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使用 Orthrus 评分管道分析组合型 CRISPR 筛选。

Analysis of combinatorial CRISPR screens with the Orthrus scoring pipeline.

机构信息

Bioinformatics and Computational Biology Graduate Program, University of Minnesota-Twin Cities, Minneapolis, MN, USA.

Donnelly Centre, University of Toronto, Toronto, Ontario, Canada.

出版信息

Nat Protoc. 2021 Oct;16(10):4766-4798. doi: 10.1038/s41596-021-00596-0. Epub 2021 Sep 10.

Abstract

The continued improvement of combinatorial CRISPR screening platforms necessitates the development of new computational pipelines for scoring combinatorial screening data. Unlike for single-guide RNA (sgRNA) pooled screening platforms, combinatorial scoring for multiplexed systems is confounded by guide design parameters such as the number of gRNAs per construct, the position of gRNAs along constructs, and additional features that may impact gRNA expression, processing or capture. In this protocol we describe Orthrus, an R package for processing, scoring and analyzing combinatorial CRISPR screening data that addresses these challenges. This protocol walks through the application of Orthrus to previously published combinatorial screening data from the CHyMErA experimental system, a platform we recently developed that pairs Cas9 with Cas12a gRNAs and enables programmed targeting of multiple genomic sites. We demonstrate Orthrus' features for screen quality assessment and two distinct scoring modes for dual guide RNAs (dgRNAs) that target the same gene twice or dgRNAs that target two different genes. Running Orthrus requires basic R programming experience, ~5-10 min of computational time and 15-60 min total.

摘要

组合型 CRISPR 筛选平台的持续改进需要开发新的计算管道来对组合筛选数据进行评分。与单向导 RNA(sgRNA) pooled 筛选平台不同,多重系统的组合评分受到引导设计参数的影响,例如每个构建体的 gRNA 数量、gRNA 在构建体上的位置以及可能影响 gRNA 表达、加工或捕获的其他特征。在本方案中,我们描述了 Orthrus,这是一个用于处理、评分和分析组合 CRISPR 筛选数据的 R 包,该包解决了这些挑战。本方案介绍了 Orthrus 在最近开发的 CHyMErA 实验系统中以前发表的组合筛选数据中的应用,该平台将 Cas9 与 Cas12a gRNA 配对,并能够对多个基因组位点进行编程靶向。我们展示了 Orthrus 的筛选质量评估功能和两种针对同一基因两次或针对两个不同基因的双向导 RNA(dgRNA)的两种不同评分模式。运行 Orthrus 需要基本的 R 编程经验,约 5-10 分钟的计算时间和 15-60 分钟的总时间。

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