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pmid:38637126
ITGAM is a critical gene in ischemic stroke.
Lei Hou · Zhongchen Li · Xiaoli Guo · Jiatao Lv · Zonglei Chong · Yilei Xiao · Liyong Zhang · Zefu Li
Aging · 2024 doi:10.18632/aging.205729
Paper
complete
Experiment
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Data
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Analysis
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Execution
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Complete file
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This study aimed to identify genes and pathways involved in the onset and progression of IS.\nMETHODS: GSE16561 and GSE22255 were downloaded from the Gene Expression Omnibus (GEO) database, merged, and subjected to batch effect removal using the ComBat method. The limma package was employed to identify the differentially expressed genes (DEGs), followed by enrichment analysis and protein-protein interaction (PPI) network construction. Afterward, the cytoHubba plugin was utilized to screen the hub genes. Finally, a ROC curve was generated to investigate the diagnostic value of hub genes. Validation analysis through a series of experiments including qPCR, Western blotting, TUNEL, and flow cytometry was performed.\nRESULTS: The analysis incorporated 59 IS samples and 44 control samples, revealing 226 DEGs, of which 152 were up-regulated and 74 were down-regulated. These DEGs were revealed to be linked with the inflammatory and immune responses through enrichment analyses. Overall, the ROC analysis revealed the remarkable diagnostic potential of ITGAM and MMP9 for IS. Quantitative assessment of these genes showed significant overexpression in IS patients. ITGAM modulation influenced the secretion of critical inflammatory cytokines, such as IL-1β, IL-6, and TNF-α, and had a distinct impact on neuronal apoptosis.\nCONCLUSIONS: The inflammation and immune response were identified as potential pathological mechanisms of IS by bioinformatics and experiments. 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The physical bench the paper used is not, so a physical validation cannot be run here."}, "data": {"tier": "R1", "reachable": true, "accessions": ["GSE16561", "GSE22255", "GSE58294"], "resolved_accessions": ["GSE16561", "GSE22255", "GSE58294"], "statements": ["The data that support the findings of this work are obtainable from GEO (https://www.ncbi.nlm.nih.gov/geo/). GSE22255: https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE22255. GSE16561: https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE16561. GSE58294: https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE58294."], "basis": "The paper names GSE16561, GSE22255, GSE58294 in Gene Expression Omnibus (GEO) and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "assets": ["source:pmid:38637126", "data:geo:GSE16561"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE16561"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T19:16:04Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 9199, "completion_tokens": 1746, "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:38637126", "type": "paper", "label": "pmid:38637126"}, {"id": "source:pmid:38637126", "type": "manuscript", "label": "PMID 38637126 full text"}, {"id": "data:geo:GSE16561", "type": "dataset", "label": "GEO GSE16561"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:38637126", "type": "paper", "label": "pmid:38637126"}, {"id": "source:pmid:38637126", "type": "manuscript", "label": "PMID 38637126 full text"}, {"id": "data:geo:GSE16561", "type": "dataset", "label": "GEO GSE16561"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-38637126", "type": "extraction", "used": ["source:pmid:38637126"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE16561", "type": "accession_resolution", "used": ["data:geo:GSE16561"], "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:38637126", "parent_hash": "sha256:455eeebeea8bbef028308d83feb851e5e7860d4a60a9d3744365f4852dd612b1", "fork_of": null, "generation": 3}, "gaps": ["asset:data:geo:GSE16561 licence not read", "asset:data:geo:GSE16561 not downloaded", "asset:data:geo:GSE22255 licence not read", "asset:data:geo:GSE22255 not downloaded", "asset:data:geo:GSE58294 licence not read", "asset:data:geo:GSE58294 not downloaded", "execution.not_run", "method.reader_differs_from_extractor", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "data_generation", "definition_id": "qpcr", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.93, "evidence": ["is through a series of experiments including qPCR, Western blotting, TUNEL, and flow cytometry"], "order_basis": "paper_text_order:799", "id": "assay:1"}, {"role": "data_generation", "definition_id": "western_blot", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.93, "evidence": ["ough a series of experiments including qPCR, Western blotting, TUNEL, and flow cytometry was performed. RE"], "order_basis": "paper_text_order:805", "id": "assay:2"}, {"role": "data_generation", "definition_id": "flow_cytometry", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.93, "evidence": ["including qPCR, Western blotting, TUNEL, and flow cytometry was performed. RESULTS: The analysis incorpo"], "order_basis": "paper_text_order:834", "id": "assay:3"}, {"role": "data_generation", "definition_id": "apoptosis_assay", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.69, "evidence": ["TNF-α, and had a distinct impact on neuronal apoptosis. CONCLUSIONS: The inflammation and immune re"], "order_basis": "paper_text_order:1460", "id": "assay:4"}, {"role": "data_generation", "definition_id": "transfection", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["2 incubator. Additional experiments involved transfection with siRNA targeting ITGAM (si-ITGAM) to spe", "off-target effects or alterations due to the transfection process itself. Statistical analysis The sta", "ional experiments involved transfection with siRNA targeting ITGAM (si-ITGAM) to specifically k"], "order_basis": "paper_text_order:3052", "id": "assay:5"}, {"role": "analysis", "definition_id": "differential_expression", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 1.0, "evidence": ["This research utilized the R package limma 3.40.6 [31] for the analysis of DEGs in the experimental and control groups."], "order_basis": "consumes_earlier_output", "id": "assay:6"}]}