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Comprehensive analysis of genes based on chr1p/19q co-deletion reveals a robust 4-gene prognostic signature for lower grade glioma

机译:基于chr1p / 19q共缺失的基因的综合分析显示了低级神经胶质瘤的强大的4基因预后标志

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>Purpose: The chr1p/19q co-deletion is a favorable prognostic factor in patients with lower grade glioma. The aim of this study was to reveal key genes for prognosis and establish prognostic gene signatures based on genes encoded by chr1p/19q.>Materials and methods: The data was downloaded from The Cancer Genome Atlas (TCGA), Chinese Glioma Genome Atlas (CGGA) and Gene Expression Omnibus (GEO). Differentially expressed genes (DEGs) between lower grade glioma tissue and normal brain were identified. The univariate COX regression, robust likelihood-base survival analysis (rbsurv) and multivariate COX regression analysis were used to establish the 4-gene-signature based on the DEGs. The receiver operating characteristic (ROC) curve and the Kaplan-Mere curve were used to verify the prediction accuracy of the signature. Gene Set Enrichment Analysis (GSEA) and Kyoto Encyclopedia of Genes and Genomes (KEGG) analysis were also performed to explore the reasons for good prognosis in patients with chr1p/19q deletion.>Results: A total of 1346 DEGs were identified between lower grade glioma samples and normal brain samples in , including 56 up-regulated mRNAs located on chr1p and 20 up-regulated mRNAs located on chr19q. We established a 4-gene-signature that was significantly associated with survival based on the 76 gene. The AUC of the 4-gene-signature for 5-year OS in TCGA and CGGA was 0.837 and 0.876, respectively, which was superior compared to other parameters such as chr1p/19q co-deletion, IDH mutant, WHO grade and histology type, especially in chr1p/19q non-co-deletion patients. GSEA and KEGG analysis suggested that the prolongation of chr1p/19q in patients could be associated with cell cycle and DNA mismatch repairing.>Conclusions: We established a robust 4-gene-signature based on the chr1p/19q and we explored the potential function of these newly identified survival-associated genes by bioinformatics analysis. The 4-gene from the signature are promising molecular targets to be used in the future.
机译:>目的:chr1p / 19q共缺失是低级神经胶质瘤患者的良好预后因素。这项研究的目的是揭示预后的关键基因,并根据chr1p / 19q编码的基因建立预后基因特征。>材料和方法:该数据是从The Cancer Genome Atlas(TCGA)下载的,中国神经胶质瘤基因组图谱(CGGA)和基因表达综合(GEO)。鉴定了低级神经胶质瘤组织和正常脑之间的差异表达基因(DEG)。使用单变量COX回归,鲁棒似然性生存分析(rbsurv)和多元COX回归分析来建立基于DEG的4基因签名。接收器工作特性(ROC)曲线和Kaplan-Mere曲线用于验证签名的预测准确性。还进行了基因集富集分析(GSEA)和《京都基因与基因组百科全书》(KEGG)分析,以探讨chr1p / 19q缺失患者预后良好的原因。>结果:总共1346个DEG在较低等级的脑胶质瘤样本和正常脑样本之间进行了鉴定,其中包括位于chr1p的56个上调mRNA和位于chr19q的20个上调mRNA。我们基于76个基因建立了一个与存活率显着相关的4个基因签名。 TCGA和CGGA中5年OS的4基因签名的AUC分别为0.837和0.876,这比其他参数(例如chr1p / 19q共缺失,IDH突变体,WHO等级和组织学类型)优越,特别是在chr1p / 19q非共删除患者中。 GSEA和KEGG分析表明,患者chr1p / 19q的延长可能与细胞周期和DNA错配修复有关。>结论:我们基于chr1p / 19q和我们通过生物信息学分析探索了这些新发现的与生存相关的基因的潜在功能。来自签名的4-基因是有希望在未来使用的分子靶标。

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