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pmid:35173467
Identification of Hub Genes and Biological Pathways in Inclusion Body Myositis Using Bioinformatics Analysis.
Yue Wu · Zijun Zhao · Jinru Zhang · Yaye Wang · Xueqin Song
International journal of general medicine · 2022 doi:10.2147/IJGM.S346965
Paper
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Experiment
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Data
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Analysis
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Execution
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Record details sci_version · id · kind · revision · content_hash · schema · created_at · updated_at · generator
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Complete file
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Although previous publications have identified some molecular biomarkers, the value of these biomarkers is unknown.\nOBJECTIVE: To identify hub genes and signaling pathways related to IBM for understanding the IBM-related mechanisms and providing guidance for therapy development.\nMETHODS: Two microarray datasets (GSE3112 and GSE128470) were downloaded from the Gene Expression Omnibus (GEO) database. GEO2R was used to detect differentially expressed genes (DEGs) between IBM and normal muscle tissues. The hub genes were determined using protein-protein interaction (PPI) network in Cytoscape. The specific signaling pathways and biological functions of IBM were identified using GO, KEGG, and GSEA enrichment analyses. Moreover, CIBERSORT was applied to estimate the expression level of 22 immune cell types in IBM and normal muscle tissue. The relationship between the immune cell types and hub genes was then explored.\nRESULTS: A total of 219 DEGs and 10 hub genes were identified. Enrichment analyses revealed that the chemokine signaling pathway, cellular response to interferon-gamma, and P53 pathway have crucial roles in IBM. Immune infiltration analyses showed that IBM was associated with high level of CD8 T cells, Tregs, and macrophages. Finally, five potential drugs were predicted for IBM patients through CMap (connectivity map) database.\nCONCLUSION: In this study, the underlying molecular mechanisms and immunological landscape of IBM were investigated, and thus may provide new directions for future research on IBM pathogenesis.", "claims": [{"id": "claim-method", "statement": "GEO2R (http://www.ncbi.nlm.nih.gov/geo/geo2r/) was used to identify DEGs between normal muscle tissues and IBM.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:35173467", "locator": "sections[4] \"Identification of DEGs and Enrichment Analysis\" paragraph 2", "quote": "GEO2R (http://www.ncbi.nlm.nih.gov/geo/geo2r/) was used to identify DEGs between normal muscle tissues and IBM."}], "state": "complete"}, {"id": "claim-data-access", "statement": "Two microarray datasets (GSE3112 and GSE128470) were downloaded from the Gene Expression Omnibus (GEO) database.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:35173467", "locator": "sections[0] \"Abstract\" paragraph 3", "quote": "Two microarray datasets (GSE3112 and GSE128470) were downloaded from the Gene Expression Omnibus (GEO) database."}], "state": "complete"}, {"id": "claim-target-result", "statement": "A total of 219 DEGs and 10 hub genes were identified.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:35173467", "locator": "sections[0] \"Abstract\" paragraph 4", "quote": "A total of 219 DEGs and 10 hub genes were identified."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "A total of 219 DEGs and 10 hub genes were identified.", "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:35173467"], "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. 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