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The Expression and Prognostic Significance of Major MicroRNA Genes in Breast Cancer Based on Bioinformatics Analysis

机译:基于生物信息学分析的乳腺癌主要microRNA基因的表达及预后意义

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Objective: Breast Cancer (BC) is characterized by high complexity and heterogeneity, and microRNA (miRNA) is bound up with the occurrence and development of BC. In this study, we evaluated the prognostic value of miR NA in BC. Background: Breast ductal and lobular cancers are the most common types of Breast Carcinomas (BC) and indicate the high complexity heterogeneity in this disease. Each BC patient has unique morphological and molecular features. MicroRNAs (miRNAs) play a critical role in human oncoge nesis, progression, and prognosis. Our study aimed to identify potential prognostic biomarkers of breast ductal and lobular cancers to predict the overall survival outcome. Methods: All analyzed miRNA sequencing and clinical data were obtained from the Genomic Data Commons Data Porta. edgeR package in R software was used to analyze the differential miRNA expression profiles . Com plete survival information and differentially expressed miRNA expression were obtained and the Caret package was used for random division of the samples along with their profiles into two groups (training group and test group). We performed univariate Cox regression analyses for miRNAs in the training group. We utilized three different web-based tools to identify the targe t genes of miRNAs and used the Perl language to evaluate the target genes for miRNA signature. STRING database was used to assess PPIs. Re sults: A total of 304 differentially expressed miRNAs were identified (213 were upregulated and 91 were downregulated). Among these, nine (hsa-miR-204-5p, hsa-miR-7706, hsa-miR-1247-3p, hsa-miR-20b-3p, hsa-miR-605-5p, hsa- miR-615-3p, hsa-miR-4652-5p, hsa-miR-9-5p, hsa-miR-2115-5p) miRNAs which remarkably correlated with overall survival rate of BC were per formed by Cox regression analysis and miRNA signature risk score built. And then we performed the model of BC patients for three years survival risk, the AUCs of ROC were 0.804, 0.667, and 0.739 in the training, test, and entire groups, respectively. miRNAs were differentially expressed in tumor-related biological processes and pathways by functional enrichment and bioinformatic analysis. Conclusion: The current study provided novel insights into the mi RNA-based mRNA network in BC. The nine miRNA and ten hub genes may be independent prognostic signatures for survival prediction in BC patients.
机译:目的:乳腺癌(BC)的特征在于复杂性和异质性,并且MicroRNA(miRNA)与BC的发生和发育结合。在这项研究中,我们评估了BC中MIR NA的预后价值。 背景:乳腺导体和小叶癌是最常见的乳腺癌(BC),并表明这种疾病中的高复杂性异质性。每个BC患者具有独特的形态学和分子特征。 MicroRNA(miRNA)在人类的肉片缺血,进展和预后起到关键作用。我们的研究旨在识别乳腺导管和小叶癌的潜在预后生物标志物,以预测整体存活结果。 方法:从基因组数据公共数据Porta获得所有分析的miRNA测序和临床数据。 R软件中的Edger Package用于分析差分miRNA表达配置文件。获得COM PLete存活信息和差异表达的miRNA表达,并将印模包装用于样品的随机分裂,以及它们的谱分为两组(训练组和试验组)。我们在培训组中对MiRNA进行了单变量的Cox回归分析。我们利用了三种不同的基于Web的工具来鉴定miRNA的杀毒性T基因,并使用Perl语言来评估miRNA签名的靶基因。字符串数据库用于评估PPI。 Re Sults:鉴定了总共304个差异表达的miRNA(213次上调,下调91个)。其中九(HSA-MIR-204-5P,HSA-MIR-7706,HSA-MIR-1247-3P,HSA-MIR-20B-3P,HSA-MIR-605-5P,HSA-MIR-615-3P ,HSA-MIR-4652-5P,HSA-MIR-9-5P,HSA-MIR-2115-5P)MIRNA与BC整体存活率显着相关,每次由COX回归分析和MiRNA签名风险评分构建。然后我们进行了培训,试验和整个群体中的BC患者患者的型号为3年的生存风险,煤炭的AUC为0.804,0.667和0.739。 MiRNA在肿瘤相关的生物过程中差异化,通过功能性富集和生物信息分析途径。 结论:目前的研究为BC中的基于MI RNA的MRNA网络提供了新的洞察力。九名miRNA和十个轮毂基因可能是BC患者存活预测的独立预后签名。

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