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胰腺导管腺癌中与增强子拷贝数相关的基因表达变化的计算机分析。

In Silico Analysis of Gene Expression Change Associated with Copy Number of Enhancers in Pancreatic Adenocarcinoma.

机构信息

Department of Computational Biology, Indraprastha Institute of Information Technology, Delhi 110020, India.

Bioinformatics Centre, CSIR-Institute of Microbial Technology, Chandigarh 160036, India.

出版信息

Int J Mol Sci. 2019 Jul 22;20(14):3582. doi: 10.3390/ijms20143582.

Abstract

Understanding the gene regulatory network governing cancer initiation and progression is necessary, although it remains largely unexplored. Enhancer elements represent the center of this regulatory circuit. The study aims to identify the gene expression change driven by copy number variation in enhancer elements of pancreatic adenocarcinoma (PAAD). The pancreatic tissue specific enhancer and target gene data were taken from EnhancerAtlas. The gene expression and copy number data were taken from The Cancer Genome Atlas (TCGA). Differentially expressed genes (DEGs) and copy number variations (CNVs) were identified between matched tumor-normal samples of PAAD. Significant CNVs were matched onto enhancer coordinates by using genomic intersection functionality from BEDTools. By combining the gene expression and CNV data, we identified 169 genes whose expression shows a positive correlation with the CNV of enhancers. We further identified 16 genes which are regulated by a super enhancer and 15 genes which have high prognostic potential (-score > 1.96). Cox proportional hazard analysis of these genes indicates that these are better predictors of survival. Taken together, our integrative analytical approach identifies enhancer CNV-driven gene expression change in PAAD, which could lead to better understanding of PAAD pathogenesis and to the design of enhancer-based cancer treatment strategies.

摘要

尽管人们对调控癌症起始和进展的基因调控网络的理解仍处于起步阶段,但这是非常有必要的。增强子元件是这个调控回路的核心。本研究旨在识别胰腺导管腺癌(PAAD)增强子元件中拷贝数变异驱动的基因表达变化。胰腺组织特异性增强子和靶基因数据取自 EnhancerAtlas。基因表达和拷贝数数据取自癌症基因组图谱(TCGA)。从 PAAD 的配对肿瘤-正常样本中鉴定出差异表达基因(DEGs)和拷贝数变异(CNVs)。通过使用 BEDTools 的基因组交集功能,将显著的 CNVs 与增强子坐标匹配。通过结合基因表达和 CNV 数据,我们鉴定出 169 个基因,其表达与增强子的 CNV 呈正相关。我们进一步鉴定出 16 个受超级增强子调控的基因和 15 个具有高预后潜力(-score > 1.96)的基因。对这些基因的 Cox 比例风险分析表明,它们是更好的生存预测因子。综上所述,我们的综合分析方法鉴定了 PAAD 中增强子 CNV 驱动的基因表达变化,这可能有助于更好地理解 PAAD 的发病机制,并设计基于增强子的癌症治疗策略。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/62a0/6679006/00b420d1e9b3/ijms-20-03582-g001.jpg

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