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pmid:30816522
Analysis of gene co‑expression network reveals prognostic significance of CNFN in patients with head and neck cancer.
Baoling Liu · Guanhong Huang · Hongming Zhu · Zhaoming Ma · Xiaokang Tian · Li Yin · Xingya Gao · Xia He
Oncology reports · 2019 doi:10.3892/or.2019.7019
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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Identifying meaningful gene modules and representative biomarkers relevant to the N stage helps predict prognosis and reveal mechanisms underlying tumor progression. The present study used a step‑wise approach for weighted gene co‑expression network analysis (WGCNA). Dataset GSE65858 was subjected to WGCNA. RNA sequencing data of HNC downloaded from the Cancer Genome Atlas (TCGA) and dataset GSE39366 were utilized to validate the results. Following data preprocessing, 4,295 genes were screened, and blue and black modules associated with the N stage of HNC were identified. A total of 16 genes [keratinocyte differentiation associated protein, suprabasin, cornifelin (CNFN), small proline rich protein 1B, desmoglein 1 (DSG1), chromosome 10 open reading frame 99, keratin 16 pseudogene 3, gap junction protein β2, dermokine, LY6/PLAUR domain containing 3, transmembrane protein 79, phospholipase A2 group IVE, transglutaminase 5, potassium two pore domain channel subfamily K member 6, involucrin, kallikrein related peptidase 8] that had a negative association with the N‑stage in the blue module, and two genes (structural maintenance of chromosomes 4 and mutS homolog 6) that had a positive association in the black module, were identified to be candidate hub genes. Following further validation in TCGA and dataset GSE65858, it was identified that CNFN and DSG1 were associated with the clinical stage of HNC. Survival analysis of CNFN and DSG1 was subsequently performed. Patients with increased expression of CNFN displayed better survival probability in dataset GSE65858 and TCGA. Therefore, CNFN was selected as the hub gene for further verification in the Gene Expression Profiling Interactive Analysis database. Finally, functional enrichment and gene set enrichment analyses were performed using datasets GSE65858 and GSE39366. Three gene sets, namely 'P53 pathway', 'estrogen response early' and 'estrogen response late', were enriched in the two datasets. 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"row_count": 23, "column_count": 13}, "table": {"label": "Table I.", "caption": "Summary of the results of N stage validation and clinical stage validation.", "rows": [["", "N stage Pearson's correlation", "Stage Pearson's correlation", "Stage One-way ANOVA"], ["", "", "", ""], ["", "GSE65858", "TCGA HNSC", "GSE65858", "TCGA HNSC", "GSE65858", "TCGA HNSC"], ["", "", "", "", "", "", ""], ["Gene", "Correlation", "P-value", "Correlation", "P-value", "Correlation", "P-value", "Correlation", "P-value", "F", "P-value", "F", "P-value"], ["C10orf99", "−0.205", "6.80×10−4", "−0.218", "9.08×10−6", "−0.175", "3.94×10−3", "−0.113", "1.91×10−2", "2.799", "4.05×10−2", "2.119", "9.71×10−2"], ["CNFN", "−0.144", "1.77×10−2", "−0.148", "2.79×10−3", "−0.144", "1.82×10−2", "−0.128", "7.61×10−3", "2.672", "4.79×10−2", "3.642", "1.29×10−2"], ["DMKN", "−0.208", "5.94×10−4", "−0.089", "7.20×10−2", "−0.132", "2.98×10−2", "−0.019", "6.87×10−1", "1.724", "1.63×10−1", "0.298", "8.27×10−1"], ["DSG1", "−0.287", "1.56×10−6", "−0.172", "5.03×10−4", "−0.279", "3.22×10−6", "−0.125", "9.19×10−3", "8.185", "3.13×10−5", "2.982", "3.11×10−2"], ["GJB2", "−0.19", "1.72×10−3", "−0.166", "7.85×10−4", "−0.153", "1.18×10−2", "−0.09", "6.18×10−2", "2.242", "8.38×10−2", "1.322", "2.67×10−1"], ["IVL", "−0.222", "2.31×10−4", "−0.23", "2.87×10−6", "−0.134", "2.78×10−2", "−0.116", "1.58×10−2", "1.695", "1.68×10−1", "3.098", "2.67×10−2"], ["KCNK6", "−0.187", "2.07×10−3", "−0.12", "1.56×10−2", "−0.111", "6.84×10−2", "−0.037", "4.49×10−1", "1.829", "1.42×10−1", "0.423", "7.37×10−1"], ["KLK8", "−0.224", "2.13×10−4", "−0.141", "4.51×10−3", "−0.166", "6.33×10−3", "−0.084", "8.21×10−2", "2.782", "4.14×10−2", "1.165", "3.23×10−1"], ["KRT16P3", "−0.215", "3.72×10−4", "−0.074", "1.36×10−1", "−0.177", "3.46×10−3", "−0.019", "6.87×10−1", "3.073", "2.83×10−2", "0.19", "9.03×10−1"], ["KRTDAP", "−0.183", "2.49×10−3", "−0.129", "9.30×10−3", "−0.175", "3.90×10−3", "−0.052", "2.82×10−1", "2.9", "3.55×10−2", "0.417", "7.41×10−1"], ["LYPD3", "−0.177", "3.56×10−3", "−0.176", "3.73×10−4", "−0.127", "3.75×10−2", "−0.121", "1.15×10−2", "1.929", "1.25×10−1", "2.563", "5.43×10−2"], ["MSH6", "0.2", "9.52×10−4", "0.13", "8.90×10−3", "0.121", "4.69×10−2", "0.022", "6.44×10−1", "2.432", "6.55×10−2", "0.422", "7.37×10−1"], ["PLA2G4E", "−0.209", "5.39×10−4", "−0.219", "8.40×10−6", "−0.095", "1.19×10−1", "−0.124", "1.01×10−2", "1.125", "3.40×10−1", "2.767", "4.15×10−2"], ["SBSN", "−0.191", "1.62×10−3", "−0.125", "1.15×10−2", "−0.167", "6.01×10−3", "−0.084", "8.05×10−2", "2.66", "4.86×10−2", "1.746", "1.57×10−1"], ["SMC4", "0.193", "1.42×10−3", "0.043", "3.89×10−1", "0.101", "9.73×10−2", "0", "9.99×10−1", "1.073", "3.61×10−1", "0.528", "6.63×10−1"], ["SPRR1B", "−0.176", "3.72×10−3", "−0.185", "1.80×10−4", "−0.146", "1.60×10−2", "−0.115", "1.71×10−2", "2.02", "1.11×10−1", "3.132", "2.55×10−2"], ["TGM5", "−0.22", "2.76×10−4", "−0.178", "3.07×10−4", "−0.165", "6.48×10−3", "−0.086", "7.53×10−2", "2.727", "4.46×10−2", "2.314", "7.54×10−2"], ["TMEM79", "−0.186", "2.19×10−3", "−0.128", "9.84×10−3", "−0.139", "2.20×10−2", "−0.095", "4.79×10−2", "2.128", "9.70×10−2", "1.57", "1.96×10−1"]], "row_count": 23, "column_count": 13, "numeric_cells": 222, "header_rows": 5, "locator": "section[15]/table-wrap[1]#tI-or-41-04-2168"}}], "gaps": ["asset:data:geo:GSE39366 not downloaded", "asset:data:geo:GSE39366 licence not read", "asset:data:geo:GSE65858 not downloaded", "asset:data:geo:GSE65858 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": "group_comparison", "specific": "anova", "label": "Group comparison", "dsl_operations": ["group_summary", "welch_t", "bootstrap_mean_difference", "group_comparison_anova"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["two_or_more_groups_continuous"], "evidence": {"score": 0.8, "band": "high", "quote": "ANOVA"}}, {"id": "method-2", "family": null, "specific": null, "label": "Weighted gene co-expression 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true, "required_operations": ["group_summary", "welch_t", "bootstrap_mean_difference", "group_comparison_anova"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: anova."}, "capability": {"tier": "R1", "capability_id": "capability:computational_analysis", "availability_state": "owned", "basis": "The computational analysis is owned. The physical bench the paper used is not, so a physical validation cannot be run here."}, "data": {"tier": "R1", "reachable": true, "accessions": ["GSE65858", "GSE39366"], "resolved_accessions": ["GSE65858", "GSE39366"], "statements": ["All data generated or analyzed during this study are included in this published article."], "basis": "The paper names GSE65858, GSE39366 in Gene Expression Omnibus (GEO) and the accession resolves in the repository. 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