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pmid:36741285

Identification of hub genes significantly linked to subarachnoid hemorrhage and epilepsy via bioinformatics analysis.

Hong Gao · Jie Li · Qiuping Li · Yuanxiang Lin

Frontiers in neurology · 2023 doi:10.3389/fneur.2023.1061860

Paper

complete

Experiment

complete

Data

partial

Analysis

partial

Execution

absent

Execution evidence has not yet been added to this .science file. Explore its methods, data and open questions to plan the next step.
Record details sci_version · id · kind · revision · content_hash · schema · created_at · updated_at · generator
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pmid:36741285
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created_at
2026-11-01T19:01:18Z
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2026-11-01T22:08:42Z
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paper object · 10 fields
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title
Identification of hub genes significantly linked to subarachnoid hemorrhage and epilepsy via bioinformatics analysis.
doi
10.3389/fneur.2023.1061860
pmid
36741285
authors array · 4 items
[0]
Hong Gao
[1]
Jie Li
[2]
Qiuping Li
[3]
Yuanxiang Lin
journal
Frontiers in neurology
year
2023
abstract
Background: Although epilepsy has been linked to subarachnoid hemorrhage (SAH), the underlying mechanism has not been fully elucidated. This study aimed to further explore the potential mechanisms in epilepsy and SAH through genes. Methods: Gene expression profiles for subarachnoid hemorrhage (GSE36791) and epilepsy (GSE143272) were downloaded from the Gene Expression Omnibus (GEO) database. Differential expression analysis was performed to identify the common differentially expressed genes (DEGs) to epilepsy and SAH, which were further analyzed by functional enrichment analysis. Single-sample gene set enrichment analysis (ssGSEA) and weighted correlation network analysis (WGCNA) were used to identify common module genes related to the infiltration of immune cells in epilepsy and SAH. Hub module genes were identified using a protein-protein interaction (PPI) network. Finally, the most relevant genes were obtained by taking the intersection points between the DEGs and hub module genes. We performed validation by retrospectively analyzing the RT-PCR levels of the most relevant genes in patients with pure SAH and patients with SAH complicated with epilepsy. Our experiments verified that the SAH and SAH+epilepsy groups were significantly different from the normal control group. In addition, significant differences were observed between the SAH and SAH+epilepsy groups. Results: In total, 159 common DEGs-85 downregulated genes and 74 upregulated genes-were identified. Functional analysis emphasized that the immune response was a common feature to epilepsy and SAH. The results of ssGSEA and WGCNA revealed changes in immunocyte recruitment and the related module genes. Finally, MMP9 and C3aR1 were identified as hub genes, and RT-PCR confirmed that the expression levels of the hub genes were higher in epilepsy and SAH samples than in normal samples. Conclusions: Our study revealed the pathogenesis of SAH complicated with epilepsy and identified hub genes that might provide new ideas for further mechanistic studies.
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Differences between experimental groups were determined by applying unpaired t-tests.
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Finally, MMP9 and C3aR1 were identified as hub genes, and RT-PCR confirmed that the expression levels of the hub genes were higher in epilepsy and SAH samples than in normal samples.
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Finally, MMP9 and C3aR1 were identified as hub genes, and RT-PCR confirmed that the expression levels of the hub genes were higher in epilepsy and SAH samples than in normal samples.
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Finally, MMP9 and C3aR1 were identified as hub genes, and RT-PCR confirmed that the expression levels of the hub genes were higher in epilepsy and SAH samples than in normal samples.
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Peripheral blood expression profiles of patients with epilepsy receiving and not receiving antiepileptic drug monotherapy and their differential response to the treatment.
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Gene expression profiling of blood in ruptured intracranial aneurysms
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Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:36741285", "kind": "science-record", "revision": 3, "content_hash": "sha256:b41702766f0d17e7c7823c4f49f5034b02800a20a621d01cd69f6e66763228a9", "created_at": "2026-11-01T19:01:18Z", "updated_at": "2026-11-01T22:08:42Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Identification of hub genes significantly linked to subarachnoid hemorrhage and epilepsy via bioinformatics analysis.", "doi": "10.3389/fneur.2023.1061860", "pmid": "36741285", "authors": ["Hong Gao", "Jie Li", "Qiuping Li", "Yuanxiang Lin"], "journal": "Frontiers in neurology", "year": 2023, "abstract": "Background: Although epilepsy has been linked to subarachnoid hemorrhage (SAH), the underlying mechanism has not been fully elucidated. This study aimed to further explore the potential mechanisms in epilepsy and SAH through genes.\nMethods: Gene expression profiles for subarachnoid hemorrhage (GSE36791) and epilepsy (GSE143272) were downloaded from the Gene Expression Omnibus (GEO) database. Differential expression analysis was performed to identify the common differentially expressed genes (DEGs) to epilepsy and SAH, which were further analyzed by functional enrichment analysis. Single-sample gene set enrichment analysis (ssGSEA) and weighted correlation network analysis (WGCNA) were used to identify common module genes related to the infiltration of immune cells in epilepsy and SAH. Hub module genes were identified using a protein-protein interaction (PPI) network. Finally, the most relevant genes were obtained by taking the intersection points between the DEGs and hub module genes. We performed validation by retrospectively analyzing the RT-PCR levels of the most relevant genes in patients with pure SAH and patients with SAH complicated with epilepsy. Our experiments verified that the SAH and SAH+epilepsy groups were significantly different from the normal control group. In addition, significant differences were observed between the SAH and SAH+epilepsy groups.\nResults: In total, 159 common DEGs-85 downregulated genes and 74 upregulated genes-were identified. Functional analysis emphasized that the immune response was a common feature to epilepsy and SAH. The results of ssGSEA and WGCNA revealed changes in immunocyte recruitment and the related module genes. Finally, MMP9 and C3aR1 were identified as hub genes, and RT-PCR confirmed that the expression levels of the hub genes were higher in epilepsy and SAH samples than in normal samples.\nConclusions: Our study revealed the pathogenesis of SAH complicated with epilepsy and identified hub genes that might provide new ideas for further mechanistic studies.", "claims": [{"id": "claim-method", "statement": "Differences between experimental groups were determined by applying unpaired t-tests.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:36741285", "locator": "sections[12] \"Statistical analysis\" paragraph 2", "quote": "Differences between experimental groups were determined by applying unpaired t-tests."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The original contributions presented in the study are included in the article/supplementary material, further inquiries can be directed to the corresponding author.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:36741285", "locator": "sections[22] \"Data availability statement\" paragraph 2", "quote": "The original contributions presented in the study are included in the article/supplementary material, further inquiries can be directed to the corresponding author."}], "state": "complete"}, {"id": "claim-target-result", "statement": "Finally, MMP9 and C3aR1 were identified as hub genes, and RT-PCR confirmed that the expression levels of the hub genes were higher in epilepsy and SAH samples than in normal samples.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:36741285", "locator": "sections[0] \"Abstract\" paragraph 3", "quote": "Finally, MMP9 and C3aR1 were identified as hub genes, and RT-PCR confirmed that the expression levels of the hub genes were higher in epilepsy and SAH samples than in normal samples."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "Finally, MMP9 and C3aR1 were identified as hub genes, and RT-PCR confirmed that the expression levels of the hub genes were higher in epilepsy and SAH samples than in normal samples.", "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:36741285"], "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:GSE143272"], "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:GSE143272"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:36741285", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.3389/fneur.2023.1061860", "sha256": 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inquiries can be directed to the corresponding author.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The original contributions presented in the study are included in the article/supplementary material, further inquiries can be directed to the corresponding author.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM4255766", "GSM4255767", "GSM4255768", "GSM4255769", "GSM4255770", "GSM4255771", "GSM4255772", "GSM4255773", "GSM4255774", "GSM4255775", "GSM4255776", "GSM4255777", "GSM4255778", "GSM4255779", "GSM4255780", "GSM4255781", "GSM4255782", "GSM4255783", "GSM4255784", "GSM4255785", "GSM4255786", "GSM4255787", "GSM4255788", "GSM4255789", "GSM4255790", "GSM4255791", "GSM4255792", "GSM4255793", "GSM4255794", "GSM4255795", "GSM4255796", "GSM4255797", "GSM4255798", "GSM4255799", "GSM4255800", "GSM4255801", "GSM4255802", "GSM4255803", "GSM4255804", "GSM4255805", "GSM4255806", "GSM4255807", 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No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["build_graph", "centrality_scores", "pathway_enrich"], "assets": ["source:pmid:36741285", "data:geo:GSE143272"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE143272"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T18:31:18Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 7743, "completion_tokens": 1278, "cached_tokens": 7742}}, "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:36741285", "type": "paper", "label": "pmid:36741285"}, {"id": "source:pmid:36741285", "type": "manuscript", "label": "PMID 36741285 full text"}, {"id": "data:geo:GSE143272", "type": "dataset", "label": "GEO GSE143272"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:36741285", "type": "paper", "label": "pmid:36741285"}, {"id": "source:pmid:36741285", "type": "manuscript", "label": "PMID 36741285 full text"}, {"id": "data:geo:GSE143272", "type": "dataset", "label": "GEO GSE143272"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-36741285", "type": "extraction", "used": ["source:pmid:36741285"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE143272", "type": "accession_resolution", "used": ["data:geo:GSE143272"], "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:36741285", "parent_hash": "sha256:a9e70f80a6f86f00f0519df692eb21e750749868efc8899c91630af528fcf154", "fork_of": null, "generation": 2}, "gaps": ["asset:data:geo:GSE143272 licence not read", "asset:data:geo:GSE143272 not downloaded", "asset:data:geo:GSE36791 licence not read", "asset:data:geo:GSE36791 not downloaded", "execution.not_run", "method.reader_named_unmapped", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"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": "analysis_only", "id": "assay:1"}]}