CRISPR–Cas9 gRNA efficiency prediction: an overview of predictive tools and the role of deep learning

The clustered regularly interspaced short palindromic repeat (CRISPR)/CRISPR-associated protein 9 (Cas9) system has become a successful and promising technology for gene-editing. To facilitate its effective application, various computational tools have been developed. These tools can assist researchers in the guide RNA (gRNA) design process by predicting cleavage efficiency and specificity and excluding undesirable targets. However, while many tools are available, assessment of their application scenarios and performance benchmarks are limited. Moreover, new deep learning tools have been explored lately for gRNA efficiency prediction, but have not been systematically evaluated. Here, we discuss the approaches that pertain to the on-target activity problem, focusing mainly on the features and computational methods they utilize. Furthermore, we evaluate these tools on independent datasets and give some suggestions for their usage. We conclude with some challenges and perspectives about future directions for CRISPR–Cas9 guide design.     

SeqCor: correct the effect of guide RNA sequences in clustered regularly interspaced short palindromic repeats/Cas9 screening by machine learning algorithm

Clustered regularly interspaced short palindromic repeats (CRISPR)/Cas9-based screening using various guide RNA (gRNA) libraries has been executed to identify functional components for a wide range of phenotypes with regard to numerous cell types and organisms. Using data from public CRISPR/Cas9-based screening experiments, we found that the sequences of gRNAs in the library influence CRISPR/Cas9-based screening. As building a standard strategy for correcting results of all gRNA libraries is impractical, we developed SeqCor, an open-source programming bundle that enables researchers to address the result bias potentially triggered by the composition of gRNA sequences via the organization of gRNA in the library used in CRISPR/Cas9-based screening. Furthermore, SeqCor completely computerizes the extraction of sequence features that may influence single-guide RNA knockout efficiency using a machine learning approach. Taken together, we have developed a software program bundle that ought to be beneficial to the CRISPR/Cas9-based screening platform.     

毕赤酵母胞嘧啶碱基编辑器的设计与功能评价

【目的】在巴斯德毕赤酵母（Pichia pastoris）中建立一套分子靶向突变系统，为毕赤酵母的基因工程改造提供高效的编辑工具。【方法】基于规律成簇的间隔短回文重复序列/Cas9核酸酶（clustered regularly interspaced short palindromic repeats/Cas9 nuclease，CRISPR/Cas9）技术，设计并构建nCas9与胞苷脱氨酶融合表达的胞嘧啶碱基编辑器（cytosine base editor，CBE），并选择酵母基因组中富含碱基C的一段序列作为靶标以评价CBE的碱基编辑功能。电转化酵母后，利用高通量测序技术分析CBE的编辑效率及编辑模式，并进一步探究连接肽长度、融合蛋白相对位置和gRNA靶向序列（即spacer）长度等因素对CBE功能的影响。【结果】nCas9与PmCDA1融合组成的CBE能够实现毕赤酵母基因组碱基C的高效编辑。当连接肽长度为（GGGGS）₁₀时，CBE的编辑效率最高，编辑窗口位于前间隔序列邻近基序（protospacer adjacent motif，PAM）远端的C20–C14之间，其中C18的编辑效率可达85.1%。nCas9与PmCDA1相对位置的改变对CBE的编辑效率和编辑模式的影响不大。而gRNA靶向序列长度影响着CBE的编辑效率，且gRNA靶向序列长度不能低于17 nt，但19–23 nt之间均可引导CBE对基因组的高效编辑。【结论】本研究在巴斯德毕赤酵母中构建了一套具有高效碱基编辑活性的胞嘧啶碱基编辑器，为基于毕赤酵母的基础和应用研究提供了工具支持。     

Imperfect guide-RNA (igRNA) enables CRISPR single-base editing with ABE and CBE

CRISPR base editing techniques tend to edit multiple bases in the targeted region, which is a limitation for precisely reverting disease-associated single-nucleotide polymorphisms (SNPs). We designed an imperfect gRNA (igRNA) editing methodology, which utilized a gRNA with one or more bases that were not complementary to the target locus to direct base editing toward the generation of a single-base edited product. Base editing experiments illustrated that igRNA editing with CBEs greatly increased the single-base editing fraction relative to normal gRNA editing with increased editing efficiencies. Similar results were obtained with an adenine base editor (ABE). At loci such as DNMT3B, NSD1, PSMB2, VIATA hs267 and ANO5, near-perfect single-base editing was achieved. Normally an igRNA with good single-base editing efficiency could be selected from a set of a few igRNAs, with a simple protocol. As a proof-of-concept, igRNAs were used in the research to construct cell lines of disease-associated SNP causing primary hyperoxaluria construction research. This work provides a simple strategy to achieve single-base base editing with both ABEs and CBEs and overcomes a key obstacle that limits the use of base editors in treating SNP-associated diseases or creating disease-associated SNP-harboring cell lines and animal models.     

Discovery and engineering of small SlugCas9 with broad targeting range and high specificity and activity

The compact CRISPR/Cas9 system, which can be delivered with their gRNA and a full-length promoter for expression by a single adeno-associated virus (AAV), is a promising platform for therapeutic applications. We previously identified a compact SauriCas9 that displays high activity and requires a simple NNGG PAM, but the specificity is moderate. Here, we identified three compact Cas9 orthologs, Staphylococcus lugdunensis Cas9 (SlugCas9), Staphylococcus lutrae Cas9 (SlutrCas9) and Staphylococcus haemolyticus Cas9 (ShaCas9), for mammalian genome editing. Of these three Cas9 orthologs, SlugCas9 recognizes a simple NNGG PAM and displays comparable activity to SaCas9. Importantly, we generated a SlugCas9-SaCas9 chimeric nuclease, which has both high specificity and high activity. We finally engineered SlugCas9 with mutations to generate a high-fidelity variant that maintains high specificity without compromising on-target editing efficiency. Our study offers important minimal Cas9 tools that are ideal for both basic research and clinical applications.     

Genome editing with RNA-guided Cas9 nuclease in Zebrafish embryos

Recent advances with the type II clustered regularly interspaced short palindromic repeats (CRISPR) system promise an improved approach to genome editing. However, the applicability and efficiency of this system in model organisms, such as zebrafish, are little studied. Here, we report that RNA-guided Cas9 nuclease efficiently facilitates genome editing in both mammalian cells and zebrafish embryos in a simple and robust manner. Over 35% of site-specific somatic mutations were found when specific Cas/gRNA was used to target either etsrp, gata4 or gata5 in zebrafish embryos in vivo. The Cas9/gRNA efficiently induced biallelic conversion of etsrp or gata5 in the resulting somatic cells, recapitulating their respective vessel phenotypes in etsrp^y11 mutant embryos or cardia bifida phenotypes in fau^tm236a mutant embryos. Finally, we successfully achieved site-specific insertion of mloxP sequence induced by Cas9/gRNA system in zebrafish embryos. These results demonstrate that the Cas9/gRNA system has the potential of becoming a simple, robust and efficient reverse genetic tool for zebrafish and other model organisms. Together with other genome-engineering technologies, the Cas9 system is promising for applications in biology, agriculture, environmental studies and medicine.     

Key sequence features of CRISPR RNA for dual-guide CRISPR-Cas9 ribonucleoprotein complexes assembled with wild-type or HiFi Cas9

Specific sequence features of the protospacer and protospacer-adjacent motif (PAM) are critical for efficient cleavage by CRISPR-Cas9, but current knowledge is largely derived from single-guide RNA (sgRNA) systems assessed in cultured cells. In this study, we sought to determine gRNA sequence features of a more native CRISPR-Cas9 ribonucleoprotein (RNP) complex with dual-guide RNAs (dgRNAs) composed of crRNA and tracrRNA, which has been used increasingly in recent CRISPR-Cas9 applications, particularly in zebrafish. Using both wild-type and HiFi SpCas9, we determined on-target cleavage efficiencies of 51 crRNAs in zebrafish embryos by assessing indel occurrence. Statistical analysis of these data identified novel position-specific mononucleotide features relevant to cleavage efficiencies throughout the protospacer sequence that may be unique to CRISPR-Cas9 RNPs pre-assembled with perfectly matched gRNAs. Overall features for wild-type Cas9 resembled those for HiFi Cas9, but specific differences were also observed. Mutational analysis of mononucleotide features confirmed their relevance to cleavage efficiencies. Moreover, the mononucleotide feature-based score, CRISPR-kp, correlated well with efficiencies of gRNAs reported in previous zebrafish RNP injection experiments, as well as independently tested crRNAs only in RNP format, but not with Cas9 mRNA co-injection. These findings will facilitate design of gRNA/crRNAs in genome editing applications, especially when using pre-assembled RNPs.     

Engineering guide RNA to reduce the off-target effects of CRISPR

As versatile and robust genome editing tools,clustered regularly interspaced short palindromic repeats(CRISPR) technologies have been broadly used in basic research,biotechnology,and therapeutic development.Off-target mutagenesis by CRISPR systems has been demonstrated,and various methods have been developed to markedly increase their specificity.In this review,we highlight the efforts of producing and modifying guide RNA(gRNA) to minimize off-target activities,including sequence and structure design,tuning expression and chemical modification.The modalities of gRNA engineering can be applied across CRISPR systems.In conjunction with CRISPR protein effectors,the engineered gRNA enables efficient and precise genome editing.     

Assembling the Streptococcus thermophilus clustered regularly interspaced short palindromic repeats (CRISPR) array for multiplex DNA targeting

In addition to the advantages of scalable, affordable, and easy to engineer, the clustered regularly interspaced short palindromic repeats (CRISPR)/CRISPR-associated protein (Cas) technology is superior for multiplex targeting, which is laborious and inconvenient when achieved by cloning multiple gRNA expressing cassettes. Here, we report a simple CRISPR array assembling method which will facilitate multiplex targeting usage. First, the Streptococcus thermophilus CRISPR3/Cas locus was cloned. Second, different CRISPR arrays were assembled with different crRNA spacers. Transformation assays using different Escherichia coli strains demonstrated efficient plasmid DNA targeting, and we achieved targeting efficiency up to 95% with an assembled CRISPR array with three crRNA spacers.     

谷氨酸棒杆菌中基于CRISPR/Cas9的多位点碱基编辑系统的优化

作为新型的基因组编辑工具,碱基编辑技术结合了CRISPR/Cas系统的定位功能和碱基脱氨酶的编辑功能,可实现特定位点的碱基突变,具有不产生双链DNA断裂,无需外源模板且不依赖染色体DNA同源重组的优势.目前,研究者们已在重要的工业生产菌株谷氨酸棒杆菌(Corynebacterium glutamicum)中开发了多种碱...     

GFP tagging based method to analyze the genome editing efficiency of CRISPR/Cas9-gRNAs through transient expression in N. benthamiana

The CRISPR/Cas9 (Clustered regularly interspaced short palindromic repeats/CRISPR—associated proteins 9) is simple and highly efficient technology applied to functional studies of genes and genetic crop improvement. In this study, we have demonstrated the utility of green fluorescent protein (GFP) marker to detect the targeting efficiency of gRNAs. As a proof of concept, Glycine max De-Etiolated 1 (GmDET1) gene was chosen and tagged with GFP to rapidly analyze genome editing efficiency of gRNAs. Results showed weaker GFP fluorescence signal in the N. benthamiana leaves co-infiltrated with GmDET1-GFP overexpression (OE)?+?DET1 gRNA1 constructs as compared to the stronger GFP florescence signal in the leaves co-infiltrated with DET1 gRNA2 and gRNA3 constructs, thus indicating the highest of DET1 gRNA1. These results were further confirmed by the detection of the mutation frequencies through T7 endonuclease (T7E1) assay and sequencing; the highest mutation rate of 38.46% in GmDET1 targeted by DET1 gRNA1 to that of DET1 gRNA2 (7.69%) and gRNA3 (15.38%) was observed. Thus our studies showed “GFP tagging” as the most reliable and rapid method-one can apply to minimize the generation of non-edited transgenic plants resulting from inefficient gRNAs.

     

酿酒酵母中基于CRISPR/dCas9的基因转录调控工具的开发与应用

酿酒酵母(Saccharomyces cerevisiae)是重要的模式真核微生物,广泛用于基础研究和工业发酵。基于CRISPR/dCas9系统开发的转录调控方法具有可编程、多重性和正交性等优点,在酿酒酵母的基因调控、功能基因组学、代谢工程等研究领域具有巨大潜力。本文关注酿酒酵母中CRISPR/dCas9基因转录调控工具的研究进展,阐述了不同转录调节结构域对dCas9或gRNA活性的调节,设计与优化dCas9和gRNA表达的方法,影响CRISPR/dCas9系统转录调控效率、特异性和通量的靶向性因素,最后总结了该工具在酿酒酵母代谢工程中的应用,并对该技术的未来发展提出了展望。     

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。     

A CRISPR-Cas9 tool to explore the genetics of Bacillus subtilis phages

Here, we present pRH030, a new CRISPR-Cas9 tool for the genetic engineering of Bacillus phages and beyond. It is based on the Streptococcus pyogenes cas9 with its native constitutive promoter, tracrRNA, and a gRNA precursor. The constitutive expression of Cas9 was conducive to the inactivation of viral attackers and enhanced phage mutagenesis efficiency up to 100%. The gRNA precursor can be built up to an artificial CRISPR array with up to 5 spacers (target sequences) assembled from ordinary oligonucleotides and directly cloned into pRH030. Required time and resources remain comparable to a single gRNA cloning. These properties make pRH030 an attractive new system for the modification of Bacillus phages and qualify it for research beyond genetic construction.     

Uncertainty-aware and interpretable evaluation of Cas9–gRNA and Cas12a–gRNA specificity for fully matched and partially mismatched targets with Deep Kernel Learning

The choice of guide RNA (gRNA) for CRISPR-based gene targeting is an essential step in gene editing applications, but the prediction of gRNA specificity remains challenging. Lack of transparency and focus on point estimates of efficiency disregarding the information on possible error sources in the model limit the power of existing Deep Learning-based methods. To overcome these problems, we present a new approach, a hybrid of Capsule Networks and Gaussian Processes. Our method predicts the cleavage efficiency of a gRNA with a corresponding confidence interval, which allows the user to incorporate information regarding possible model errors into the experimental design. We provide the first utilization of uncertainty estimation in computational gRNA design, which is a critical step toward accurate decision-making for future CRISPR applications. The proposed solution demonstrates acceptable confidence intervals for most test sets and shows regression quality similar to existing models. We introduce a set of criteria for gRNA selection based on off-target cleavage efficiency and its variance and present a collection of pre-computed gRNAs for human chromosome 22. Using Neural Network Interpretation methods, we show that our model rediscovers an established biological factor underlying cleavage efficiency, the importance of the seed region in gRNA.     

Essential features and rational design of CRISPR RNAs that function with the Cas RAMP module complex to cleave RNAs

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Highlights? CRISPR RNA function requires a conserved CRISPR sequence tag ? CRISPR RNAs can be engineered to direct cleavage of novel target RNAs ? The Cmr complex cleaves complementary RNAs in vivo     

CRISPR/Cas9-mediated targeted T-DNA integration in rice

Key message

Combining with a CRISPR/Cas9 system, Agrobacterium-mediated transformation can lead to precise targeted T-DNA integration in the rice genome.

Abstract

Agrobacterium-mediated T-DNA integration into the plant genomes is random, which often causes variable transgene expression and insertional mutagenesis. Because T-DNA preferentially integrates into double-strand DNA breaks, we adapted a CRISPR/Cas9 system to demonstrate that targeted T-DNA integration can be achieved in the rice genome. Using a standard Agrobacterium binary vector, we constructed a T-DNA that contains a CRISPR/Cas9 system using SpCas9 and a gRNA targeting the exon of the rice AP2 domain-containing protein gene Os01g04020. The T-DNA also carried a red fluorescent protein and a hygromycin resistance (hptII) gene. One version of the vector had hptII expression driven by an OsAct2 promoter. In an effort to detect targeted T-DNA insertion events, we built another T-DNA with a promoterless hptII gene adjacent to the T-DNA right border such that integration of T-DNA into the targeted exon sequence in-frame with the hptII gene would allow hptII expression. Our results showed that these constructs could produce targeted T-DNA insertions with frequencies ranging between 4 and 5.3% of transgenic callus events, in addition to generating a high frequency (50?80%) of targeted indel mutations. Sequencing analyses showed that four out of five sequenced T-DNA/gDNA junctions carry a single copy of full-length T-DNA at the target site. Our results indicate that Agrobacterium-mediated transformation combined with a CRISPR/Cas9 system can efficiently generate targeted T-DNA insertions.

     

Rational guide RNA engineering for small-molecule control of CRISPR/Cas9 and gene editing

It is important to control CRISPR/Cas9 when sufficient editing is obtained. In the current study, rational engineering of guide RNAs (gRNAs) is performed to develop small-molecule-responsive CRISPR/Cas9. For our purpose, the sequence of gRNAs are modified to introduce ligand binding sites based on the rational design of ligand–RNA pairs. Using short target sequences, we demonstrate that the engineered RNA provides an excellent scaffold for binding small molecule ligands. Although the ‘stem–loop 1’ variants of gRNA induced variable cleavage activity for different target sequences, all ‘stem–loop 3’ variants are well tolerated for CRISPR/Cas9. We further demonstrate that this specific ligand–RNA interaction can be utilized for functional control of CRISPR/Cas9 in vitro and in human cells. Moreover, chemogenetic control of gene editing in human cells transfected with all-in-one plasmids encoding Cas9 and designer gRNAs is demonstrated. The strategy may become a general approach for generating switchable RNA or DNA for controlling other biological processes.     

Advances in detecting and reducing off-target effects generated by CRISPR-mediated genome editing

CRISPR-mediated genome editing is a revolutionary technology for genome manipulation that uses the CRISPR-Cas systems and base editors.Currently,poor efficiency and off-target problems have impeded the application of CRISPR systems.The on-target efficiency has been improved in several advanced versions of CRISPR systems,whereas the off-target detection still remains a key challenge.Here,we outline the different versions of CRISPR systems and off-target detection strategies,discuss the merits and limitations of off-target detection methods,and provide potential implications for further gene editing research.