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ARTDeco:自动通读转录检测。

ARTDeco: automatic readthrough transcription detection.

机构信息

Bioinformatics and Systems Biology Program, University of California, San Diego, 9500 Gilman Drive, La Jolla, CA, 92093-0640, USA.

Department of Medicine, University of California, San Diego, 9500 Gilman Drive, La Jolla, CA, 92093-0640, USA.

出版信息

BMC Bioinformatics. 2020 May 26;21(1):214. doi: 10.1186/s12859-020-03551-0.

Abstract

BACKGROUND

Mounting evidence suggests several diseases and biological processes target transcription termination to misregulate gene expression. Disruption of transcription termination leads to readthrough transcription past the 3' end of genes, which can result in novel transcripts, changes in epigenetic states and altered 3D genome structure.

RESULTS

We developed Automatic Readthrough Transcription Detection (ARTDeco), a tool to detect and analyze multiple features of readthrough transcription from RNA-seq and other next-generation sequencing (NGS) assays that profile transcriptional activity. ARTDeco robustly quantifies the global severity of readthrough phenotypes, and reliably identifies individual genes that fail to terminate (readthrough genes), are aberrantly transcribed due to upstream termination failure (read-in genes), and novel transcripts created as a result of readthrough (downstream of gene or DoG transcripts). We used ARTDeco to characterize readthrough transcription observed during influenza A virus (IAV) infection, validating its specificity and sensitivity by comparing its performance in samples infected with a mutant virus that fails to block transcription termination. We verify ARTDeco's ability to detect readthrough as well as identify read-in genes from different experimental assays across multiple experimental systems with known defects in transcriptional termination, and show how these results can be leveraged to improve the interpretation of gene expression and downstream analysis. Applying ARTDeco to a gene expression data set from IAV-infected monocytes from different donors, we find strong evidence that read-in gene-associated expression quantitative trait loci (eQTLs) likely regulate genes upstream of read-in genes. This indicates that taking readthrough transcription into account is important for the interpretation of eQTLs in systems where transcription termination is blocked.

CONCLUSIONS

ARTDeco aids researchers investigating readthrough transcription in a variety of systems and contexts.

摘要

背景

越来越多的证据表明,几种疾病和生物过程都以转录终止为靶点,从而导致基因表达失调。转录终止的破坏会导致转录通读超过基因的 3' 端,从而产生新的转录本,改变表观遗传状态,并改变 3D 基因组结构。

结果

我们开发了自动通读转录检测(ARTDeco),这是一种从 RNA-seq 和其他下一代测序(NGS)检测中检测和分析通读转录的多种特征的工具,这些检测可分析转录活性。ARTDeco 可稳健地量化通读表型的全局严重程度,并可靠地识别因上游终止失败而未能终止(通读基因)、由于上游终止失败而异常转录(读入基因)以及由于通读而产生的新转录本(基因下游或 DoG 转录本)的单个基因。我们使用 ARTDeco 来描述在甲型流感病毒(IAV)感染过程中观察到的通读转录,通过比较其在感染无法阻断转录终止的突变病毒的样本中的性能来验证其特异性和灵敏度。我们验证了 ARTDeco 从不同实验检测中检测通读以及识别读入基因的能力,这些实验检测跨越了多个转录终止缺陷的实验系统,并展示了如何利用这些结果来改进对基因表达和下游分析的解释。将 ARTDeco 应用于来自不同供体的 IAV 感染单核细胞的基因表达数据集,我们发现强有力的证据表明,与读入基因相关的表达数量性状基因座(eQTLs)可能调节读入基因上游的基因。这表明在转录终止受阻的系统中,考虑通读转录对于解释 eQTLs 很重要。

结论

ARTDeco 有助于研究人员在各种系统和背景下研究通读转录。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3f50/7249449/beb1d2aadf74/12859_2020_3551_Fig1_HTML.jpg

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