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pmid:29137293
Identification of novel genetic regulations associated with airway epithelial homeostasis using next-generation sequencing data and bioinformatics approaches
Chau-Chyun Sheu · Ming-Ju Tsai · Feng-Wei Chen · Kuo-Feng Chang · Wei-An Chang · Inn-Wen Chong · Po-Lin Kuo · Ya-Ling Hsu
Oncotarget · 2017 doi:10.18632/oncotarget.19752
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Experiment
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Complete file
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Understanding gene regulations in airway epithelial homeostasis may provide new insights into pathogenesis and treatment of asthma. This study aimed to combine gene expression (GE) microarray, next generation sequencing (NGS), and bioinformatics to explore genetic regulations associated with airway epithelial homeostasis. We analyzed expression profiles of mRNAs (GE microarray) and microRNAs (NGS) in normal and asthmatic bronchial epithelial cells, and identified 9 genes with potential microRNA-mRNA interactions. Of these 9 dysregulated genes, downregulation of MEF2C and MDGA1 were validated in a representative microarray (GSE43696) from the gene expression omnibus (GEO) database. Our findings suggested that upregulated mir-203a may repress MEF2C, a transcription factor, leading to decreased cellular proliferation. In addition, upregulated mir-3065-3p may repress MDGA1, a cell membrane anchor protein, resulting in suppression of cell-cell adhesion. We also found that KCNJ2, a potassium channel, was downregulated in severe asthma and may promote epithelial cell apoptosis. We proposed that aberrant regulations of mir-203a-MEF2C and mir-3065-3p-MDGA1, as well as downregulation of KCNJ2, play important roles in airway epithelial homeostasis in asthma. These findings provide new perspectives on diagnostic or therapeutic strategies targeting bronchial epithelium for asthma. The approach in this study also provides a new aspect of studying asthma.", "claims": [{"id": "claim-method", "statement": "The raw data extracted from GEO database were statistically analyzed using one-way ANOVA with Tukey post hoc test by GraphPad Prism 5 software (GraphPad Software, La Jolla, CA, USA).", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:29137293", "locator": "sections[15] \"Statistical analysis\" paragraph 2", "quote": "The raw data extracted from GEO database were statistically analyzed using one-way ANOVA with Tukey post hoc test by GraphPad Prism 5 software (GraphPad Software, La Jolla, CA, USA)."}], "state": "complete"}, {"id": "claim-target-result", "statement": "Our findings suggested that upregulated mir-203a may repress MEF2C, a transcription factor, leading to decreased cellular proliferation.", "kind": "qualitative", "target": {"value": null, "unit": null, "tolerance": null, "source": "Our findings suggested that upregulated mir-203a may repress MEF2C, a transcription factor, leading to decreased cellular proliferation."}, "evidence": [{"asset": "source:pmid:29137293", "locator": "sections[0] \"Abstract\" paragraph 1", "quote": "Our findings suggested that upregulated mir-203a may repress MEF2C, a transcription factor, leading to decreased cellular proliferation."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The microarray of accession number GSE43696 published in 2014 [61] was used in this study. 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"media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:d9426fc65babec185ceeda8e6057c959e89cdec14c3b6dbe6446b7d49aedf60c", "bytes": 1080, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[3]/table-wrap[2]#T2", "version": null, "note": "Genes selected by intersection between GE array candidates and microRNA putative targets", "structure": {"pmcid": "PMC5669919", "section_index": 3, "section_title": "Identification of potential microRNA-mRNA interactions in asthmatic bronchial epithelial cells", "row_count": 10, "column_count": 5}, "table": {"label": "Table 2", "caption": "Genes selected by intersection between GE array candidates and microRNA putative targets", "rows": [["Official gene symbol", "Gene name", "Species", "Fold change(Asthma/normal)", "Expression"], ["FGF2", "fibroblast growth factor 2 (FGF2)", "Homo sapiens", "2.08", "Up"], ["IRAK3", "interleukin 1 receptor associated kinase 3 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"sha256:e174d87a3fdd738de13d8d9f1b63d2d17e27098d0d9b5757bb6995434147b5de", "bytes": 361, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[4]/table-wrap[1]#T3", "version": null, "note": "KEGG pathway analysis of 9 genes with potential microRNA-mRNA interaction", "structure": {"pmcid": "PMC5669919", "section_index": 4, "section_title": "Downregulation of MEF2C and MDGA1 may be involved in the homeostasis of asthmatic airway epithelium", "row_count": 2, "column_count": 6}, "table": {"label": "Table 3", "caption": "KEGG pathway analysis of 9 genes with potential microRNA-mRNA interaction", "rows": [["KEGG pathway", "Count", "P-value", "Genes up", "Genes down", "Fold enrichment"], ["MAPK signaling pathway", "2", "1.40E-01", "FGF2", "MEF2C", "10.84"]], "row_count": 2, "column_count": 6, "numeric_cells": 3, "header_rows": 1, "locator": "section[4]/table-wrap[1]#T3"}}, {"id": "asset:table:pmid:29137293:4", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:856cbc05b6f1f91f156033037e222121787641ba2d96d960f3bf017ac019ca53", "bytes": 470, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[4]/table-wrap[2]#T4", "version": null, "note": "MicroRNAs and the corresponding predicted targets", "structure": {"pmcid": "PMC5669919", "section_index": 4, "section_title": "Downregulation of MEF2C and MDGA1 may be involved in the homeostasis of asthmatic airway epithelium", "row_count": 4, "column_count": 7}, "table": {"label": "Table 4", "caption": "MicroRNAs and the corresponding predicted targets", "rows": [["miRNA", "Precursor", "Asthmatic HBE", "Normal HBE", "Fold change", "Log2 (ratio)", "Predicted targets"], ["Seq (norm)", "Seq (norm)"], ["Hsa-miR-203a", "hsa-mir-203a", "2852.52", "1184.56", "2.41", "1.27", "MEF2C"], ["hsa-miR-3065-3p", "hsa-miR-3065", "15.23", "5.32", "2.86", "1.52", "MDGA1"]], "row_count": 4, "column_count": 7, "numeric_cells": 12, "header_rows": 2, "locator": "section[4]/table-wrap[2]#T4"}}, {"id": "asset:table:pmid:29137293:5", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:d9ad102ce13f34f0b420906fc81fb64d4e31fca8f30fb9f54e49d5e63e6dbf7e", "bytes": 1880, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[5]/table-wrap[1]#T5", "version": null, "note": "KEGG pathway analysis of dysregulated genes identified from GE microarray", "structure": {"pmcid": "PMC5669919", "section_index": 5, "section_title": "Downregulation of KCNJ2 may be associated with severity of asthma", "row_count": 15, "column_count": 6}, "table": {"label": "Table 5", "caption": "KEGG pathway analysis of dysregulated genes identified from GE microarray", "rows": [["KEGG pathways", "Count", "P-value", "Genes up", "Genes down", "Fold enrichment"], ["Cell adhesion molecules (CAMs)", "10", "1.08E-02", "OCLN, NLGN4X, CLDN1", "HLA-DQB1, NTNG1, CNTN1, ITGB2, ITGA4, CLDN20, HLA-F", "2.72"], ["Glycosaminoglycan biosynthesis - heparan sulfate / heparin", "4", "2.29E-02", "XYLT1", "HS3ST3A1, HS3ST2, HS3ST3B1", "6.43"], ["ECM-receptor interaction", "7", "2.43E-02", "COL5A1", "LAMA1, COL4A2, COL1A2, COL6A1, ITGA4, FN1", "3.11"], ["Pathways in cancer", "18", "2.43E-02", "FZD10, FGFR3, MMP9, FGF2", "LAMA1, FOS, PTGER1, COL4A2, RAC2, RAC3, RASGRP2, EGLN3, FGF13, HHIP, FZD2, GLI2, MMP1, FN1", "1.77"], ["Regulation of actin cytoskeleton", "11", "4.55E-02", "FGFR3, SCIN, FGF2", "CHRM4, RAC2, RAC3, FGF13, ITGB2, ITGA4, MYLK, FN1", "2.01"], ["Focal adhesion", "10", "8.41E-02", "COL5A1", "LAMA1, COL4A2, RAC2, RAC3, COL1A2, COL6A1, ITGA4, MYLK, FN1", "1.87"], ["MAPK signaling pathway", "10", "2.11E-01", "FGFR3, FGF2, CACNA1A", "MEF2C, FOS, RAC2, RAC3, RASGRP2, DUSP10, FGF13", "1.51"], ["cGMP-PKG signaling pathway", "7", "2.56E-01", "RGS2", "MEF2C, KCNMB4, ATP1A4, ATP1A1, ADRA2C, MYLK", "1.63"], ["Transcriptional misregulation in cancer", "7", "2.65E-01", "LMO2, UTY, MMP9", "MEF2C, FLI1, NGFR, MMP3", "1.61"], ["PI3K-Akt signaling pathway", "12", "2.75E-01", "FGFR3, FGF2, COL5A1", "LAMA1, COL4A2, COL1A2, COL6A1, FGF13, TLR4, NGFR, ITGA4, FN1", "1.34"], ["Oxytocin signaling pathway", "6", "3.85E-01", "RGS2", "MEF2C, FOS, KCNJ12, KCNJ2, MYLK", "1.47"], ["cAMP signaling pathway", "7", "4.01E-01", "", "FOS, RAC2, RAC3, ATP1A4, ATP1A1, HHIP, HTR1F", "1.36"], ["Adherens junction", "3", "5.50E-01", "", "PTPRB, RAC2, RAC3", "1.63"], ["Tight junction", "4", "6.91E-01", "EPB41L3, OCLN, CLDN1", "CLDN20", "1.13"]], "row_count": 15, "column_count": 6, "numeric_cells": 51, "header_rows": 1, "locator": "section[5]/table-wrap[1]#T5"}}], "gaps": ["asset:data:geo:GSE43696 not downloaded", "asset:data:geo:GSE43696 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": "group_comparison", "specific": "One-way ANOVA with Tukey post hoc test", "label": "One-way analysis of variance", "dsl_operations": ["group_comparison_anova"], "missing_operations": ["post_hoc_tukey"], "expressible": false, "parameters": {"design": "one-way ANOVA", "post_hoc": "Tukey", "software": "GraphPad Prism 5"}, "data_shapes": ["grouped numeric gene-expression measurements"], "evidence": {"score": 1.0, "band": "verbatim", "quote": "The raw data extracted from GEO database were statistically analyzed using one-way ANOVA with Tukey post hoc test by GraphPad Prism 5 software (GraphPad Software, La Jolla, CA, USA)."}}], "targets": [{"id": "target-mir-203a-fold-change", "claim_id": "claim-target-result", "operation": "differential_expression_fit", "expected_value": 2.41, "unit": "fold change (asthma/normal)", "tolerance": null, "state": "complete", "note": "Table 4: hsa-miR-203a 2852.52 versus 1184.56, log2 ratio 1.27, predicted target MEF2C. The GSE43696 ANOVA/Tukey estimates themselves are shown graphically in the paper and are not serialised as numerical table cells."}], "gaps": ["method.post_hoc_tukey"]}, "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": "blocked", "tier": "R4", "blocking_axis": "method", "blocked_on": "method:post_hoc_tukey", "axes": {"method": {"tier": "R4", "expressible": false, "required_operations": ["group_comparison_anova"], "missing_operations": ["post_hoc_tukey"], "basis": "The DSL catalogue has no operation for: post_hoc_tukey."}, "capability": {"tier": "R1", "capability_id": "capability:computational_analysis", "availability_state": "owned", "basis": "The corpus capability table owns computational analysis."}, "data": {"tier": "R1", "reachable": true, "accessions": ["GSE43696"], "statements": ["The microarray of accession number GSE43696 published in 2014 [61] was used in this study. This microarray contains gene expression information of clinical bronchial epithelial cells from 108 patients, including normal control (n = 20, 9 males and 11 females), mild-moderate asthma (n = 50, 15 males and 35 females), and severe asthma (n = 38, 10 males and 28 females). The raw data were extracted and re-plotted by GraphPad prism 5 software (GraphPad Software, La Jolla, CA, USA)."], "basis": "The GEO series resolves and its sample accessions are listed. 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