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利用RNA测序数据鉴定前列腺癌中的潜在关键基因和高频突变基因。

Identification of potential key genes and high-frequency mutant genes in prostate cancer by using RNA-Seq data.

作者信息

Zhang Ze, Wu He, Zhou Hong, Gu Yunhe, Bai Yufeng, Yu Shiliang, An Ruihua, Qi Jiping

机构信息

Department of Urology Surgery, The First Affiliated Hospital of Harbin Medical University, Harbin, Heilongjiang 150001, P.R. China.

Department of Pathology, The First Affiliated Hospital of Harbin Medical University, Harbin, Heilongjiang 150001, P.R. China.

出版信息

Oncol Lett. 2018 Apr;15(4):4550-4556. doi: 10.3892/ol.2018.7846. Epub 2018 Jan 24.

Abstract

The aim of the present study was to identify potential key genes and single nucleotide variations (SNVs) in prostate cancer. RNA sequencing (RNA-seq) data, GSE22260, were downloaded from the Gene Expression Omnibus database, including 4 prostate cancer samples and 4 normal tissues samples. RNA-Seq reads were processed using Tophat and differentially-expressed genes (DEGs) were identified using the Cufflinks package. Gene Ontology enrichment analysis of DEGs was performed. Subsequently, Seqpos was used to identify the potential upstream regulatory elements of DEGs. SNV was analyzed using Genome Analysis Toolkit. In addition, the frequency and risk-level of mutant genes were calculated using VarioWatch. A total of 150 upregulated and 211 downregulated DEGs were selected and 25 upregulated and 17 downregulated potential upstream regulatory elements were identified, respectively. The SNV annotations of somatic mutations revealed that 65% were base transition and 35% were base transversion. At frequencies ≥2, a total of 17 mutation sites were identified. The mutation site with the highest frequency was located in the folate hydrolase 1B () gene. Furthermore, 20 high-risk mutant genes with high frequency were identified using VarioWatch, including ribosomal protein S4 Y-linked 2 (), polycystin 1 transient receptor potential channel interacting () and . In addition, kallikrein 1 () and are known tumor suppressor genes. The potential regulatory elements and high-frequency mutant genes ( and ) may have key functions in prostate cancer. The results of the present study may provide novel information for the understanding of prostate cancer development.

摘要

本研究的目的是鉴定前列腺癌中潜在的关键基因和单核苷酸变异(SNV)。从基因表达综合数据库下载了RNA测序(RNA-seq)数据GSE22260,包括4个前列腺癌样本和4个正常组织样本。使用Tophat处理RNA-Seq读数,并使用Cufflinks软件包鉴定差异表达基因(DEG)。对DEG进行基因本体富集分析。随后,使用Seqpos鉴定DEG的潜在上游调控元件。使用基因组分析工具包分析SNV。此外,使用VarioWatch计算突变基因的频率和风险水平。分别选择了150个上调和211个下调的DEG,并鉴定了25个上调和17个下调的潜在上游调控元件。体细胞突变的SNV注释显示,65%为碱基转换,35%为碱基颠换。在频率≥2时,共鉴定出17个突变位点。频率最高的突变位点位于叶酸水解酶1B()基因中。此外,使用VarioWatch鉴定了20个高频高风险突变基因,包括核糖体蛋白S4 Y连锁2()、多囊蛋白1瞬时受体电位通道相互作用()和。此外,激肽释放酶1()和是已知的肿瘤抑制基因。潜在的调控元件和高频突变基因(和)可能在前列腺癌中具有关键作用。本研究结果可能为理解前列腺癌的发展提供新的信息。

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