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Massively parallel profiling and predictive modeling of the outcomes of CRISPR/Cas9-mediated double-strand break repair

机译:CRISPR / CAS9介导的双链突破修复的大规模平行分析和预测建模

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摘要

Non-homologous end-joining (NHEJ) plays an important role in double-strand break (DSB) repair of DNA. Recent studies have shown that the error patterns of NHEJ are strongly biased by sequence context, but these studies were based on relatively few templates. To investigate this more thoroughly, we systematically profiled similar to 1.16 million independent mutational events resulting from CRISPR/Cas9-mediated cleavage and NHEJ-mediated DSB repair of 6872 synthetic target sequences, introduced into a human cell line via lentiviral infection. We find that: (i) insertions are dominated by 1 bp events templated by sequence immediately upstream of the cleavage site, (ii) deletions are predominantly associated with microhomology and (iii) targets exhibit variable but reproducible diversity with respect to the number and relative frequency of the mutational outcomes to which they give rise. From these data, we trained a model that uses local sequence context to predict the distribution of mutational outcomes. Exploiting the bias of NHEJ outcomes towards microhomology mediated events, we demonstrate the programming of deletion patterns by introducing microhomology to specific locations in the vicinity of the DSB site. We anticipate that our results will inform investigations of DSB repair mechanisms as well as the design of CRISPR/Cas9 experiments for diverse applications including genome-wide screens, gene therapy, lineage tracing and molecular recording.
机译:非同源末端连接(NHEJ)在DNA的双链断裂(DSB)修复中起重要作用。最近的研究表明,NHEJ的误差模式被序列背景强烈偏置,但这些研究基于相对较少的模板。为了更彻底地调查这一点,我们系统地描绘了由Crispr / Cas9介导的乳化和NHEJ介导的6872种合成靶序列的乳化裂解和NHEJ介导的DSB修复导致的1180万次突变事件。通过慢病毒感染引入人体细胞。我们发现:(i)插入以1bp事件为主,由裂解位点上游的序列化序列化,(ii)缺失主要与微型学相关,(iii)目标表现出相对于数量和相对的可变但可重复的多样性它们产生的突变结果的频率。根据这些数据,我们培训了一种使用本地序列上下文的模型来预测突变结果的分布。利用NHEJ结果的偏见对微型学介导的事件,我们通过向DSB位点附近的特定位置引入微观组学来证明删除模式的编程。我们预计我们的结果将为DSB维修机制的调查提供信息,以及针对各种应用的CRISPR / CAS9实验的设计,包括基因组屏幕,基因治疗,谱系跟踪和分子记录。

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