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pmid:36703641

Bioinformatic identification of potential biomarkers and therapeutic targets in carotid atherosclerosis and vascular dementia.

Dongshi Li · Zhixin Huang · Yingyi Dai · Linling Guo · Songbin Lin · Xintong Liu

Frontiers in neurology · 2022 doi:10.3389/fneur.2022.1091453

Paper

complete

Experiment

complete

Data

partial

Analysis

partial

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:36703641
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science-record
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2026-11-01T19:01:15Z
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2026-11-01T22:08:38Z
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title
Bioinformatic identification of potential biomarkers and therapeutic targets in carotid atherosclerosis and vascular dementia.
doi
10.3389/fneur.2022.1091453
pmid
36703641
authors array · 6 items
[0]
Dongshi Li
[1]
Zhixin Huang
[2]
Yingyi Dai
[3]
Linling Guo
[4]
Songbin Lin
[5]
Xintong Liu
journal
Frontiers in neurology
year
2022
abstract
Background: Vascular disease is the second most common cause of dementia. The prevalence of vascular dementia (VaD) has increased over the past decade. However, there are no licensed treatments for this disease. Carotid atherosclerosis (CAS) is highly prevalent and is the main cause of ischemic stroke and VaD. We studied co-expressed genes to understand the relationships between CAS and VaD and further reveal the potential biomarkers and therapeutic targets of CAS and VaD. Methods: CAS and VaD differentially expressed genes (DEGs) were identified through bioinformatic analysis Gene Expression Omnibus (GEO) datasets GSE43292 and GSE122063, respectively. Furthermore, a variety of target prediction methods and network analysis approaches were used to assess the protein-protein interaction (PPI) networks, the Gene Ontology (GO) terms, and the pathway enrichment for DEGs, and the top 7 hub genes, coupled with corresponding predicted miRNAs involved in CAS and VaD, were assessed as well. Result: A total of 60 upregulated DEGs and 159 downregulated DEGs were identified, of which the top 7 hub genes with a high degree of connectivity were selected. Overexpression of these hub genes was associated with CAS and VaD. Finally, the top 7 hub genes were coupled with corresponding predicted miRNAs. hsa-miR-567 and hsa-miR-4652-5p may be significantly associated with CAS and VaD.
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The DEGs were detected using the GEO2R online analysis tool (https://www.ncbi.nlm.nih.gov/geo/geo2r/), and the adjusted p-value and |logFC| were calculated.
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sections[4] "2.2. Screening for DEGs" paragraph 2
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The DEGs were detected using the GEO2R online analysis tool (https://www.ncbi.nlm.nih.gov/geo/geo2r/), and the adjusted p-value and |logFC| were calculated.
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Finally, 219 DEGs were significantly expressed differently in the two groups, with 60 significantly upregulated genes and 159 considerably downregulated genes.
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sections[10] "3.1. Identification of DEGs associated with the progression of CAS and VaD" paragraph 2
quote
Finally, 219 DEGs were significantly expressed differently in the two groups, with 60 significantly upregulated genes and 159 considerably downregulated genes.
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Finally, 219 DEGs were significantly expressed differently in the two groups, with 60 significantly upregulated genes and 159 considerably downregulated genes.
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Dementia Comparison: VaD vs. AD vs. Controls
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Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:36703641", "kind": "science-record", "revision": 3, "content_hash": "sha256:09676e0fc576b0667dd7d1404fc319c8c971ce55820a41857c590809c24aa100", "created_at": "2026-11-01T19:01:15Z", "updated_at": "2026-11-01T22:08:38Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Bioinformatic identification of potential biomarkers and therapeutic targets in carotid atherosclerosis and vascular dementia.", "doi": "10.3389/fneur.2022.1091453", "pmid": "36703641", "authors": ["Dongshi Li", "Zhixin Huang", "Yingyi Dai", "Linling Guo", "Songbin Lin", "Xintong Liu"], "journal": "Frontiers in neurology", "year": 2022, "abstract": "Background: Vascular disease is the second most common cause of dementia. The prevalence of vascular dementia (VaD) has increased over the past decade. However, there are no licensed treatments for this disease. Carotid atherosclerosis (CAS) is highly prevalent and is the main cause of ischemic stroke and VaD. We studied co-expressed genes to understand the relationships between CAS and VaD and further reveal the potential biomarkers and therapeutic targets of CAS and VaD.\nMethods: CAS and VaD differentially expressed genes (DEGs) were identified through bioinformatic analysis Gene Expression Omnibus (GEO) datasets GSE43292 and GSE122063, respectively. Furthermore, a variety of target prediction methods and network analysis approaches were used to assess the protein-protein interaction (PPI) networks, the Gene Ontology (GO) terms, and the pathway enrichment for DEGs, and the top 7 hub genes, coupled with corresponding predicted miRNAs involved in CAS and VaD, were assessed as well.\nResult: A total of 60 upregulated DEGs and 159 downregulated DEGs were identified, of which the top 7 hub genes with a high degree of connectivity were selected. Overexpression of these hub genes was associated with CAS and VaD. Finally, the top 7 hub genes were coupled with corresponding predicted miRNAs. hsa-miR-567 and hsa-miR-4652-5p may be significantly associated with CAS and VaD.", "claims": [{"id": "claim-method", "statement": "The DEGs were detected using the GEO2R online analysis tool (https://www.ncbi.nlm.nih.gov/geo/geo2r/), and the adjusted p-value and |logFC| were calculated.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:36703641", "locator": "sections[4] \"2.2. Screening for DEGs\" paragraph 2", "quote": "The DEGs were detected using the GEO2R online analysis tool (https://www.ncbi.nlm.nih.gov/geo/geo2r/), and the adjusted p-value and |logFC| were calculated."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/supplementary material.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:36703641", "locator": "sections[16] \"Data availability statement\" paragraph 2", "quote": "The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/supplementary material."}], "state": "complete"}, {"id": "claim-target-result", "statement": "Finally, 219 DEGs were significantly expressed differently in the two groups, with 60 significantly upregulated genes and 159 considerably downregulated genes.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:36703641", "locator": "sections[10] \"3.1. Identification of DEGs associated with the progression of CAS and VaD\" paragraph 2", "quote": "Finally, 219 DEGs were significantly expressed differently in the two groups, with 60 significantly upregulated genes and 159 considerably downregulated genes."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "Finally, 219 DEGs were significantly expressed differently in the two groups, with 60 significantly upregulated genes and 159 considerably downregulated genes.", "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:36703641"], "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:GSE122063"], "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:GSE122063"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:36703641", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.3389/fneur.2022.1091453", "sha256": "sha256:57ef9bdad17fb3491e5aa26f76dc9bd640ce7949d8f3e3cf6026d45777503f9c", "bytes": 26571, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.3389/fneur.2022.1091453", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC9872033", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE122063", "role": "raw", "format": "geo-series", "media_type": "application/vnd.ncbi.geo-series+json", "uri": "https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE122063", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE122063", "version": null, "note": "The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/supplementary material.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/supplementary material.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM3454053", "GSM3454054", "GSM3454055", "GSM3454056", "GSM3454057", "GSM3454058", "GSM3454059", "GSM3454060", "GSM3454061", "GSM3454062", "GSM3454063", "GSM3454064", "GSM3454065", "GSM3454066", "GSM3454067", "GSM3454068", "GSM3454069", "GSM3454070", "GSM3454071", "GSM3454072", "GSM3454073", "GSM3454074", "GSM3454075", "GSM3454076", "GSM3454077", "GSM3454078", "GSM3454079", "GSM3454080", "GSM3454081", "GSM3454082", "GSM3454083", "GSM3454084", "GSM3454085", "GSM3454086", "GSM3454087", "GSM3454088", "GSM3454089", "GSM3454090", "GSM3454091", "GSM3454092", "GSM3454093", "GSM3454094", "GSM3454095", "GSM3454096", "GSM3454097", "GSM3454098", "GSM3454099", "GSM3454100", "GSM3454101", "GSM3454102", "GSM3454103", "GSM3454104", "GSM3454105", "GSM3454106", "GSM3454107", "GSM3454108", "GSM3454109", "GSM3454110", "GSM3454111", "GSM3454112", "GSM3454113", "GSM3454114", "GSM3454115", "GSM3454116", "GSM3454117", "GSM3454118", "GSM3454119", "GSM3454120", "GSM3454121", "GSM3454122", "GSM3454123", "GSM3454124", "GSM3454125", "GSM3454126", "GSM3454127", "GSM3454128", "GSM3454129", "GSM3454130", "GSM3454131", "GSM3454132", "GSM3454133", "GSM3454134", "GSM3454135", "GSM3454136", "GSM3454137", "GSM3454138", "GSM3454139", "GSM3454140", "GSM3454141", "GSM3454142", "GSM3454143", "GSM3454144", "GSM3454145", "GSM3454146", "GSM3454147", "GSM3454148", "GSM3454149", "GSM3454150", "GSM3454151", "GSM3454152", "GSM3454153", "GSM3454154", "GSM3454155", "GSM3454156", "GSM3454157", "GSM3454158", "GSM3454159", "GSM3454160", "GSM3454161", "GSM3454162", "GSM3454163", "GSM3454164", "GSM3454165", "GSM3454166", "GSM3454167", "GSM3454168", "GSM3454169", "GSM3454170", "GSM3454171", "GSM3454172", "GSM3454173", "GSM3454174", "GSM3454175", "GSM3454176", "GSM3454177", "GSM3454178", "GSM3454179", "GSM3454180", "GSM3454181", "GSM3454182", "GSM3454183", "GSM3454184", "GSM3454185", "GSM3454186", "GSM3454187", "GSM3454188"], "sample_count": 136, "group_sizes": null, "group_sizes_basis": null, "platform": "16699", "taxon": "Homo sapiens", "title": "Dementia Comparison: VaD vs. AD vs. Controls", "resolution_checked_at": "2026-11-01T18:06:43Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE43292", "role": "raw", "format": "geo-series", "media_type": "application/vnd.ncbi.geo-series+json", "uri": "https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE43292", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE43292", "version": null, "note": "The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/supplementary material.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/supplementary material.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM1060117", "GSM1060118", "GSM1060119", "GSM1060120", "GSM1060121", "GSM1060122", "GSM1060123", "GSM1060124", "GSM1060125", "GSM1060126", "GSM1060127", "GSM1060128", "GSM1060129", "GSM1060130", "GSM1060131", "GSM1060132", "GSM1060133", "GSM1060134", "GSM1060135", "GSM1060136", "GSM1060137", "GSM1060138", "GSM1060139", "GSM1060140", "GSM1060141", "GSM1060142", "GSM1060143", "GSM1060144", "GSM1060145", "GSM1060146", "GSM1060147", "GSM1060148", "GSM1060149", "GSM1060150", "GSM1060151", "GSM1060152", "GSM1060153", "GSM1060154", "GSM1060155", "GSM1060156", "GSM1060157", "GSM1060158", "GSM1060159", "GSM1060160", "GSM1060161", "GSM1060162", "GSM1060163", "GSM1060164", "GSM1060165", "GSM1060166", "GSM1060167", "GSM1060168", "GSM1060169", "GSM1060170", "GSM1060171", "GSM1060172", "GSM1060173", "GSM1060174", "GSM1060175", "GSM1060176", "GSM1060177", "GSM1060178", "GSM1060179", "GSM1060180"], "sample_count": 64, "group_sizes": null, "group_sizes_basis": null, "platform": "6244", "taxon": "Homo sapiens", "title": "Genome-wide expression study of human carotid atheroma", "resolution_checked_at": "2026-11-01T15:39:54Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE122063 not downloaded", "asset:data:geo:GSE122063 licence not read", "asset:data:geo:GSE43292 not downloaded", "asset:data:geo:GSE43292 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": "network_analysis", "specific": "ppi_network", "label": "Network / pathway analysis", "dsl_operations": ["build_graph", "centrality_scores", "pathway_enrich"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["edge_list"], "evidence": {"score": 0.7, "band": "medium", "quote": "protein-protein interaction"}}, {"id": "method-2", "family": "network_analysis", "specific": "pathway_enrichment", "label": "Network / pathway analysis", "dsl_operations": ["pathway_enrich"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["edge_list"], "evidence": {"score": 0.7, "band": "medium", "quote": "pathway enrichment"}}, {"id": "method-3", "family": null, "specific": null, "label": "GEO2R online analysis using adjusted p-value and absolute log fold-change criteria", "dsl_operations": [], "missing_operations": [], "expressible": null, "parameters": {}, "data_shapes": [], "evidence": {"score": 1.0, "band": "verbatim", "quote": "The DEGs were detected using the GEO2R online analysis tool (https://www.ncbi.nlm.nih.gov/geo/geo2r/), and the adjusted p-value and |logFC| were calculated."}}], "targets": [], "gaps": ["method.reader_named_unmapped"]}, "capability": {"state": "complete", "requirements": [{"capability_id": "capability:computational_analysis", "label": "Computational analysis platform", "assay_families": ["meta_analysis", "machine_learning", "survival_analysis", "statistical_regression", "pca", "molecular_docking", "network_analysis", "differential_expression", "gwas"], "availability_state": "owned", "tier_unlocked": "R1", "candidate": "Automated Assays Laravel application and simulated adapters"}], "gaps": []}, "readiness": {"state": "complete", "tier": "R1", "blocking_axis": "none", "blocked_on": "nothing:replicable_now", "axes": {"method": {"tier": "R1", "expressible": true, "required_operations": ["build_graph", "centrality_scores", "pathway_enrich"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: ppi_network."}, "capability": {"tier": "R1", "capability_id": "capability:computational_analysis", "availability_state": "owned", "basis": "The computational analysis is owned. The physical bench the paper used is not, so a physical validation cannot be run here."}, "data": {"tier": "R1", "reachable": true, "accessions": ["GSE43292", "GSE122063"], "resolved_accessions": ["GSE43292", "GSE122063"], "statements": ["The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/supplementary material."], "basis": "The paper names GSE43292, GSE122063 in NCBI GEO and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["build_graph", "centrality_scores", "pathway_enrich"], "assets": ["source:pmid:36703641", "data:geo:GSE122063"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE122063"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T18:24:50Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 8180, "completion_tokens": 1085, "cached_tokens": 264}}, "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:36703641", "type": "paper", "label": "pmid:36703641"}, {"id": "source:pmid:36703641", "type": "manuscript", "label": "PMID 36703641 full text"}, {"id": "data:geo:GSE122063", "type": "dataset", "label": "GEO GSE122063"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:36703641", "type": "paper", "label": "pmid:36703641"}, {"id": "source:pmid:36703641", "type": "manuscript", "label": "PMID 36703641 full text"}, {"id": "data:geo:GSE122063", "type": "dataset", "label": "GEO GSE122063"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-36703641", "type": "extraction", "used": ["source:pmid:36703641"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE122063", "type": "accession_resolution", "used": ["data:geo:GSE122063"], "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:36703641", "parent_hash": "sha256:0e86998f9d122ed3ac9019fc7f05290232836796f1462c8beeb194e9b4a53c2d", "fork_of": null, "generation": 2}, "gaps": ["asset:data:geo:GSE122063 licence not read", "asset:data:geo:GSE122063 not downloaded", "asset:data:geo:GSE43292 licence not read", "asset:data:geo:GSE43292 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"}]}