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pmid:30250588
Identification of potential biomarkers in cervical cancer with combined public mRNA and miRNA expression microarray data analysis.
Sizhe Wang · Xiaojin Chen
Oncology letters · 2018 doi:10.3892/ol.2018.9323
Paper
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Experiment
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Data
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Analysis
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Complete file
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The present study utilized public data from three mRNA microarray datasets and one microRNA dataset to analyze the key genes involved in cervical cancer. The mRNA and microRNA expression profile datasets (GSE9750, GSE46857, GSE67522 and GSE30656) were downloaded from the Gene Expression Omnibus database (GEO). Differentially expressed genes (DEGs) and microRNAs (DEMs) were screened using the online tool GEO2R. By using the DEGs consistent across the three mRNA datasets, a functional and pathway enrichment analysis was performed using the Database for Annotation, Visualization and Integrated Discovery. A protein-protein interaction (PPI) network was constructed and module analysis performed using the Search Tool for the Retrieval of Interacting Genes. Validated target genes of the DEMs were identified using the miRecords website. Using the identified target genes of the DEMs, a survival analysis was performed using the OncoLnc online tool. A total of 73 DEGs and 19 DEMs were screened from the microarray expression profile datasets. 'Integrin-mediated', 'proteolysis' and 'phosphoinositide 3 kinase-protein kinase 3' signaling pathways were the most enriched in the DEGs. Three of the DEGs, including Ras homolog family member B (RhoB), stathmin 1 (STMN1) and cyclin D1 (CCNB1) were validated DEM target genes. The OncoLnc survival analysis identified that RhoB was associated with a significantly longer overall survival, whereas STMN1 was associated with a significantly reduced overall survival time in patients with cervical cancer. Finally, data from The Cancer Genome Atlas revealed an association between the mRNA expression levels of RhoB and STMN1, and the overall survival time for patients with cervical cancer. 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["hsa04150", "mTOR signaling pathway", "3", "5.71×10−2"], ["hsa00590", "Arachidonic acid metabolism", "3", "6.51×10−2"], ["hsa04110", "Cell cycle", "4", "6.56×10−2"], ["hsa05214", "Glioma", "3", "7.99×10−2"], ["hsa04115", "p53 signaling pathway", "3", "9.11×10−2"], ["hsa04730", "Long-term depression", "3", "9.34×10−2"], ["hsa05218", "Melanoma", "3", "9.80×10−2"]], "row_count": 14, "column_count": 4, "numeric_cells": 40, "header_rows": 1, "locator": "section[13]/table-wrap[1]#tII-ol-0-0-9323"}}, {"id": "asset:table:pmid:30250588:3", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:bcc28033e17d1e06fd0a066b3af4c84c24a6288dc6295cabb32ba95236333eb6", "bytes": 1738, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[14]/table-wrap[1]#tIII-ol-0-0-9323", "version": null, "note": "Differentially expressed miRNAs in cervical cancer screened out from miRNA expression microarray GSE30656 and their target genes which have been reported and validated using miRecords.", "structure": {"pmcid": "PMC6144068", "section_index": 14, "section_title": "miRNA-DEG pairs", "row_count": 22, "column_count": 4}, "table": {"label": "Table III.", "caption": "Differentially expressed miRNAs in cervical cancer screened out from miRNA expression microarray GSE30656 and their target genes which have been reported and validated using miRecords.", "rows": [["miRNA", "Adjusted P-value", "Log fold change", "Validated target genes"], ["miR-106b", "2.05×10−7", "1.02", "E2F1, CDKN1A, VEGFA, E2F1, CDKN1A, ITCH"], ["miR-125b", "4.82×10−4", "−1.44", "ERBB2, ERBB3, LIN28, BAK1, NTRK3, C10orf104, H3F3B, ADAMTS1, PERP"], ["miR-149", "1.04×10−4", "−1.14", "N/A"], ["miR-15b", "1.42×10−3", "1.01", "BCL2, CCNE1, RECK, MKK4, RECK, BMI1"], ["miR-16", "5.47×10−4", "1.06", "TPPP3, BCL2, VEGFA, CCND1, PDCD4, RAB21, CADM1, SKAP2, WT1, BCL2"], ["miR-192", "3.98×10−2", "1.18", "DHFR, WNK1, RB1"], ["miR-193b", "2.69×10−4", "−1.29", "PLAU, ESR1"], ["miR-194", "2.24×10−2", "1.07", "N/A"], ["miR-200a", "9.84×10−3", "1.07", "ZEB2, ZEB1 FOG2, ERBB2IP, BAP1, KLHL20"], ["miR-203", "1.57×10−5", "−3.00", "N/A"], ["miR-205", "2.16×10−2", "−2.26", "ZEB2, ZEB1, VEGFA, INPPL1, ERBB3, PRKCE, MED1"], ["miR-21", "1.69×10−5", "2.10", "TPM1, NFIB, PDCD4, SERPINB5, CDKN1A, FAS, FAM3C, HIPK3, PRRG4, ACTA2"], ["miR-223", "1.38×10−2", "1.04", "NFIA, LMO2, LMO2, STMN1, RHOB, IRS1, FBXW7, EPB41L3"], ["miR-370", "1.04×10−3", "−2.37", "MAP3K8"], ["miR-494", "2.18×10−2", "−1.22", "PTEN"], ["miR-565", "1.61×10−2", "−1.04", "N/A"], ["miR-572", "1.23×10−2", "−1.04", "N/A"], ["miR-575", "1.02×10−3", "−1.46", "N/A"], ["miR-630", "1.34×10−2", "−1.20", "N/A"], ["miR-638", "1.21×10−2", "−1.37", "N/A"], ["miR-99a", "6.46×10−4", "−1.25", "RAVER2, mTOR, IGF-IR, RPTOR, FGFR3"]], "row_count": 22, "column_count": 4, "numeric_cells": 67, "header_rows": 1, "locator": "section[14]/table-wrap[1]#tIII-ol-0-0-9323"}}, {"id": "asset:table:pmid:30250588:4", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:7e132d0bd750cfcf565899a38d38872d93b781bb82cb1cf7bc841ea827692d06", "bytes": 438, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[15]/table-wrap[1]#tIV-ol-0-0-9323", "version": null, "note": "The prognostic value of two differentially expressed genes identified in patients with other types of cancer.", "structure": {"pmcid": "PMC6144068", "section_index": 15, "section_title": "Overall survival analysis", "row_count": 5, "column_count": 3}, "table": {"label": "Table IV.", "caption": "The prognostic value of two differentially expressed genes identified in patients with other types of cancer.", "rows": [["Cancer type", "Ras homolog family member B", "Stathmin 1"], ["Breast", "0.158", "0.569"], ["Gastric", "0.046", 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