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可预测且精确的无模板 CRISPR 编辑致病性变异。

Predictable and precise template-free CRISPR editing of pathogenic variants.

机构信息

Computational and Systems Biology Program, Massachusetts Institute of Technology, Cambridge, MA, USA.

Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, Cambridge, MA, USA.

出版信息

Nature. 2018 Nov;563(7733):646-651. doi: 10.1038/s41586-018-0686-x. Epub 2018 Nov 7.

DOI:10.1038/s41586-018-0686-x
PMID:30405244
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC6517069/
Abstract

Following Cas9 cleavage, DNA repair without a donor template is generally considered stochastic, heterogeneous and impractical beyond gene disruption. Here, we show that template-free Cas9 editing is predictable and capable of precise repair to a predicted genotype, enabling correction of disease-associated mutations in humans. We constructed a library of 2,000 Cas9 guide RNAs paired with DNA target sites and trained inDelphi, a machine learning model that predicts genotypes and frequencies of 1- to 60-base-pair deletions and 1-base-pair insertions with high accuracy (r = 0.87) in five human and mouse cell lines. inDelphi predicts that 5-11% of Cas9 guide RNAs targeting the human genome are 'precise-50', yielding a single genotype comprising greater than or equal to 50% of all major editing products. We experimentally confirmed precise-50 insertions and deletions in 195 human disease-relevant alleles, including correction in primary patient-derived fibroblasts of pathogenic alleles to wild-type genotype for Hermansky-Pudlak syndrome and Menkes disease. This study establishes an approach for precise, template-free genome editing.

摘要

在 Cas9 切割之后,没有供体模板的 DNA 修复通常被认为是随机的、异质的,并且在基因破坏之外不切实际。在这里,我们表明无模板 Cas9 编辑是可预测的,并且能够精确地修复到预测的基因型,从而能够纠正人类相关疾病突变。我们构建了一个由 2000 个 Cas9 向导 RNA 与 DNA 靶标配对组成的文库,并在 InDelphi 中进行了训练,InDelphi 是一种机器学习模型,可高精度(r=0.87)预测五个人类和小鼠细胞系中 1 到 60 个碱基对缺失和 1 个碱基对插入的基因型和频率。InDelphi 预测,靶向人类基因组的 5-11%的 Cas9 向导 RNA 是“精确-50”,产生一个由大于或等于所有主要编辑产物的 50%组成的单一基因型。我们通过实验证实了 195 个人类疾病相关等位基因中的精确-50 插入和缺失,包括对 Hermansky-Pudlak 综合征和 Menkes 病患者来源原代成纤维细胞中致病性等位基因的校正,使其成为野生型基因型。这项研究建立了一种精确的、无模板基因组编辑方法。

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