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AI and the CRISPR Ecosystem: A Mixed Bag. 人工智能和CRISPR生态系统:一个大杂烩。
IF 3.6 4区 生物学 Q2 GENETICS & HEREDITY Pub Date : 2026-10-28 DOI: 10.1177/25731599261503272
Rodolphe Barrangou
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引用次数: 0
Hidden Outcomes of CRISPR-Cas9 Genome Editing Revealed by Targeted Sequencing in Isogenic Human iPSC Clones. 等基因人类iPSC克隆靶向测序揭示CRISPR-Cas9基因组编辑的隐藏结果
IF 3.6 4区 生物学 Q2 GENETICS & HEREDITY Pub Date : 2026-09-30 DOI: 10.1177/25731599261492640
Maria Tubalova, Galina Koksharova, Silvia Souza da Costa, Ana Cristina Victorino Krepischi, Veniamin Fishman, Maria Gridina

Advances in CRISPR-Cas9-based genome editing have simplified the generation of isogenic induced pluripotent stem cell (iPSC) pairs differing by a single genetic perturbation, minimizing interindividual variability in disease modeling. However, imprecise editing can cause unintended mutations that distort genotype-phenotype interpretation. Here, we investigated the molecular consequences of CRISPR-Cas9 editing in human iPSCs carrying a tandem duplication of the STAG2 locus. Using hybridization capture-based targeted next-generation sequencing of genomic regions surrounding Cas9-induced double-strand breaks, we identified inversions, plasmid DNA integrations, and complex structural rearrangements that had been missed by conventional PCR-based genotyping. The main advance of our study is the application of a practical hybridization capture-based workflow for resolving such hidden editing outcomes during the generation of isogenic iPSC models. In the selected clones subjected to detailed analysis, targeted sequencing enabled us to revise the initial interpretation of editing outcomes and resolve discrepancies between genotypic and transcriptomic data. Our results demonstrate that complex on-target alterations can remain undetected by conventional PCR-based genotyping and show that hybridization capture-based targeted sequencing can serve as a practical quality-control approach for the characterization of edited iPSC clones.

基于crispr - cas9的基因组编辑技术的进步简化了因单一遗传扰动而不同的等基因诱导多能干细胞(iPSC)对的产生,最大限度地减少了疾病建模中的个体间变异性。然而,不精确的编辑可能导致意想不到的突变,扭曲基因型-表型解释。在这里,我们研究了CRISPR-Cas9编辑在携带STAG2位点串联重复的人类iPSCs中的分子后果。利用基于杂交捕获的cas9诱导双链断裂周围基因组区域的靶向新一代测序,我们发现了逆转录、质粒DNA整合和复杂的结构重排,这些都是传统的基于pcr的基因分型所遗漏的。我们研究的主要进展是应用了一种实用的基于杂交捕获的工作流程,用于在生成等基因iPSC模型期间解决这种隐藏的编辑结果。在接受详细分析的选定克隆中,靶向测序使我们能够修改编辑结果的初始解释,并解决基因型和转录组数据之间的差异。我们的研究结果表明,复杂的靶上改变可以通过传统的基于pcr的基因分型检测不到,并且表明基于杂交捕获的靶向测序可以作为一种实用的质量控制方法来表征编辑的iPSC克隆。
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引用次数: 0
Addressing the Blind Spots of Deaminase Base Editors with CRISPR-Cas Glycosylase-Based Editors. 用CRISPR-Cas糖基酶编辑器解决脱氨酶碱基编辑器的盲点
IF 3.6 4区 生物学 Q2 GENETICS & HEREDITY Pub Date : 2026-09-28 DOI: 10.1177/25731599261475668
Jian Zhou

The emergence of CRISPR base editors signifies a pivotal shift in genome editing, moving beyond the "cut-and-paste" approach into an era of precise "chemical rewriting." While early editors including CBEs and ABEs enabled efficient base transitions by combining deaminases with Cas9 nickase, their core mechanism limited their application to transition mutations, leaving nearly half of disease-causing transversions unresolved. This review outlines the transformation of DNA glycosylases from unwanted side-effect generators into core drivers of base editor evolution. Through strategic protein engineering, glycosylases have been harnessed to create novel editors that mediate crucial transversion edits, substantially expanding the targeting landscape of precision genome editing. We will examine how these engineered glycosylases achieve programmable DNA rewriting through redirected DNA repair pathways, compare emerging and conventional editors, and explore applications in genetic therapy and functional genomics while addressing ongoing challenges in specificity and delivery. Finally, we envision next-generation editors equipped with artificial intelligence-designed glycosylases capable of spatiotemporally controlled genome manipulation.

CRISPR碱基编辑器的出现标志着基因组编辑的一个关键转变,它超越了“剪切-粘贴”的方法,进入了精确的“化学重写”时代。虽然包括cbe和ABEs在内的早期编辑通过将脱氨酶与Cas9缺口酶结合实现了有效的碱基转换,但它们的核心机制限制了它们在过渡突变中的应用,导致近一半的致病转化未得到解决。这篇综述概述了DNA糖基酶从不必要的副作用产生器转变为碱基编辑器进化的核心驱动力。通过战略性蛋白质工程,糖基酶已被利用来创造新的编辑器,介导关键的翻转编辑,大大扩展了精确基因组编辑的靶向领域。我们将研究这些工程糖基酶如何通过重定向DNA修复途径实现可编程DNA重写,比较新兴和传统的编辑器,并探索在基因治疗和功能基因组学中的应用,同时解决特异性和递送方面的持续挑战。最后,我们设想下一代编辑器配备人工智能设计的糖基酶,能够进行时空控制的基因组操作。
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引用次数: 0
PARP1 Constrains Insertional Prime Editing in a Context-Dependent Manner. PARP1以上下文依赖的方式约束插入素编辑。
IF 3.6 4区 生物学 Q2 GENETICS & HEREDITY Pub Date : 2026-09-28 DOI: 10.1177/25731599261491273
Iryna Vykhlyantseva, Haribaskar Ramachandran, David Alejandro Morales-Juarez, Andrea Rossi, Jacob Corn, Zacharias Kontarakis

Prime editing (PE) enables precise insertions, deletions, and substitutions without double-strand breaks, but editing efficiency remains highly variable. To identify modulators of PE outcomes, we screened 569 compounds targeting DNA damage and repair pathways in K562 cells using targeted next-generation sequencing. PARP inhibitors selectively enhanced PE-mediated insertions at the HEK3 locus by more than 2-fold, without improving substitution or deletion editing. Genetic loss of PARP1 reproduced this phenotype, identifying PARP1 as the principal mediator. PARP1 inhibition enhanced insertion efficiency across multiple PE architectures, insertion sizes, and cellular backgrounds, including primary human T cells, and promoted more complete incorporation of pegRNA-encoded sequence changes without increasing indels or scaffold incorporation. However, this effect was dependent on genomic locus and reverse transcription template configuration. Together, these findings identify PARP1 as a context-dependent constraint on insertional PE.

启动编辑(PE)能够在没有双链断裂的情况下精确插入、删除和替换,但编辑效率仍然是高度可变的。为了确定PE结果的调节剂,我们使用靶向下一代测序技术筛选了569种靶向K562细胞DNA损伤和修复途径的化合物。PARP抑制剂选择性地增强pe介导的HEK3位点插入2倍以上,而不改善替代或删除编辑。PARP1的遗传缺失再现了这种表型,确定PARP1是主要的中介。PARP1抑制提高了多种PE结构、插入大小和细胞背景(包括原代人T细胞)的插入效率,并促进了pegrna编码序列变化的更完全整合,而不增加索引或支架的整合。然而,这种效应依赖于基因组位点和逆转录模板结构。总之,这些发现确定PARP1是插入性PE的上下文依赖约束。
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引用次数: 0
Comparison of CRISPR-Cas-Based Knockdown of Endogenous mRNA in Sensory Neurons. 基于crispr - cas基因敲除感觉神经元内源性mRNA的比较。
IF 3.6 4区 生物学 Q2 GENETICS & HEREDITY Pub Date : 2026-09-23 DOI: 10.1177/25731599261489437
Andrea Meulenberg, Macarena Pavez, Emma K Gowing, David Mayo-Muñoz, Nils Birkholz, Graceallah Suhono, Peter C Fineran, Robert D Fagerlund, Laura F Gumy

Ribonucleic acid (RNA)-targeting clustered regularly interspaced short palindromic repeats-CRISPR-associated (CRISPR-Cas) systems enable modulation of gene expression without permanent genome modification, making them useful for sensitive cell types such as neurons. While CRISPR-Cas technologies have been most extensively applied and validated in primary hippocampal and cortical neurons, their use in sensory neurons remains largely unexplored. Sensory neurons are an established cellular model for studying axon growth and regeneration, pain mechanisms, sensory transduction, and neuron-environment interactions. Here, we evaluated the performance of compact RNA-targeting CRISPR-Cas effectors Cas7-11S, hfCas13X, and hfCas13d in primary rat sensory neurons in culture. Using an endogenous mRNA as the target, we compared knockdown efficiency and assessed the effects of CRISPR-Cas expression on neuronal health. The systems showed distinct differences in performance, with Cas7-11S inducing toxicity, hfCas13X showing minimal knockdown, and hfCas13d providing robust gene silencing with minimal adverse effects on neuronal health. These findings identify hfCas13d as the most effective and well-tolerated RNA-targeting CRISPR-Cas tool for sensory neurons and provide important insight into its suitability for neuroscience research and potential therapeutic applications.

以核糖核酸(RNA)为靶点的簇状规律间隔短回文重复序列crispr相关(CRISPR-Cas)系统能够在不进行永久性基因组修饰的情况下调节基因表达,这使得它们对敏感细胞类型(如神经元)非常有用。虽然CRISPR-Cas技术在初级海马和皮层神经元中得到了最广泛的应用和验证,但它们在感觉神经元中的应用在很大程度上仍未被探索。感觉神经元是研究轴突生长和再生、疼痛机制、感觉传导和神经元与环境相互作用的一个成熟的细胞模型。在这里,我们评估了紧凑rna靶向CRISPR-Cas效应物Cas7-11S、hfCas13X和hfCas13d在培养的原代大鼠感觉神经元中的表现。以内源性mRNA为靶点,我们比较了敲低效率,并评估了CRISPR-Cas表达对神经元健康的影响。这些系统表现出明显的性能差异,Cas7-11S诱导毒性,hfCas13X显示最小的敲除,而hfCas13d提供强大的基因沉默,对神经元健康的不良影响最小。这些发现确定了hfCas13d是感觉神经元最有效和耐受性良好的rna靶向CRISPR-Cas工具,并为其在神经科学研究和潜在治疗应用中的适用性提供了重要见解。
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引用次数: 0
Genomic Benchmarking Reveals Reduced and Context-Dependent Transferability of AI-Engineered Bxb1 Recombinases for Large-Fragment Genome Writing. 基因组基准揭示了人工智能工程Bxb1重组酶在大片段基因组写作中的可转移性降低和环境依赖性。
IF 3.6 4区 生物学 Q2 GENETICS & HEREDITY Pub Date : 2026-08-06 DOI: 10.1177/25731599261470587
Yi-Dan Sun, Li-Jun Song, Bin Liu, Chong-Yan Cheng, Li-Ming Zhang, Jian-Ping Zhang, Xiao-Bing Zhang

Programmable large-fragment genome integration using prime-editing-coupled serine integrases, such as PASTE and PASSIGE, remains constrained by the limited activity of wild-type Bxb1 (WT Bxb1) in mammalian cells. Recently, the AI-guided protein engineering framework EVOLVEpro enabled efficient identification of functional protein variants from limited experimental sampling and nominated epBxb1(T166R) as a highly active Bxb1 variant in episomal plasmid-to-plasmid recombination screens. Here, we systematically benchmarked epBxb1 (T166R) against WT Bxb1 and the previously validated high-activity eeBxb1 (V74A/E229K/V375I) variant in genome-integrated reporter and endogenous-locus PASSIGE assays at three well-characterized benchmarking loci (AAVS1, CCR5, and ACTB). epBxb1 showed reduced and variable transferability, with no detectable advantage over WT Bxb1 in the genome-integrated reporter system or at the AAVS1 safe-harbor locus, but produced modest, locus-dependent improvements at CCR5 and ACTB, with 1.89-fold and 1.58-fold increases, respectively. By contrast, eeBxb1 consistently showed superior activity, achieving up to ∼12-fold improvement over WT Bxb1. Four additional rounds of EVOLVEpro-guided optimization on the eeBxb1-BPNLS scaffold identified no reproducibly improved variant among 40 tested single-amino-acid substitutions. These results indicate reduced and genomic context-dependent transferability of EVOLVEpro-nominated Bxb1 variants and highlight the importance of application-matched genomic benchmarking when implementing AI-guided protein optimization for therapeutic genome writing.

利用引物编辑偶联丝氨酸整合酶(如PASTE和PASSIGE)进行可编程的大片段基因组整合,仍然受到野生型Bxb1 (WT Bxb1)在哺乳动物细胞中有限活性的限制。最近,人工智能引导的蛋白质工程框架EVOLVEpro能够从有限的实验样本中有效识别功能性蛋白质变体,并在episomal质粒-质粒重组筛选中提名epBxb1(T166R)为高度活跃的Bxb1变体。在这里,我们系统地对epBxb1 (T166R)与WT Bxb1和先前验证的高活性eeBxb1 (V74A/E229K/V375I)变体进行了基因组整合报告基因和内源基因座pasige检测,并在三个特征良好的基准基因座(AAVS1, CCR5和ACTB)上进行了基准测试。epBxb1在基因组整合报告系统或AAVS1安全港位点上表现出降低和可变的可转移性,与WT Bxb1相比没有可检测到的优势,但在CCR5和ACTB上产生了适度的、依赖于位点的改善,分别增加了1.89倍和1.58倍。相比之下,eeBxb1始终表现出优越的活性,比WT Bxb1提高了12倍。在evolvepro指导下,对eeBxb1-BPNLS支架进行了另外四轮优化,在40个被测试的单氨基酸取代中,没有发现可重复的改进变体。这些结果表明,evolvepro提名的Bxb1变异的可转移性降低,且与基因组环境相关,并强调了在实施人工智能指导的治疗性基因组编写蛋白质优化时,应用匹配的基因组基准的重要性。
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引用次数: 0
Targeted Genetic Knockout of Can f 1, the Major Allergen in Dogs. 靶向基因敲除犬主要过敏原Can f1
IF 3.6 4区 生物学 Q2 GENETICS & HEREDITY Pub Date : 2026-08-05 DOI: 10.1177/25731599261473124
Matt W G Walker, Carol Margolis, Tanner Wiegand, Nicholas Gavin, Elizabeth Loewy

Dog allergy is a prevalent IgE-mediated condition, with the salivary lipocalin Can f 1 accounting for the majority of dog-specific IgE reactivity in sensitized individuals. Existing strategies for managing dog allergy primarily rely on modulating host immune responses and do not address allergen production at its source. Here, we report the generation of genetically engineered dogs lacking Can f 1. Using CRISPR-Cas9 editing and somatic cell nuclear transfer, we produced two healthy beagle puppies carrying a frameshift mutation in exon 1 of the Can f 1 gene. Salivary and hair/dander analysis demonstrated the absence of Can f 1 protein in the edited dogs. Skin prick testing in a sensitized individual demonstrated robust IgE-mediated reactivity to control dog extracts but no detectable response to extracts from the edited dogs. Together, these findings demonstrate that targeted genetic knockout of the major dog allergen is compatible with canine development and can abolish the IgE-mediated allergic response, supporting the feasibility of a gene-based approach to reducing canine allergenicity.

狗过敏是一种普遍的IgE介导的疾病,在致敏个体中,唾液脂脂素Can f1占狗特异性IgE反应的大部分。管理狗过敏的现有策略主要依赖于调节宿主免疫反应,而不是从源头上解决过敏原的产生。在这里,我们报道了缺乏Can f1基因工程狗的一代。利用CRISPR-Cas9编辑和体细胞核移植,我们培育了两只健康的小猎犬幼犬,它们携带Can f1基因外显子1的移码突变。唾液和毛发/皮屑分析表明,在编辑过的狗中缺乏Can f1蛋白。致敏个体的皮肤点刺试验显示,ige介导的反应对控制犬提取物具有很强的反应性,但对编辑犬提取物没有可检测到的反应。总之,这些研究结果表明,靶向基因敲除狗的主要过敏原与狗的发育是相容的,可以消除ige介导的过敏反应,支持基于基因的方法降低狗的过敏原的可行性。
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引用次数: 0
Development and Characterization of RNA Aptamer-Mediated Modular Base Editors Containing Staphylococcus aureus Cas9 Derivatives and Novel Deaminase Orthologs. 含有金黄色葡萄球菌Cas9衍生物和新型脱氨酶同源物的RNA适体介导的模块化碱基编辑器的开发和表征。
IF 3.6 4区 生物学 Q2 GENETICS & HEREDITY Pub Date : 2026-08-01 Epub Date: 2026-07-22 DOI: 10.1177/25731599261467606
Juan Carlos Collantes, Kellen Xu, Melany Ruiz-Urigüen, Ana C Samaniego-Villacis, Jesse Stombaugh, Shengkan Jin

Base editing enables precise genome modifications without introducing DNA double-strand breaks. Using Streptococcus pyogenes Cas9 as a prototype, we previously developed a modular base editing platform in which the deaminase is recruited by an RNA aptamer engineered into the gRNA, thereby separating sequence recognition from base modification. Here, we expanded this modular base editor toolbox by engineering Staphylococcus aureus Cas9 (SaCas9) in combination with various vertebrate effectors derived from activation induced cytidine deaminase (AID) and apolipoprotein B mRNA editing enzyme, catalytic subunit 1 (APOBEC1) orthologs, from bat, lizard, human, and rat. Moreover, we adopted the SaCas9 variants with different protospacer adjacent motif requirements. These base editors generally showed high editing efficiency with low on-target indel formation and low-to-undetectable off-target activities. Quantitative and qualitative differences in editing occur among the base editors when applied to diverse loci, allowing sequence-specific optimization. Together, our study demonstrates the effectiveness of the SaCas9 modular base editors, the robustness of the platform's modularity, and its feasibility for convenient screening of target-specific base editors.

碱基编辑可以在不引入DNA双链断裂的情况下实现精确的基因组修饰。以化脓链球菌Cas9为原型,我们之前开发了一种模块化的碱基编辑平台,其中脱氨酶被工程化的RNA适体募集到gRNA中,从而将序列识别与碱基修饰分离开来。在这里,我们通过将金黄色葡萄球菌Cas9 (SaCas9)与来自蝙蝠、蜥蜴、人类和大鼠的活化诱导胞苷脱氨酶(AID)和载脂蛋白B mRNA编辑酶的各种脊椎动物效应物(催化亚基1 (APOBEC1)同源物)结合起来,扩展了这个模块化碱基编辑器工具箱。此外,我们采用了具有不同protospacer相邻基序要求的SaCas9变体。这些碱基编辑器普遍表现出较高的编辑效率,具有较低的靶上索引形成和较低至不可检测的靶外活动。当应用于不同的位点时,碱基编辑器之间的编辑数量和质量差异会发生,从而允许序列特异性优化。总之,我们的研究证明了SaCas9模块化碱基编辑器的有效性,平台模块化的鲁棒性,以及方便筛选目标特异性碱基编辑器的可行性。
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引用次数: 0
The Diversifying Distribution Trends of Maturing CRISPR Technologies by Addgene. 从Addgene看成熟CRISPR技术的多元化分布趋势。
IF 3.6 4区 生物学 Q2 GENETICS & HEREDITY Pub Date : 2026-08-01 Epub Date: 2026-07-23 DOI: 10.1177/25731599261470096
Alyssa Shepard, Elena Minones-Moyano, Christina Mork, Brook Pyhtila, Rodolphe Barrangou

Since the advent of Cas9-based CRISPR technologies in 2012, there has been a remarkable growth in genome editing research, literature, applications, and translational impact. Much of this research has been fueled by the global dissemination of CRISPR plasmids through nonprofit distribution by Addgene, as both a repository and distributor of enabling biological material. Recently, key milestones have been reached, with over 20,000 plasmids deposited by over 1,000 labs, being distributed over 300,000 times globally. The driving trends reflect multidimensional diversification in terms of effectors (Cas9, Cas12 and beyond), editing modalities (base editing, prime editing, epigenetic modification, CRISPRi/a), and deployment across phylogenetic groups (mammalian, bacterial, plant, yeast, insects, and more). Noteworthy, guide RNA and HDR templates account for the bulk of deposits, while cloning backbones are the most requested, and lentiviral plasmids comprise the majority of expression material. The data reflect a continued diversification of the CRISPR-based toolbox, robust interest in genome editing applications across the tree of life, maturation in terms of adoption, and rising relative distribution beyond the USA and China, with Addgene continuing to play a critical role in access to equitable and disruptive technologies.

自2012年基于cas9的CRISPR技术问世以来,基因组编辑的研究、文献、应用和转化影响都有了显著的增长。通过Addgene的非营利性分发,CRISPR质粒在全球范围内的传播推动了这方面的大部分研究。Addgene既是一个生物材料的存储库,也是一个生物材料的分发者。最近,关键的里程碑已经达到,超过1000个实验室沉积了超过20,000个质粒,在全球分布超过30万次。驱动趋势反映了效应物(Cas9、Cas12等)、编辑方式(碱基编辑、引体编辑、表观遗传修饰、CRISPRi/a)以及跨系统发育群体(哺乳动物、细菌、植物、酵母、昆虫等)的多维多样化。值得注意的是,引导RNA和HDR模板占了大部分的沉积,而克隆主干是最需要的,慢病毒质粒构成了大部分的表达材料。这些数据反映了基于crispr的工具箱的持续多样化,对整个生命之树的基因组编辑应用的浓厚兴趣,采用方面的成熟,以及美国和中国以外的相对分布,Addgene继续在获得公平和颠覆性技术方面发挥关键作用。
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引用次数: 0
Evaluation of Prime Editing Efficiency in Human Immortalized MSC-TERT Cells with Osteogenic Potential for Modeling FGFR2-Linked Craniosynostosis. 评估具有成骨潜能的人永生质MSC-TERT细胞的初始编辑效率,以模拟fgfr2相关的颅缝闭锁。
IF 3.6 4区 生物学 Q2 GENETICS & HEREDITY Pub Date : 2026-08-01 Epub Date: 2026-06-26 DOI: 10.1177/25731599261457618
Max Gijsbertsen, Filipa M Duarte, Ana Fuentes Manjón, Tiany Maduro, Moustapha Kassem, John van der Oost, Irene M J Mathijssen, Johannes P T M van Leeuwen, Jeroen van de Peppel

Craniosynostosis is a rare congenital bone condition where skull sutures fuse prematurely and is linked to mutations in over 60 genes. Generating mutation-specific in vitro models allows investigation of craniosynostosis-associated mutations without the need for patient-derived material or transgenic gene expression. Here, we developed a human in vitro disease model with the CRISPR-Cas9 prime editing variant, using an immortalized TERT-immortalized mesenchymal bone marrow-derived stem (MSC-TERT) cell line with osteogenic potential. MSC-TERT cells showed a higher resistance to prime editing, compared with HEK293FT cells. Addition of dnMLH1 and epegRNAs resulted in higher editing efficiencies in HEK293FT cells, but not in MSC-TERT cells. Prime editing efficiency varied between targeted loci and was found to be more efficient in nonadherent cells compared with adherent cells. Prime editing continued over 4 days in an isolated nonadherent HEK293FT culture. Our results present a foundation on the use of prime editing to establish FGFR2 mutation-specific in vitro models and their application in MSC-TERT cells.

颅缝闭锁是一种罕见的先天性骨疾病,颅骨缝合线过早融合,与60多种基因突变有关。产生突变特异性的体外模型允许研究颅缝愈合相关的突变,而不需要患者来源的材料或转基因基因表达。在这里,我们使用具有成骨潜能的永生化tert -永生化间充质骨髓源性干细胞(MSC-TERT)细胞系,开发了带有CRISPR-Cas9启动编辑变体的人类体外疾病模型。与HEK293FT细胞相比,MSC-TERT细胞对prime编辑表现出更高的抗性。dnMLH1和epegRNAs的加入在HEK293FT细胞中提高了编辑效率,但在MSC-TERT细胞中没有提高。启动编辑效率因靶向位点而异,并且发现在非贴壁细胞中比贴壁细胞更有效。在分离的非粘附HEK293FT培养中,初始编辑持续4天以上。我们的研究结果为使用引物编辑技术建立FGFR2突变特异性体外模型及其在MSC-TERT细胞中的应用奠定了基础。
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引用次数: 0
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