifically over-expressed in lupus CD4 T and B cells
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Expression data in PBMCs from SLE patients and controls
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title
Whole genome transcription and DNA methylation analysis of peripheral blood mononuclear cells identified aberrant gene regulation pathways in systemic lupus erythematosus [expression]
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id
activity-read-33468161
type
extraction
used array · 1 item
[0]
source:pmid:33468161
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE144390
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE144390
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:33468161
parent_hash
sha256:1aaf2b30fd4f4ea045b8f2a22ec660d481b3d2734fcea7cc2e44f03d452c9b35
fork_of
null
gaps array · 13 items
[0]
asset:data:geo:GSE144390 licence not read
[1]
asset:data:geo:GSE144390 not downloaded
[2]
asset:data:geo:GSE4588 licence not read
[3]
asset:data:geo:GSE4588 not downloaded
[4]
asset:data:geo:GSE50772 licence not read
[5]
asset:data:geo:GSE50772 not downloaded
[6]
asset:data:geo:GSE81622 licence not read
[7]
asset:data:geo:GSE81622 not downloaded
[8]
execution.not_run
[9]
method.reader_named_unmapped
[10]
review.human_critique
[11]
review.independent_reader
[12]
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]
he high throughput analysis, DEGs in the six microarray datasets (GSE4588(CD4 T cells), GSE4588(B ce
order_basis
paper_text_order:2297
id
assay:1
[1] object · 11 fields
role
analysis
definition_id
principal_component_analysis
definition_version
f2132e96ae6c7a4e
required_operations array · 1 item
[0]
pca_fit
support_state
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
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PCA
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:33468161", "kind": "science-record", "revision": 7, "content_hash": "sha256:0edf7df11bc943d98cb596e937751540a17892a2d87588f9ec4f062442654d72", "created_at": "2026-11-01T15:41:23Z", "updated_at": "2026-11-01T22:02:58Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Identification of key biomarkers and immune infiltration in systemic lupus erythematosus by integrated bioinformatics analysis.", "doi": "10.1186/s12967-020-02698-x", "pmid": "33468161", "authors": ["Xingwang Zhao", "Longlong Zhang", "Juan Wang", "Min Zhang", "Zhiqiang Song", "Bing Ni", "Yi You"], "journal": "Journal of translational medicine", "year": 2021, "abstract": "BACKGROUND: Systemic lupus erythematosus (SLE) is a multisystemic, chronic inflammatory disease characterized by destructive systemic organ involvement, which could cause the decreased functional capacity, increased morbidity and mortality. Previous studies show that SLE is characterized by autoimmune, inflammatory processes, and tissue destruction. Some seriously-ill patients could develop into lupus nephritis. However, the cause and underlying molecular events of SLE needs to be further resolved.\nMETHODS: The expression profiles of GSE144390, GSE4588, GSE50772 and GSE81622 were downloaded from the Gene Expression Omnibus (GEO) database to obtain differentially expressed genes (DEGs) between SLE and healthy samples. The gene ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway enrichments of DEGs were performed by metascape etc. online analyses. The protein-protein interaction (PPI) networks of the DEGs were constructed by GENEMANIA software. We performed Gene Set Enrichment Analysis (GSEA) to further understand the functions of the hub gene, Weighted gene co-expression network analysis (WGCNA) would be utilized to build a gene co-expression network, and the most significant module and hub genes was identified. CIBERSORT tools have facilitated the analysis of immune cell infiltration patterns of diseases. The receiver operating characteristic (ROC) analyses were conducted to explore the value of DEGs for SLE diagnosis.\nRESULTS: In total, 6 DEGs (IFI27, IFI44, IFI44L, IFI6, EPSTI1 and OAS1) were screened, Biological functions analysis identified key related pathways, gene modules and co-expression networks in SLE. IFI27 may be closely correlated with the occurrence of SLE. We found that an increased infiltration of moncytes, while NK cells resting infiltrated less may be related to the occurrence of SLE.\nCONCLUSION: IFI27 may be closely related pathogenesis of SLE, and represents a new candidate molecular marker of the occurrence and progression of SLE. Moreover immune cell infiltration plays important role in the progession of SLE.", "claims": [{"id": "claim-method", "statement": "The Pearson’s correlation test was performed to verify intra-group data repeatability in the per group.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:33468161", "locator": "sections[10] \"Principal component analysis (PCA)\" paragraph 2", "quote": "The Pearson’s correlation test was performed to verify intra-group data repeatability in the per group."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The datasets generated during and/or analyzed during the current study are available in the Gene Expression Omnibus (GEO) datasets (http://www.ncbi.nlm.nih.gov/geo/).", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:33468161", "locator": "sections[28] \"Availability of data and materials\" paragraph 2", "quote": "The datasets generated during and/or analyzed during the current study are available in the Gene Expression Omnibus (GEO) datasets (http://www.ncbi.nlm.nih.gov/geo/)."}], "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:33468161"], "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:GSE144390"], "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:GSE144390"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:33468161", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1186/s12967-020-02698-x", "sha256": 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