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pmid:38073713
Novel Autophagy-Related Blood Biomarkers Associated with Immune Cell Infiltration in Ankylosing Spondylitis.
Hanbing Song · Hongpeng Liu · XiaoDong Li · Bing Lv · Zonghan Tang · Qipeng Chen · Danqi Zhang · Fei Wang
Pharmacogenomics and personalized medicine · 2023 doi:10.2147/PGPM.S428035
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Experiment
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Data
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Analysis
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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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Despite extensive research, the exact cause of AS is still unknown. The research team utilized a bioinformatics approach to achieve their objectives.\nMethods: The GSE73754 dataset was downloaded from GEO database. Autophagy-related genes (ARGs) were collected from the Human Autophagy-dedicated Database. The limma package was used to screen for differentially expressed genes (DEGs), which were then intersected with the autophagy-related genes (ARGs) to identify differentially expressed autophagy-related genes (DEARGs). Subsequently, the DEARGs associated with AS were subjected to GO-BP and KEGG enrichment analyses using the clusterProfiler package. Core genes were identified using the cytoHubba plug-in of Cytoscape and were validated by clinical blood samples. Additionally, the Cell algorithm was utilized to evaluate the proportion of immune cell infiltration.\nResults: A total of 29 DEARGs were identified, which were found to be mainly enriched in autophagy, apoptosis, and necroptosis through functional enrichment analysis. Two core genes, HSPA5 and SQSTM1, were confirmed to have diagnostic value in AS. Immune cell infiltration analysis revealed CD8+ T cells, CD8+ T effector memory (Tem), natural killer (NK) cells, T gamma delta (Tgd) cells, and T-helper 1 (Th1) cells as major participants in AS development. Furthermore, HSPA5 expression was significantly correlated with Th1 cells, CD8+ T cells, CD4+ memory cells, and macrophages.\nConclusion: This study suggested that HSPA5 and SQSTM1 can serve as useful diagnostic biomarkers for AS. These findings lay the foundation for identifying crucial mRNAs in the whole blood of AS patients, which may aid in the development of novel markers for AS.", "claims": [{"id": "claim-method", "statement": "The limma package in R software was utilized to identify the differentially expressed genes (DEGs), with a significance threshold of p.adj < 0.05.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:38073713", "locator": "sections[4] \"Identification of Differentially Expressed Analysis of ARGs (DEARGs)\" paragraph 2", "quote": "The limma package in R software was utilized to identify the differentially expressed genes (DEGs), with a significance threshold of p.adj < 0.05."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The data are available from the corresponding author upon reasonable request.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:38073713", "locator": "sections[19] \"Data Sharing Statement\" paragraph 2", "quote": "The data are available from the corresponding author upon reasonable request."}], "state": "complete"}, {"id": "claim-target-result", "statement": "The diagnostic area under the curve (AUC) values for HSPA5 and SQSTM1 were 0.739 and 0.846, respectively (Figure 4B).", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:38073713", "locator": "sections[13] \"Identification of Core Biomarkers\" paragraph 2", "quote": "The diagnostic area under the curve (AUC) values for HSPA5 and SQSTM1 were 0.739 and 0.846, respectively (Figure 4B)."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "The diagnostic area under the curve (AUC) values for HSPA5 and SQSTM1 were 0.739 and 0.846, respectively (Figure 4B).", "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:38073713"], "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:GSE73754"], "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:GSE73754"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:38073713", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.2147/PGPM.S428035", "sha256": "sha256:69918a39a45a81b900134ca4743fc359d612ddbf1719de2adf4d3c69b456e64a", "bytes": 28177, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.2147/PGPM.S428035", "version": null, "note": "Full article fetched from PMC; 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