机器学习方法在CRISPR/Cas9系统中的应用

基于CRISPR/Cas9系统介导的第三代基因组定点编辑技术,已被广泛应用于基因编辑和基因表达调控等研究领域。如何提高该技术对基因组编辑的效率与特异性、最大限度降低脱靶风险一直是该领域的难点。近年来,机器学习为解决CRISPR/Cas9系统所面临的问题提供了新思路,基于机器学习的CRISPR/Cas9系统已逐渐成为研究热点。本文阐述了CRISPR/Cas9的作用机理,总结了现阶段该技术面临的基因组编辑效率低、存在潜在的脱靶效应、前间区序列邻近基序(PAM)限制识别序列等问题,最后对机器学习应用于优化设计高效向导RNA (sgRNA)序列、预测sgRNA的活性、脱靶效应评估、基因敲除、高通量功能基因筛选等领域的研究现状与发展前景进行了展望,以期为基因组编辑领域的研究提供参考。     

CRISPR/Cas9的应用及脱靶效应研究进展

CRISPR/Cas9基因编辑技术在生命科学领域掀起了一场全新的技术革命,该技术可以对基因组特定位点进行靶向编辑,包括缺失、插入、修复等。CRISPR/Cas9比锌指核酸酶 (ZFNs)和转录激活因子样效应物核酸酶(TALENs)技术更易于操作,而且更高效。CRISPR/Cas9系统中的向导RNA(Single guide RNA, sgRNA)是一段与目标DNA片段匹配的RNA序列,指导Cas9蛋白对基因组进行识别。研究发现,设计的sgRNA会与非靶点DNA序列错配,引入非预期的基因突变,即脱靶效应(Off-target effects)。脱靶效应严重制约了CRISPR/Cas9基因编辑技术的广泛应用。为了避免脱靶效应,研究者对影响脱靶效应的因素进行了系统研究并提出了许多降低脱靶效应的方法。文章总结了CRISPR/Cas9系统的应用及脱靶效应研究进展,以期为相关领域的工作提供参考。     

CRISPR/Cas9系统中sgRNA设计与脱靶效应评估

基于CRISPR/Cas9系统介导的第三代基因组编辑技术,已成功应用于动物、植物和微生物等诸多物种的基因组改造。如何提高CRISPR/Cas9技术的基因组编辑效率和最大限度降低脱靶风险一直是本领域的研究热点,而使用高效且特异的sgRNA(Small guide RNA)是基因组改造成功的关键性因素之一。目前,已有多款针对CRISPR/Cas9技术的sgRNA设计和/或脱靶效应评估软件,但不同的软件各有优缺点。本文重点对16款sgRNA 设计和脱靶效应评估在线和单机版软件的特点进行了阐述,通过制定38项评估指标对不同软件进行了比较分析,最后对11种用于检测基因组编辑效率和脱靶的实验方法,以及如何筛选高效且特异的sgRNA进行了归纳总结。     

新生儿短肠综合征的肠内营养研究进展

从喂养方式、喂养过程、营养成分、护理重点等多方面综述新生儿短肠综合征肠内营养的研究进展,并结合患儿的实际病情以及实验室检查结果等指标,提出对患儿进行持续性的肠内营养支持的具体做法：（1）在现实情况允许的条件下,保证用母乳喂养患儿,无法提供母乳的情况下合理配比奶粉,并根据实际需要添加一些纤维和脂类的补充剂,保障患儿健康发育;（2）在给予肠内营养的过程中全程无菌化处理,调节适宜的温度,合理选择药物;（3）应用大规模对照试验方式,通过大数据对比总结出持续肠内营养对短肠综合征患儿的影响,为儿科护理工作提供科学依据。     

CRISPR/Cas9在放线菌合成生物学研究中的应用和发展

放线菌是活性天然产物和抗生素药物的重要来源。利用合成生物学高效地开发其中丰富的天然产物资源,将为加速新药开发奠定坚实的基础。CRISPR/Cas9作为一种多功能基因编辑系统,因其便捷高效而被广泛应用于真核生物的遗传操作。但在原核生物尤其是放线菌中的应用仍处于起步阶段,机遇和挑战并存。本综述总结了目前CRISPR/Cas9系统在放线菌基因编辑和调控,以及活性天然产物的产量提升、生物合成机制解析和资源开发等方面的研究进展。同时,也对该系统在应用中面临的包括重组修复效率低,以及靶向切割效率不足等关键挑战进行了分析,并提出了相应的优化解决方法。随着CRISPR/Cas9在放线菌应用中的不断完善和发展,将极大地推动放线菌的合成生物学研究,促进其中天然产物资源的有效挖掘和应用开发。     

Potential high-frequency off-target mutagenesis induced by CRISPR/Cas9 in <Emphasis Type="Italic">Arabidopsis</Emphasis> and its prevention

Key message

We present novel observations of high-specificity SpCas9 variants, sgRNA expression strategies based on mutant sgRNA scaffold and tRNA processing system, and CRISPR/Cas9-mediated T-DNA integrations.

Abstract

Specificity of CRISPR/Cas9 tools has been a major concern along with the reports of their successful applications. We report unexpected observations of high frequency off-target mutagenesis induced by CRISPR/Cas9 in T1 Arabidopsis mutants although the sgRNA was predicted to have a high specificity score. We also present evidence that the off-target effects were further exacerbated in the T2 progeny. To prevent the off-target effects, we tested and optimized two strategies in Arabidopsis, including introduction of a mCherry cassette for a simple and reliable isolation of Cas9-free mutants and the use of highly specific mutant SpCas9 variants. Optimization of the mCherry vectors and subsequent validation found that fusion of tRNA with the mutant rather than the original sgRNA scaffold significantly improves editing efficiency. We then examined the editing efficiency of eight high-specificity SpCas9 variants in combination with the improved tRNA-sgRNA fusion strategy. Our results suggest that highly specific SpCas9 variants require a higher level of expression than their wild-type counterpart to maintain high editing efficiency. Additionally, we demonstrate that T-DNA can be inserted into the cleavage sites of CRISPR/Cas9 targets with high frequency. Altogether, our results suggest that in plants, continuous attention should be paid to off-target effects induced by CRISPR/Cas9 in current and subsequent generations, and that the tools optimized in this report will be useful in improving genome editing efficiency and specificity in plants and other organisms.

     

Cas9HF1 enhanced specificity in Ustilago maydis

The clustered regularly interspaced short palindromic repeats (CRISPR)-Cas9 system is widely used as a tool to precisely manipulate genomic sequence targeted by sgRNA (single guide RNA) and is adapted in different species for genome editing. One of the major concerns of CRISPR-Cas9 is the possibility of off-target effects, which can be remedied by the deployment of high fidelity Cas9 variants. Ustilago maydis is a maize fungal pathogen, which has served as a model organism for biotrophic pathogens for decades. The successful adaption of CRISPR-Cas9 in U. maydis greatly facilitated effector biology studies. Here, we constructed an U. maydis reporter strain that allows in vivo quantification of efficiency and target specificity of three high fidelity Cas9 variants, Cas9HF1, Cas9esp1.1 and Cas9hypa. This approach identified Cas9HF1 as most specific Cas9 variant in U. maydis. Furthermore, whole genome sequencing showed absence of off-target effects in U. maydis by CRISPR-Cas9 editing.     

Patterns of CRISPR/Cas9 activity in plants,animals and microbes

The CRISPR/Cas9 system and related RNA‐guided endonucleases can introduce double‐strand breaks (DSBs) at specific sites in the genome, allowing the generation of targeted mutations in one or more genes as well as more complex genomic rearrangements. Modifications of the canonical CRISPR/Cas9 system from Streptococcus pyogenes and the introduction of related systems from other bacteria have increased the diversity of genomic sites that can be targeted, providing greater control over the resolution of DSBs, the targeting efficiency (frequency of on‐target mutations), the targeting accuracy (likelihood of off‐target mutations) and the type of mutations that are induced. Although much is now known about the principles of CRISPR/Cas9 genome editing, the likelihood of different outcomes is species‐dependent and there have been few comparative studies looking at the basis of such diversity. Here we critically analyse the activity of CRISPR/Cas9 and related systems in different plant species and compare the outcomes in animals and microbes to draw broad conclusions about the design principles required for effective genome editing in different organisms. These principles will be important for the commercial development of crops, farm animals, animal disease models and novel microbial strains using CRISPR/Cas9 and other genome‐editing tools.     

CRISPR/Cas9基因组编辑技术在农业动物中的应用

CRISPR(Clustered regularly interspaced short palindromic repeats)/Cas(CRISPR associated proteins)是在细菌和古细菌中发现的一种用来抵御病毒或质粒入侵的获得性免疫系统.目前已发现的CRISPR/Cas系统包括Ⅰ,Ⅱ和Ⅲ型,其中Ⅱ型系统的组成较简单,由其改造成的CRISPR/Cas9技术已成为一种高效的基因组编辑工具.自2013年CRISPR/Cas9技术成功用于哺乳动物基因组定点编辑以来,应用该技术进行基因组编辑的报道呈现出爆发式的增长.农业动物不仅是重要的经济动物,也是人类疾病和生物医药研究的重要模式动物.本文综述了CRISPR/Cas9技术在农业动物中的研究和应用进展,简述了该技术的脱靶效应及减少脱靶的主要方法,并展望了该技术的应用前景.     

CRISPR/Cas9介导的基因组定点编辑技术在丝状真菌中的研究进展

CRISPR/Cas9技术是在特定的RNA引导下,利用特异的核酸酶实现对基因组进行编辑的新技术。自2013年该技术体系建立起来已成功应用于动物、植物及真菌中。本文简述了3种基于核酸酶的基因编辑技术及其应用,概述了CRISPR/Cas9系统的组成及其作用机理,总结了CRISPR/Cas9在模式真菌酿酒酵母及丝状真菌中的应用,并就在丝状真菌中应用该技术时sg RNA表达盒的设计、Cas9表达盒的优化、抗性标记的筛选、受体的选择等方面提出具体的研究方法。另外,针对该技术应用过程中出现的脱靶效应、Cas9核定位信号的添加、启动子的选择及多个靶基因的编辑等问题提出了建议与展望,希望能够为初次涉足该领域的科研人员提供理论参考和技术支持。     

Recent Progress in CRISPR/Cas9 Technology

The clustered regularly interspaced short palindromic repeats(CRISPR)/Cas9 system, a simple and efficient tool for genome editing, has experienced rapid progress in its technology and applicability in the past two years. Here, we review the recent advances in CRISPR/Cas9 technology and the ways that have been adopted to expand our capacity for precise genome manipulation. First, we introduce the mechanism of CRISPR/Cas9, including its biochemical and structural implications. Second, we highlight the latest improvements in the CRISPR/Cas9 system, especially Cas9 protein modifications for customization. Third, we review its current applications, in which the versatile CRISPR/Cas9 system was employed to edit the genome, epigenome, or RNA of various organisms. Although CRISPR/Cas9 allows convenient genome editing accompanied by many benefits, we should not ignore the significant ethical and biosafety concerns that it raises. Finally, we discuss the prospective applications and challenges of several promising techniques adapted from CRISPR/Cas9.     

CRISPR/Cas9技术在非模式植物中的应用进展

基因组编辑技术的出现对植物遗传育种及作物性状的改良产生了深远意义。CRISPR/Cas(clustered regularly interspaced short palindromic repeat)是由成簇规律间隔短回文重复序列及其关联蛋白组成的免疫系统,其作用是原核生物(40%细菌和90%古细菌)用来抵抗外源遗传物质(噬菌体和病毒)的入侵。该技术实现了对基因组中多个靶基因同时进行编辑,与前两代基因编辑技术:锌指核酶(ZFNs)和转录激活因子样效应物核酶(TALENs)相比更加简单、廉价、高效。目前CRISPR/Cas9基因编辑技术已在拟南芥(Arabidopsis thaliana)、烟草(Nicotiana benthamiana)、水稻(Oryza sativa)、小麦(Triticum aestivum)、玉米(Zea mays)、番茄(tomato)等模式植物和多数大作物中实现了定点基因组编辑,其应用范围不断地向各类植物扩展。但与模式植物和一些大作物相比,CRISPR/Cas9基因编辑技术在非模式植物,尤其在一些小作物的应用中存在如载体构建、靶点设计、脱靶检测、同源重组等问题有待进一步完善。该文对CRISPR/Cas9技术在非模式植物与小作物研究的最新研究进展进行了总结,讨论了该技术目前在非模式植物、小作物应用的局限性,在此基础上提出了相关改进策略,并对CRISPR/Cas9系统在非模式植物中的研究前景进行了展望。     

基于CRISPR/Cas9的激活系统研究进展

基因编辑技术自问世以来就一直作为生物技术领域的研究热点。基因编辑工具成簇的规律间隔短回文重复序列及其相关系统(CRISPR/Cas系统)具有特异性、简便性和灵活性等优点,为研究人员提供了丰富的遗传操作工具,也让CRISPR/Cas系统的应用在多种生物中得到了飞速发展。特别是将转录激活因子与失活的Cas蛋白结合,可在RNA转录水平实现基因表达特异性调控,为生物技术在医学研究及农业领域的发展做出了重要的贡献。外源基因的过表达是验证基因功能和基因调控的常用方法,然而由于载体容量的限制难以实现多基因过表达。基于CRISPR/Cas9激活系统可在不同向导RNA的引导下对多个基因进行调控,实现调控水平验证基因功能。本文通过对CRISPR/Cas9激活系统组成及不同激活策略进行总结,整理针对过度激活的解决方案,为CRISPR/Cas9激活系统应用于棉花遗传改良及除草剂抗性研究提供更多参考。     

A Biophysical Model of CRISPR/Cas9 Activity for Rational Design of Genome Editing and Gene Regulation

The ability to precisely modify genomes and regulate specific genes will greatly accelerate several medical and engineering applications. The CRISPR/Cas9 (Type II) system binds and cuts DNA using guide RNAs, though the variables that control its on-target and off-target activity remain poorly characterized. Here, we develop and parameterize a system-wide biophysical model of Cas9-based genome editing and gene regulation to predict how changing guide RNA sequences, DNA superhelical densities, Cas9 and crRNA expression levels, organisms and growth conditions, and experimental conditions collectively control the dynamics of dCas9-based binding and Cas9-based cleavage at all DNA sites with both canonical and non-canonical PAMs. We combine statistical thermodynamics and kinetics to model Cas9:crRNA complex formation, diffusion, site selection, reversible R-loop formation, and cleavage, using large amounts of structural, biochemical, expression, and next-generation sequencing data to determine kinetic parameters and develop free energy models. Our results identify DNA supercoiling as a novel mechanism controlling Cas9 binding. Using the model, we predict Cas9 off-target binding frequencies across the lambdaphage and human genomes, and explain why Cas9’s off-target activity can be so high. With this improved understanding, we propose several rules for designing experiments for minimizing off-target activity. We also discuss the implications for engineering dCas9-based genetic circuits.     

CRISPR/Cas9-mediated gene editing in human tripronuclear zygotes

Genome editing tools such as the clustered regularly interspaced short palindromic repeat (CRISPR)-associated system (Cas) have been widely used to modify genes in model systems including animal zygotes and human cells, and hold tremendous promise for both basic research and clinical applications. To date, a serious knowledge gap remains in our understanding of DNA repair mechanisms in human early embryos, and in the efficiency and potential off-target effects of using technologies such as CRISPR/Cas9 in human pre-implantation embryos. In this report, we used tripronuclear (3PN) zygotes to further investigate CRISPR/Cas9-mediated gene editing in human cells. We found that CRISPR/Cas9 could effectively cleave the endogenous β-globin gene (HBB). However, the efficiency of homologous recombination directed repair (HDR) of HBB was low and the edited embryos were mosaic. Off-target cleavage was also apparent in these 3PN zygotes as revealed by the T7E1 assay and whole-exome sequencing. Furthermore, the endogenous delta-globin gene (HBD), which is homologous to HBB, competed with exogenous donor oligos to act as the repair template, leading to untoward mutations. Our data also indicated that repair of the HBB locus in these embryos occurred preferentially through the non-crossover HDR pathway. Taken together, our work highlights the pressing need to further improve the fidelity and specificity of the CRISPR/Cas9 platform, a prerequisite for any clinical applications of CRSIPR/Cas9-mediated editing.     

CRISPR/Cas9系统的分子机制及其在人类疾病基因治疗中的应用

CRISPR/Cas系统是广泛存在于细菌和古生菌中的适应性免疫系统,用来抵抗外来病毒或质粒的入侵。近几年,由Ⅱ型CRISPR/Cas适应性免疫系统改造而来的CRISPR/ Cas9基因组编辑技术蓬勃发展,被广泛地应用于生命科学研究的各个领域,并取得了革命性的变化。文章主要综述了CRISPR/Cas9基因组编辑技术的起源与发展及在生命科学各研究领域的应用,重点介绍了该系统在人类疾病基因治疗方面的最新应用及脱靶效应,以期为相关领域的科研人员提供参考。     

The CRISPR/Cas9 revolution continues: From base editing to prime editing in plant science

The ability to precisely inactivate or modify genes in model organisms helps us understand the mysteries of life. Clustered regularly interspaced short palindromic repeats(CRISPR)/CRISPR-associated protein 9(Cas9), a revolutionary technology that could generate targeted mutants, has facilitated notable advances in plant science. Genome editing with CRISPR/Cas9 has gained great popularity and enabled several technical breakthroughs. Herein, we briefly introduce the CRISPR/Cas9, with a focus on the latest breakthroughs in precise genome editing(e.g., base editing and prime editing), and we summarize various platforms that developed to increase the editing efficiency, expand the targeting scope, and improve the specificity of base editing in plants. In addition, we emphasize the recent applications of these technologies to plants. Finally, we predict that CRISPR/Cas9 and CRISPR/Cas9-based genome editing will continue to revolutionize plant science and provide technical support for sustainable agricultural development.