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利用RNA测序数据检测一组临床相关突变。

Using RNA-Seq Data for the Detection of a Panel of Clinically Relevant Mutations.

作者信息

Wolff Alexander, Perera-Bel Júlia, Schildhaus Hans-Ulrich, Homayounfar Kia, Schatlo Bawarjan, Bleckmann Annalen, Beißbarth Tim

机构信息

Department of Medical Statistics, University Medical Center Göttingen.

Department of Pathology, University Medical Center Göttingen.

出版信息

Stud Health Technol Inform. 2018;253:217-221.

Abstract

Somatic single nucleotide variants (SNVs) are genomic events with increasing implications in cancer treatment. The clinical standard for SNVs detection is whole genome/exome sequencing (WGS/WES) in matched tumor-normal samples. Yet, this is a very costly approach both economically and biologically and very often only tumor samples are sequenced. On the other hand, RNA sequencing (RNA-Seq) is the most popular technology to study gene expression, and has also the potential for a cost-effective identification of SNVs as an alternative to tumor-only WES. Here we present a method for the identification of SNVs in tumor-only RNA-Seq data putting a special focus on a small panel of clinically relevant SNVs. For evaluation purposeswe analyzed matched tumor-normal WEStumor-only RNA-Seq data from 14 cancer patients. We compared SNVs detected in i) RNA-Seq by our method, ii) WES tumor-only by Mutect2 and iii) WES matched tumor-normal by Mutect2. We did a detailed evaluation for a reduced panel of clinically relevant SNVs and reliably identified in RNA-Seq data a subset of mutations for which we had pathological annotation. Hence, RNA-Seq rises as a cost-effective option to detect in parallel gene expression as well as a small panel of clinically relevant SNVs in research.

摘要

体细胞单核苷酸变异(SNV)是对癌症治疗影响日益增加的基因组事件。检测SNV的临床标准是对匹配的肿瘤-正常样本进行全基因组/外显子组测序(WGS/WES)。然而,这在经济和生物学上都是一种非常昂贵的方法,而且通常只对肿瘤样本进行测序。另一方面,RNA测序(RNA-Seq)是研究基因表达最流行的技术,并且作为仅肿瘤WES的替代方法,它也有潜力以具有成本效益的方式鉴定SNV。在这里,我们提出了一种在仅肿瘤RNA-Seq数据中鉴定SNV的方法,特别关注一小部分临床相关的SNV。为了评估目的,我们分析了14名癌症患者的匹配肿瘤-正常WES和仅肿瘤RNA-Seq数据。我们比较了在以下情况中检测到的SNV:i)通过我们的方法在RNA-Seq中检测到的,ii)通过Mutect2在仅肿瘤WES中检测到的,以及iii)通过Mutect2在匹配肿瘤-正常WES中检测到的。我们对一小部分临床相关的SNV进行了详细评估,并在RNA-Seq数据中可靠地鉴定出了我们有病理注释的一部分突变。因此,RNA-Seq作为一种具有成本效益的选择出现了,它可以在研究中同时检测基因表达以及一小部分临床相关的SNV。

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