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基于 MethylMix 的 DNA 甲基化驱动基因对肺鳞癌预后的综合分析。

Integrative analysis of DNA methylation-driven genes for the prognosis of lung squamous cell carcinoma using MethylMix.

机构信息

Department of Respiratory and Critical Care Medicine, Qilu Hospital of Shandong University, Jinan 250012, China.

Department of Cardiology, Zhangqiu District People's Hospital of Jinan, 250200, Shandong, China.

出版信息

Int J Med Sci. 2020 Mar 5;17(6):773-786. doi: 10.7150/ijms.43272. eCollection 2020.

Abstract

: DNA methylation acts as a key component in epigenetic modifications of genomic function and functions as disease-specific prognostic biomarkers for lung squamous cell carcinoma (LUSC). This present study aimed to identify methylation-driven genes as prognostic biomarkers for LUSC using bioinformatics analysis. : Differentially expressed RNAs were obtained using the edge R package from 502 LUSC tissues and 49 adjacent non-LUSC tissues. Differentially methylated genes were obtained using the limma R package from 504 LUSC tissues and 69 adjacent non-LUSC tissues. The methylation-driven genes were obtained using the MethylMix R package from 500 LUSC tissues with matched DNA methylation data and gene expression data and 69 non-LUSC tissues with DNA methylation data. Gene ontology and ConsensusPathDB pathway analysis were performed to analyze the functional enrichment of methylation-driven genes. Univariate and multivariate Cox regression analyses were performed to identify the independent effect of differentially methylated genes for predicting the prognosis of LUSC. : A total of 44 methylation-driven genes were obtained. Univariate and multivariate Cox regression analyses showed that twelve aberrant methylated genes (ATP6V0CP3, AGGF1P3, RP11-264L1.4, HIST1H4K, LINC01158, CH17-140K24.1, CTC-523E23.14, ADCYAP1, COX11P1, TRIM58, FOXD4L6, CBLN1) were entered into a Cox predictive model associated with overall survival in LUSC patients. Methylation and gene expression combined survival analysis showed that the survival rate of hypermethylation and low-expression of DQX1 and WDR61 were low. The expression of DQX1 had a significantly negatively correlated with the methylation site cg02034222. : Methylation-driven genes DQX1 and WDR61 might be potential biomarkers for predicting the prognosis of LUSC.

摘要

: DNA 甲基化作为基因组功能表观遗传修饰的关键组成部分,可作为肺鳞状细胞癌(LUSC)的疾病特异性预后生物标志物。本研究旨在使用生物信息学分析,鉴定作为 LUSC 预后生物标志物的甲基化驱动基因。 : 使用 edge R 包从 502 个 LUSC 组织和 49 个相邻非 LUSC 组织中获得差异表达的 RNA。使用 limma R 包从 504 个 LUSC 组织和 69 个相邻非 LUSC 组织中获得差异甲基化基因。使用 MethylMix R 包从 500 个具有匹配 DNA 甲基化数据和基因表达数据的 LUSC 组织和 69 个具有 DNA 甲基化数据的非 LUSC 组织中获得甲基化驱动基因。进行基因本体论和共识路径数据库通路分析,以分析甲基化驱动基因的功能富集。进行单变量和多变量 Cox 回归分析,以鉴定差异甲基化基因对预测 LUSC 预后的独立影响。 : 共获得 44 个甲基化驱动基因。单变量和多变量 Cox 回归分析显示,12 个异常甲基化基因(ATP6V0CP3、AGGF1P3、RP11-264L1.4、HIST1H4K、LINC01158、CH17-140K24.1、CT C-523E23.14、ADCYAP1、COX11P1、TRIM58、FOXD4L6、CBLN1)被纳入与 LUSC 患者总生存期相关的 Cox 预测模型。甲基化和基因表达联合生存分析显示,DXQ1 和 WDR61 的高甲基化和低表达的生存率较低。DXQ1 的表达与甲基化位点 cg02034222 呈显著负相关。 : DQX1 和 WDR61 等甲基化驱动基因可能是预测 LUSC 预后的潜在生物标志物。

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