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pmid:34760904

Identification and Validation of IFI44 as Key Biomarker in Lupus Nephritis.

Lingling Shen · Lan Lan · Tingting Zhu · Hongjun Chen · Haifeng Gu · Cuili Wang · Ying Chen · Minmin Wang · Haiyan Tu · Philipp Enghard · Hong Jiang · Jianghua Chen

Frontiers in medicine · 2021 doi:10.3389/fmed.2021.762848

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Experiment

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Data

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Analysis

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pmid:34760904
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title
Identification and Validation of IFI44 as Key Biomarker in Lupus Nephritis.
doi
10.3389/fmed.2021.762848
pmid
34760904
authors array · 12 items
[0]
Lingling Shen
[1]
Lan Lan
[2]
Tingting Zhu
[3]
Hongjun Chen
[4]
Haifeng Gu
[5]
Cuili Wang
[6]
Ying Chen
[7]
Minmin Wang
[8]
Haiyan Tu
[9]
Philipp Enghard
[10]
Hong Jiang
[11]
Jianghua Chen
journal
Frontiers in medicine
year
2021
abstract
Lupus nephritis (LN) is a common and severe organ manifestation of systemic lupus erythematosus (SLE) and is a major cause of SLE related deaths. Early diagnosis is essential to improve the prognosis of patients with LN. To screen the potential biomarkers associated with LN, we downloaded the gene expression profile of GSE99967 from the Gene Expression Omnibus (GEO) database. Weighted gene co-expression network analysis (WGCNA) was utilized to construct a gene co-expression network and identify gene modules associated with LN. Gene Ontology (GO) analysis was also applied to explore the biological function of genes and identify the key module. Differentially expressed genes (DEGs) were identified and Maximal Clique Centrality (MCC) values were calculated to screen hub genes. Furthermore, we selected promising biomarkers for real-time PCR (qRT-PCR) and enzyme-linked immunosorbent assay (ELISA) validation in independent cohorts. Our results indicated that five hub genes, including IFI44, IFIT3, HERC5, RSAD2, and DDX60 play vital roles in the pathogenesis of LN. Importantly, IFI44 may considered as a key biomarker in LN for its diagnostic capabilities, which is also a promising therapeutic target in the future.
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The R package “WGCNA” (7) was utilized to construct the co-expression network of all genes in the GSE99967 dataset.
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The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.
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Five hub genes, IFI44, IFIT3, HERC5, RSAD2, and DDX60, were identified as playing vital roles in the pathogenesis of lupus nephritis.
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Our results indicated that five hub genes, including IFI44, IFIT3, HERC5, RSAD2, and DDX60 play vital roles in the pathogenesis of LN.
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sections[16] "Identification of Hub Genes" paragraph 3
quote
Among these ten genes, 5 DEGs were identified as hub genes, including interferon induced protein 44 (IFI44), interferon induced protein with tetratricopeptide repeats three (IFIT3), HECT and RLD domain containing E3 ubiquitin protein ligase 5 (HERC5), radical S-adenosyl methionine domain containing two (RSAD2), and DExD/H-box helicase 60 (DDX60).
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Five hub genes, IFI44, IFIT3, HERC5, RSAD2, and DDX60, were identified as playing vital roles in the pathogenesis of lupus nephritis.
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Expression data from human with lupus nephritis (LN)
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IFNalpha kinoid induces neutralizing anti-IFNalpha antibodies that decrease the expression of IFN-induced and B cell activation associated transcripts: analysis of extended follow-up data from the IFN-K phase I/II study
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Identification of a neutrophil-related gene expression signature that distinguishes between adult patients with and without nephritis in active systemic lupus erythematosus
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activity-resolve-GSE32591
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE32591
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
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lineage object · 4 fields
parent_id
pmid:34760904
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sha256:e5999b47b62a8ba2361367004f66335cadfe4529076768bcb955972650974b5d
fork_of
null
gaps array · 11 items
[0]
asset:data:geo:GSE32591 licence not read
[1]
asset:data:geo:GSE32591 not downloaded
[2]
asset:data:geo:GSE72798 licence not read
[3]
asset:data:geo:GSE72798 not downloaded
[4]
asset:data:geo:GSE99967 licence not read
[5]
asset:data:geo:GSE99967 not downloaded
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execution.not_run
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method.reader_named_unmapped
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review.human_critique
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review.independent_reader
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review.machine_critique
assays array · 3 items
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data_generation
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
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assay_lexicon
99e1195c7d6f
confidence
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evidence array · 1 item
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paper_text_order:866
id
assay:1
[1] object · 11 fields
role
data_generation
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
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evidence array · 2 items
[0]
-PCR) and enzyme-linked immunosorbent assay (ELISA) validation in independent cohorts. Our resu
[1]
g biomarkers for real-time PCR (qRT-PCR) and enzyme-linked immunosorbent assay (ELISA) validation in independent cohorts. O
order_basis
paper_text_order:894
id
assay:2
[2] object · 11 fields
role
analysis
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network_analysis
definition_version
f2132e96ae6c7a4e
required_operations array · 3 items
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build_graph
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centrality_scores
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pathway_enrich
support_state
supported
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dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
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order_basis
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id
assay:3
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:34760904", "kind": "science-record", "revision": 4, "content_hash": "sha256:e9943bb57c1c0042f2ec1ae2b06d008b37e45f24cd135cf75b033ceb4e954641", "created_at": "2026-11-01T17:36:27Z", "updated_at": "2026-11-01T22:05:08Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Identification and Validation of IFI44 as Key Biomarker in Lupus Nephritis.", "doi": "10.3389/fmed.2021.762848", "pmid": "34760904", "authors": ["Lingling Shen", "Lan Lan", "Tingting Zhu", "Hongjun Chen", "Haifeng Gu", "Cuili Wang", "Ying Chen", "Minmin Wang", "Haiyan Tu", "Philipp Enghard", "Hong Jiang", "Jianghua Chen"], "journal": "Frontiers in medicine", "year": 2021, "abstract": "Lupus nephritis (LN) is a common and severe organ manifestation of systemic lupus erythematosus (SLE) and is a major cause of SLE related deaths. Early diagnosis is essential to improve the prognosis of patients with LN. To screen the potential biomarkers associated with LN, we downloaded the gene expression profile of GSE99967 from the Gene Expression Omnibus (GEO) database. Weighted gene co-expression network analysis (WGCNA) was utilized to construct a gene co-expression network and identify gene modules associated with LN. Gene Ontology (GO) analysis was also applied to explore the biological function of genes and identify the key module. Differentially expressed genes (DEGs) were identified and Maximal Clique Centrality (MCC) values were calculated to screen hub genes. Furthermore, we selected promising biomarkers for real-time PCR (qRT-PCR) and enzyme-linked immunosorbent assay (ELISA) validation in independent cohorts. Our results indicated that five hub genes, including IFI44, IFIT3, HERC5, RSAD2, and DDX60 play vital roles in the pathogenesis of LN. 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