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通过基于深度学习辅助设计的微同源性模板实现精确、可预测的基因组整合。

Precise, predictable genome integrations by deep-learning-assisted design of microhomology-based templates.

作者信息

Naert Thomas, Yamamoto Taiyo, Han Shuting, Röck Ruth, Horn Melanie, Bethge Philipp, Vladimirov Nikita, Voigt Fabian F, Figueiro-Silva Joana, Bachmann-Gagescu Ruxandra, Vleminckx Kris, Helmchen Fritjof, Lienkamp Soeren S

机构信息

Institute of Anatomy, University of Zurich, Zurich, Switzerland.

Department of Biomedical Molecular Biology, Ghent University, Ghent, Belgium.

出版信息

Nat Biotechnol. 2025 Aug 12. doi: 10.1038/s41587-025-02771-0.

DOI:10.1038/s41587-025-02771-0
PMID:40796977
Abstract

Precise CRISPR-based DNA integration and editing remain challenging, largely because of insufficient control of the repair process. We find that repair at the genome-cargo interface is predictable by deep learning models and adheres to sequence-context-specific rules. On the basis of in silico predictions, we devised a strategy of base-pair tandem repeat repair arms matching microhomologies at double-strand breaks. These repeat homology arms promote frame-retentive cassette integration and reduce deletions both at the target site and within the transgene. We demonstrate precise integrations at 32 loci in HEK293T cells. Germline-transmissible transgene integration and endogenous protein tagging in Xenopus and adult mouse brains demonstrated precise integration during early embryonic cleavage and in nondividing, differentiated cells. Optimized repair arms also facilitated small edits for scarless single-nucleotide or double-nucleotide changes using oligonucleotide templates in vitro and in vivo. We provide the design tool Pythia to facilitate precise genomic integration and editing for experimental and therapeutic purposes for a wide range of target cell types and applications.

摘要

基于CRISPR的精确DNA整合和编辑仍然具有挑战性,这主要是因为对修复过程的控制不足。我们发现,基因组-载体界面处的修复可以通过深度学习模型进行预测,并且遵循序列上下文特定的规则。基于计算机模拟预测,我们设计了一种在双链断裂处匹配微同源性的碱基对串联重复修复臂策略。这些重复同源臂促进了框架保留盒式整合,并减少了靶位点和转基因内的缺失。我们在HEK293T细胞的32个位点展示了精确整合。在非洲爪蟾和成年小鼠大脑中的种系可传递转基因整合和内源性蛋白质标记证明了在早期胚胎分裂期间以及在不分裂的分化细胞中实现了精确整合。优化后的修复臂还利用体外和体内的寡核苷酸模板促进了无痕单核苷酸或双核苷酸变化的小编辑。我们提供了设计工具Pythia,以促进针对广泛的靶细胞类型和应用,出于实验和治疗目的进行精确的基因组整合和编辑。

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本文引用的文献

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Reprogramming site-specific retrotransposon activity to new DNA sites.将位点特异性逆转座子活性重编程至新的DNA位点。
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Bright and stable monomeric green fluorescent protein derived from StayGold.来源于 StayGold 的明亮且稳定的单体绿色荧光蛋白。
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Whole-body cellular mapping in mouse using standard IgG antibodies.使用标准 IgG 抗体对小鼠进行全身细胞绘图。
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Homology-independent targeted insertion (HITI) enables guided CAR knock-in and efficient clinical scale CAR-T cell manufacturing.同源非依赖靶向插入(HITI)可实现引导的 CAR 敲入和高效的临床级 CAR-T 细胞生产。
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CRISPR-GRANT: a cross-platform graphical analysis tool for high-throughput CRISPR-based genome editing evaluation.CRISPR-GRANT:一个用于高通量基于 CRISPR 的基因组编辑评估的跨平台图形分析工具。
BMC Bioinformatics. 2023 May 30;24(1):219. doi: 10.1186/s12859-023-05333-w.
9
Combining different CRISPR nucleases for simultaneous knock-in and base editing prevents translocations in multiplex-edited CAR T cells.将不同的 CRISPR 核酸酶用于同时进行基因敲入和碱基编辑可防止多重编辑的 CAR T 细胞发生易位。
Genome Biol. 2023 Apr 24;24(1):89. doi: 10.1186/s13059-023-02928-7.
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Reflective multi-immersion microscope objectives inspired by the Schmidt telescope.基于施密特望远镜原理的反射式复消色差浸没物镜。
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