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pmid:40823351

Bioinformatics Analysis and Identification of Ferroptosis-Related Gene TIMP1 as a Potential Biomarker of Asthma.

Yingjie Guo · He Zhu · Jiahui Lei · Fan Gao · Jinxin Ma · Limin Zhao

Journal of inflammation research · 2025 doi:10.2147/JIR.S529209

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Experiment

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Record details sci_version · id · kind · revision · content_hash · schema · created_at · updated_at · generator
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pmid:40823351
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science-record
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2026-11-01T20:30:55Z
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2026-11-01T22:14:34Z
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paper object · 10 fields
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title
Bioinformatics Analysis and Identification of Ferroptosis-Related Gene TIMP1 as a Potential Biomarker of Asthma.
doi
10.2147/JIR.S529209
pmid
40823351
authors array · 6 items
[0]
Yingjie Guo
[1]
He Zhu
[2]
Jiahui Lei
[3]
Fan Gao
[4]
Jinxin Ma
[5]
Limin Zhao
journal
Journal of inflammation research
year
2025
abstract
Background: Asthma is a chronic inflammatory airway disease characterized by multiple pathophysiological mechanisms. Ferroptosis is a novel form of programmed cell death. Studies have shown that ferroptosis may play a crucial role in the pathogenesis of asthma. However, ferroptosis-related genes have not yet been identified in the airway epithelial cells of patients with asthma. This study aims to identify ferroptosis-related genes in asthmatic airway epithelial cells, providing potential therapeutic targets for management of asthma. Methods: We obtained the asthma dataset GSE63142 from the GEO database and the ferroptosis genes from the FerrDb database. Key co-expression modules and core genes were identified through Weighted Gene Co-expression Network Analysis (WGCNA), followed by functional enrichment analyses on the core genes. By overlapping the core genes with ferroptosis-related genes, we identified a hub gene, Tissue Inhibitor of Metalloproteinase 1 (TIMP1). It was validated using an independent dataset GSE43696 and clinical samples. Gene Set Enrichment Analysis (GSEA) was performed to further explore its biological relevance. Results: WGCNA analysis yielded 23 core genes. Functional enrichment analysis revealed that these genes were significantly enriched in metabolic processes and ferroptosis. TIMP1 was identified as the sole hub gene. The expression of TIMP1 was significantly elevated in the SA groups compared to both the MMA groups (P<0.05) and normal controls (P<0.0001).The AUC values for diagnosing MMA and SA were 0.713 and 0.865, respectively. GSEA results indicated that TIMP1 was primarily enriched in the HIF-1 signaling pathway. TIMP1 mRNA expression levels were significantly higher in asthmatic groups compared to non-asthmatic control groups (P<0.05), while TIMP1 protein expression levels were markedly higher in asthmatic groups (P<0.001). Conclusion: Our findings suggest that TIMP1 is associated with ferroptosis in asthma and may serve as a novel biomarker or therapeutic target.
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Key co-expression modules and core genes were identified through Weighted Gene Co-expression Network Analysis (WGCNA), followed by functional enrichment analyses on the core genes.
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TIMP1 was identified as the sole hub gene.
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lineage object · 4 fields
parent_id
pmid:40823351
parent_hash
sha256:e0f319e9928a37dc6e09490d121ddbf801456206687828bdab14da394b4979e2
fork_of
null
gaps array · 9 items
[0]
asset:data:geo:GSE43696 licence not read
[1]
asset:data:geo:GSE43696 not downloaded
[2]
asset:data:geo:GSE63142 licence not read
[3]
asset:data:geo:GSE63142 not downloaded
[4]
execution.not_run
[5]
method.reader_named_unmapped
[6]
review.human_critique
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review.independent_reader
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review.machine_critique
assays array · 2 items
[0] object · 11 fields
role
data_generation
definition_id
western_blot
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 expression levels of TIMP1was detected by Western blot and the relative intensity was quantified by
order_basis
paper_text_order:5264
id
assay:1
[1] object · 11 fields
role
analysis
definition_id
diagnostic_evaluation
definition_version
f2132e96ae6c7a4e
required_operations array · 6 items
[0]
confusion_counts
[1]
roc_curve
[2]
sensitivity_specificity
[3]
solve_confusion_matrix
[4]
classification_metrics
[5]
published_precision_envelope
support_state
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
ROC curve
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:40823351", "kind": "science-record", "revision": 3, "content_hash": "sha256:75ff5d9ee772475ce9b1a3a2326895e56df4462afebecceaed604d2293de1e55", "created_at": "2026-11-01T20:30:55Z", "updated_at": "2026-11-01T22:14:34Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Bioinformatics Analysis and Identification of Ferroptosis-Related Gene TIMP1 as a Potential Biomarker of Asthma.", "doi": "10.2147/JIR.S529209", "pmid": "40823351", "authors": ["Yingjie Guo", "He Zhu", "Jiahui Lei", "Fan Gao", "Jinxin Ma", "Limin Zhao"], "journal": "Journal of inflammation research", "year": 2025, "abstract": "Background: Asthma is a chronic inflammatory airway disease characterized by multiple pathophysiological mechanisms. Ferroptosis is a novel form of programmed cell death. Studies have shown that ferroptosis may play a crucial role in the pathogenesis of asthma. However, ferroptosis-related genes have not yet been identified in the airway epithelial cells of patients with asthma. This study aims to identify ferroptosis-related genes in asthmatic airway epithelial cells, providing potential therapeutic targets for management of asthma.\nMethods: We obtained the asthma dataset GSE63142 from the GEO database and the ferroptosis genes from the FerrDb database. Key co-expression modules and core genes were identified through Weighted Gene Co-expression Network Analysis (WGCNA), followed by functional enrichment analyses on the core genes. By overlapping the core genes with ferroptosis-related genes, we identified a hub gene, Tissue Inhibitor of Metalloproteinase 1 (TIMP1). It was validated using an independent dataset GSE43696 and clinical samples. Gene Set Enrichment Analysis (GSEA) was performed to further explore its biological relevance.\nResults: WGCNA analysis yielded 23 core genes. Functional enrichment analysis revealed that these genes were significantly enriched in metabolic processes and ferroptosis. TIMP1 was identified as the sole hub gene. The expression of TIMP1 was significantly elevated in the SA groups compared to both the MMA groups (P<0.05) and normal controls (P<0.0001).The AUC values for diagnosing MMA and SA were 0.713 and 0.865, respectively. GSEA results indicated that TIMP1 was primarily enriched in the HIF-1 signaling pathway. TIMP1 mRNA expression levels were significantly higher in asthmatic groups compared to non-asthmatic control groups (P<0.05), while TIMP1 protein expression levels were markedly higher in asthmatic groups (P<0.001).\nConclusion: Our findings suggest that TIMP1 is associated with ferroptosis in asthma and may serve as a novel biomarker or therapeutic target.", "claims": [{"id": "claim-method", "statement": "Key co-expression modules and core genes were identified through Weighted Gene Co-expression Network Analysis (WGCNA), followed by functional enrichment analyses on the core genes.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:40823351", "locator": "sections[0] \"Abstract\" paragraph 2", "quote": "Key co-expression modules and core genes were identified through Weighted Gene Co-expression Network Analysis (WGCNA), followed by functional enrichment analyses on the core genes."}], "state": "complete"}, {"id": "claim-data-access", "statement": "We provide details of the materials and methods in our manuscript.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:40823351", "locator": "sections[26] \"Data Sharing Statement\" paragraph 2", "quote": "We provide details of the materials and methods in our manuscript."}], "state": "complete"}, {"id": "claim-target-result", "statement": "TIMP1 was identified as the sole hub gene.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:40823351", "locator": "sections[0] \"Abstract\" paragraph 3", "quote": "TIMP1 was identified as the sole hub gene."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "TIMP1 was identified as the sole hub gene.", "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:40823351"], "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:GSE43696"], "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:GSE43696"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:40823351", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.2147/JIR.S529209", "sha256": 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