对 CRISPR 引导的基因组感知注释可验证变异细胞系中的靶标,并提高筛选的发现能力。

IF 10.4 1区 生物学 Q1 GENETICS & HEREDITY
Simon Lam, John C Thomas, Stephen P Jackson
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引用次数: 0

摘要

背景:CRISPR-Cas9 技术为基因筛选带来了革命性的变化,可为基因本质和化合基因相互作用提供信息。该技术易于部署,并得到广泛支持,许多汇集的 CRISPR 文库可通过商业途径获得。然而,设计这些 CRISPR 文库时使用的参考基因组与正在研究的细胞系之间的差异可能会导致信号丢失或引入偏差。这个问题在处理癌症细胞系等变异细胞系时尤为突出:在这里,我们提出了一种名为 "EXOme-guided Re-annotation of nuCleotIde SEquences"(Exorcise)的算法,它利用序列搜索来检测和纠正CRISPR文库中的错误标注。Exorcise 可验证目标基因组中是否存在 CRISPR 目标,并利用现有的外显子注释对 CRISPR 文库进行校正。我们应用 Exorcise 对 Addgene 上的 CRISPR 文库中的向导进行了重新注释,结果发现根据更宽松的参考序列设计的文库有更多的错误注释。在模拟的 CRISPR 筛选中,我们对常见的错误标注进行了建模,发现它们会对中间范围的命中发现产生不利影响。随后,我们在依赖性图谱(DepMap)和DNA损伤反应CRISPR筛选查看器(DDRcs)的数据集上应用Exorcise,证实了这一点:结论:汇集的 CRISPR 文库会将引导序列映射到基因上,而这些映射可能由于文库设计的限制或对变异细胞系的研究而无法使用。通过重新标注 CRISPR 引导序列,Exorcise 可以将 CRISPR 实验集中到所研究细胞系的基因组上。Exorcise 可在文库设计阶段或分析阶段使用,并可对已完成的筛选进行事后再分析。Exorcise 采用 Creative Commons Zero v1.0 Universal 许可,可在 https://github.com/SimonLammmm/exorcise 网站下载。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Genome-aware annotation of CRISPR guides validates targets in variant cell lines and enhances discovery in screens.

Background: CRISPR-Cas9 technology has revolutionised genetic screens and can inform on gene essentiality and chemo-genetic interactions. It is easily deployed and widely supported with many pooled CRISPR libraries available commercially. However, discrepancies between the reference genomes used in the design of those CRISPR libraries and the cell line under investigation can lead to loss of signal or introduction of bias. The problem is particularly acute when dealing with variant cell lines such as cancer cell lines.

Results: Here, we present an algorithm, EXOme-guided Re-annotation of nuCleotIde SEquences (Exorcise), which uses sequence search to detect and correct mis-annotations in CRISPR libraries. Exorcise verifies the presence of CRISPR targets in the target genome and applies corrections to CRISPR libraries using existing exome annotations. We applied Exorcise to re-annotate guides in pooled CRISPR libraries available on Addgene and found that libraries designed on a more permissive reference sequence had more mis-annotations. In simulated CRISPR screens, we modelled common mis-annotations and found that they adversely affect discovery of hits in the intermediate range. We then confirmed this by applying Exorcise on datasets from Dependency Map (DepMap) and the DNA Damage Response CRISPR Screen Viewer (DDRcs), where we found improved discovery power upon Exorcise while retaining the strongest hits.

Conclusions: Pooled CRISPR libraries map guide sequences to genes and these mappings might not be ready to use due to permissive library design or investigating a variant cell line. By re-annotating CRISPR guides, Exorcise focuses CRISPR experiments towards the genome of the cell line under investigation. Exorcise can be applied at the library design stage or the analysis stage and allows post hoc re-analysis of completed screens. It is available under a Creative Commons Zero v1.0 Universal licence at https://github.com/SimonLammmm/exorcise .

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来源期刊
Genome Medicine
Genome Medicine GENETICS & HEREDITY-
CiteScore
20.80
自引率
0.80%
发文量
128
审稿时长
6-12 weeks
期刊介绍: Genome Medicine is an open access journal that publishes outstanding research applying genetics, genomics, and multi-omics to understand, diagnose, and treat disease. Bridging basic science and clinical research, it covers areas such as cancer genomics, immuno-oncology, immunogenomics, infectious disease, microbiome, neurogenomics, systems medicine, clinical genomics, gene therapies, precision medicine, and clinical trials. The journal publishes original research, methods, software, and reviews to serve authors and promote broad interest and importance in the field.
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