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pmid:35655486
DCAF12 and HSPA1A May Serve as Potential Diagnostic Biomarkers for Myasthenia Gravis.
Weidong Nong · Fang Huang · Fengping Mao · Dayuan Lao · Zhuowei Gong · Wen Huang
BioMed research international · 2022 doi:10.1155/2022/8587273
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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Complete file
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This study explores the differences in immune cell types between MG and healthy control and the role of immune-related genes in the diagnosis of MG.\nMethods: The GSE85452 dataset was downloaded from the Gene Expression Omnibus (GEO) database and analyzed using the limma package to determine differentially expressed genes (DEGs) between patients with MG and the control group. Differentially expressed immune cells were analyzed using single-sample gene set enrichment analysis (GSEA), while immune cell-associated modules were identified by weighted gene coexpression network analysis (WGCNA). Then, the expression of the identified hub genes was confirmed by RT-PCR in peripheral blood mononuclear cells (PBMCs) of MG patients. The R package pROC was used to plot the receiver operating characteristics (ROC) curves.\nResults: The modules related to CD56bright natural killer cells were identified by GSEA and WGCNA. The proportion of CD56bright natural killer cells in the peripheral blood of MG patients is low. The results of RT-PCR showed that the levels of DDB1- and CUL4-associated factor 12 (DCAF12) and heat shock protein family A member 1A (HSPA1A) were significantly decreased in peripheral blood mononuclear cells of MG patients compared with healthy controls. The ROC curve results of DCAF12 and HSPA1A mRNA in MG diagnosis were 0.780 and 0.830, respectively.\nConclusions: CD56bright NK cell is lower in MG patients and may affect MG occurrence. DCAF12 and HSPA1A are lowly expressed in PBMCs of MG patients and may serve as the diagnostic biomarkers of MG.", "claims": [{"id": "claim-method", "statement": "The R package WGCNA was used to construct coexpression networks for immune-related hub genes.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:35655486", "locator": "sections[15] \"3.3. Identification of Immune-Related Hub Genes by WGCNA\" paragraph 4", "quote": "The R package WGCNA was used to construct coexpression networks for immune-related hub genes."}], "state": "complete"}, {"id": "claim-data-access", "statement": "Data is available at https://www.4shared.com/s/fN_PRsKhoea.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:35655486", "locator": "sections[21] \"Data Availability\" paragraph 2", "quote": "Data is available at https://www.4shared.com/s/fN_PRsKhoea."}], "state": "complete"}, {"id": "claim-target-result", "statement": "The RT-PCR results were consistent with the results of the verification data set, indicating that relative RNA expression levels of DCAF12 (P = 0.035) and HSPA1A (P = 0.019) RNA expression in PBMC of MG patients were significantly lower than those of healthy controls (Figure 6(b)).", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:35655486", "locator": "sections[18] \"3.6. Identification of Biomarkers\" paragraph 4", "quote": "The RT-PCR results were consistent with the results of the verification data set, indicating that relative RNA expression levels of DCAF12 (P = 0.035) and HSPA1A (P = 0.019) RNA expression in PBMC of MG patients were significantly lower than those of healthy controls (Figure 6(b))."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "partial", "objective": "The RT-PCR results were consistent with the results of the verification data set, indicating that relative RNA expression levels of DCAF12 (P = 0.035) and HSPA1A (P = 0.019) RNA expression in PBMC of MG patients were significantly lower than those of healthy controls (Figure 6(b)).", "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:35655486"], "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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