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RNA2HLA:基于 HLA 的 RNA-seq 数据集质量控制。

RNA2HLA: HLA-based quality control of RNA-seq datasets.

机构信息

Oxford Vaccine Group, Department of Paediatrics, University of Oxford, and the NIHR Oxford Biomedical Research Centre, Oxford, UK.

出版信息

Brief Bioinform. 2021 Sep 2;22(5). doi: 10.1093/bib/bbab055.

Abstract

RNA-sequencing (RNA-seq) is a widely used approach for accessing the transcriptome in biomedical research. Studies frequently include multiple samples taken from the same individual at various time points or under different conditions, correct assignment of those samples to each particular participant is evidently of great importance. Here, we propose taking advantage of typing the highly polymorphic genes from the human leukocyte antigen (HLA) complex in order to verify the correct allocation of RNA-seq samples to individuals. We introduce RNA2HLA, a novel quality control (QC) tool for performing study-wide HLA-typing for RNA-seq data and thereby identifying the samples from the common source. RNA2HLA allows precise allocation and grouping of RNA samples based on their HLA types. Strikingly, RNA2HLA revealed wrongly assigned samples from publicly available datasets and thereby demonstrated the importance of this tool for the quality control of RNA-seq studies. In addition, our tool successfully extracts HLA alleles in four-digital resolution and can be used to perform massive HLA-typing from RNA-seq based studies, which will serve multiple research purposes beyond sample QC.

摘要

RNA 测序(RNA-seq)是生物医学研究中用于获取转录组的一种广泛应用的方法。研究通常包括从同一个体在不同时间点或不同条件下采集的多个样本,显然正确地将这些样本分配给每个特定的参与者非常重要。在这里,我们建议利用人类白细胞抗原(HLA)复合物中高度多态性基因进行分型,以验证 RNA-seq 样本正确分配给个体。我们引入了 RNA2HLA,这是一种新颖的质量控制(QC)工具,用于对 RNA-seq 数据进行全研究范围的 HLA 分型,从而识别来自常见来源的样本。RNA2HLA 允许根据 HLA 类型精确分配和分组 RNA 样本。引人注目的是,RNA2HLA 揭示了来自公开可用数据集的错误分配样本,从而证明了该工具对于 RNA-seq 研究质量控制的重要性。此外,我们的工具可以以四位数字的分辨率提取 HLA 等位基因,并可用于从基于 RNA-seq 的研究中进行大规模 HLA 分型,这将在样本 QC 之外的多个研究目的中发挥作用。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/be7d/8425422/902b252793b0/bbab055f1.jpg

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