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  1. Protein Sci · 2026 · PMID 42080294

    EnAcrPred: A robust ensemble machine learning framework for identifying anti-CRISPR proteins.

    Liu Q, Guan J, He X, Xie P, Zhao Z, Liu X et al.

    The identification of anti-CRISPR proteins (Acrs) is crucial for understanding the regulation of CRISPR-Cas systems and their application in gene editing. However, current experimental methods face challenges, particularly in detecting Acrs with low similarity to known protein sequences. To address these challenges, we propose EnAcrPred, an advanced prediction framework based on ensemble learning. The model combines features such as sequence composition, order correlation, and inferred structure and utilizes a stacking ensemble architecture to integrate multiple base models, which enhances both the accuracy and generalization ability of the predictions. Experimental results demonstrate that EnAcrPred achieves superior performance over existing methods across multiple evaluation metrics, further confirming its robustness. Additionally, SHapley Additive exPlanations (SHAP) value analysis identifies the key features influencing Acrs recognition. To facilitate broad adoption in practice, we developed an online platform where users can quickly obtain Acrs predictions by entering a protein sequence. EnAcrPred offers an effective solution for Acrs identification, contributing to the advancement of gene editing research and safety. The platform is accessible via the link at https://ycclab.cuhk.edu.cn/EnAcrPred/.

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  2. Nucleic Acids Res · 2022 · PMID 36043443

    Small-molecule activators specific to adenine base editors through blocking the canonical TGF-β pathway.

    Yang Y, Zhang C, Song Y, Li Y, Li P, Huang M et al.

    Adenine base editors (ABEs) catalyze A-to-G conversions, offering therapeutic options to treat the major class of human pathogenic single nucleotide polymorphisms (SNPs). However, robust and precise editing at diverse genome loci remains challenging. Here, using high-throughput chemical screening, we identified and validated SB505124, a selective ALK5 inhibitor, as an ABE activator. Treating cells with SB505124 enhanced on-target editing at multiple genome loci, including epigenetically refractory regions, and showed little effect on off-target conversion on the genome. Furthermore, SB505124 facilitated the editing of disease-associated genes in vitro and in vivo. Intriguingly, SB505124 served as a specific activator by selectively promoting ABE activity. Mechanistically, SB505124 promotes ABE editing, at least in part, by enhancing ABE expression and modulating DNA repair-associated genes. Our findings reveal the role of the canonical transforming growth factor-β pathway in gene editing and equip ABEs with precise chemical control.

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  3. Plant Cell Rep · 2016 · PMID 27236699

    High efficiency of targeted mutagenesis in arabidopsis via meiotic promoter-driven expression of Cas9 endonuclease.

    Eid A, Ali Z, Mahfouz MM

    The use of a meiosis I-specific promoter increased the efficiency of targeted mutagenesis and will facilitate the manipulation of homologous recombination. The CRISPR/Cas9 system has been harnessed for targeted engineering of eukaryotic genomes, including plants; however, CRISPR/Cas9 efficiency varies considerably in different plant tissues and species. In Arabidopsis, the generation of homozygous or bi-allelic mutants in the first (T1) generation is inefficient. Here, we used specific promoters to drive the expression of Cas9 during meiosis to maximize the efficiency of recovering heritable mutants in T1 plants. Our data reveal that the use of a promoter active in meiosis I resulted in high-efficiency (28 %) recovery of targeted mutants in the T1 generation. Moreover, this method enabled efficient simultaneous targeting of three genes for mutagenesis. Taken together, our results show that the use of meiosis-specific promoters will improve methods for functional genomic analysis and studying the molecular underpinnings of homologous recombination.

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  4. Proc Natl Acad Sci U S A · 2018 · PMID 29695630

    CRISPR/Cas9-mediated genome editing in a reef-building coral.

    Cleves PA, Strader ME, Bay LK, Pringle JR, Matz MV

    Reef-building corals are critically important species that are threatened by anthropogenic stresses including climate change. In attempts to understand corals' responses to stress and other aspects of their biology, numerous genomic and transcriptomic studies have been performed, generating a variety of hypotheses about the roles of particular genes and molecular pathways. However, it has not generally been possible to test these hypotheses rigorously because of the lack of genetic tools for corals. Here, we demonstrate efficient genome editing using the CRISPR/Cas9 system in the coral Acropora millepora We targeted the genes encoding fibroblast growth factor 1a (FGF1a), green fluorescent protein (GFP), and red fluorescent protein (RFP). After microinjecting CRISPR/Cas9 ribonucleoprotein complexes into fertilized eggs, we detected induced mutations in the targeted genes using changes in restriction-fragment length, Sanger sequencing, and high-throughput Illumina sequencing. We observed mutations in ∼50% of individuals screened, and the proportions of wild-type and various mutant gene copies in these individuals indicated that mutation induction continued for at least several cell cycles after injection. Although multiple paralogous genes encoding green fluorescent proteins are present in A. millepora, appropriate design of the guide RNA allowed us to induce mutations simultaneously in more than one paralog. Because A. millepora larvae can be induced to settle and begin colony formation in the laboratory, CRISPR/Cas9-based gene editing should allow rigorous tests of gene function in both larval and adult corals.

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  5. Proc Natl Acad Sci U S A · 2018 · PMID 30201707

    Nucleosomes inhibit target cleavage by CRISPR-Cas9 in vivo.

    Yarrington RM, Verma S, Schwartz S, Trautman JK, Carroll D

    Genome editing with CRISPR-Cas nucleases has been applied successfully to a wide range of cells and organisms. There is, however, considerable variation in the efficiency of cleavage and outcomes at different genomic targets, even within the same cell type. Some of this variability is likely due to the inherent quality of the interaction between the guide RNA and the target sequence, but some may also reflect the relative accessibility of the target. We investigated the influence of chromatin structure, particularly the presence or absence of nucleosomes, on cleavage by the Streptococcus pyogenes Cas9 protein. At multiple target sequences in two promoters in the yeast genome, we find that Cas9 cleavage is strongly inhibited when the DNA target is within a nucleosome. This inhibition is relieved when nucleosomes are depleted. Remarkably, the same is not true of zinc-finger nucleases (ZFNs), which cleave equally well at nucleosome-occupied and nucleosome-depleted sites. These results have implications for the choice of specific targets for genome editing, both in research and in clinical and other practical applications.

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  6. QRB Discov · 2022 · PMID 37529278

    Inconsistent treatments of the kinetics of Clustered Regularly Interspaced Short Palindromic Repeats (CRISPR) impair assessment of its diagnostic potential.

    Santiago JG

    The scientific and technological advent of Clustered Regularly Interspaced Short Palindromic Repeats (CRISPR) is one of the most exciting developments of the past decade, particularly in the field of gene editing. The technology has two essential components, (1) a guide RNA to match a targeted gene and (2) a CRISPR-associated protein (e.g. Cas 9, Cas12 or Cas13) that acts as an endonuclease to specifically cut DNA. This specificity and reconfigurable nature of CRISPR has also spurred intense academic and commercial interest in the development of CRISPR-based molecular diagnostics. CRISPR Cas12 and Cas13 orthologs are most commonly applied to diagnostics, and these cleave and become activated by DNA and RNA targets, respectively. Despite the intense research interest, the limits of detection (LoDs) and applications of CRISP-based diagnostics remain an open question. A major reason for this is that reports of kinetic rates have been widely inconsistent, and the vast majority of these reports contain gross errors including violations of basic conservation and kinetic rate laws. It is the intent of this Perspective to bring attention to these issues and to identify potential improvements in the manner in which CRISPR kinetic rates and assay LoDs are reported and compared. The CRISPR field would benefit from verifications of self-consistency of data, providing sufficient data for reproduction of experiments, and, in the case of reports of novel assay LoDs, concurrent reporting of the associated kinetic rate constants. The early development of CRISPR-based diagnostics calls for self-reflection and urges us to proceed with caution.

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  7. Nucleic Acids Res · 2020 · PMID 31989168

    Good guide, bad guide: spacer sequence-dependent cleavage efficiency of Cas12a.

    Creutzburg SCA, Wu WY, Mohanraju P, Swartjes T, Alkan F, Gorodkin J et al.

    Genome editing has recently made a revolutionary development with the introduction of the CRISPR-Cas technology. The programmable CRISPR-associated Cas9 and Cas12a nucleases generate specific dsDNA breaks in the genome, after which host DNA-repair mechanisms can be manipulated to implement the desired editing. Despite this spectacular progress, the efficiency of Cas9/Cas12a-based engineering can still be improved. Here, we address the variation in guide-dependent efficiency of Cas12a, and set out to reveal the molecular basis of this phenomenon. We established a sensitive and robust in vivo targeting assay based on loss of a target plasmid encoding the red fluorescent protein (mRFP). Our results suggest that folding of both the precursor guide (pre-crRNA) and the mature guide (crRNA) have a major influence on Cas12a activity. Especially, base pairing of the direct repeat, other than with itself, was found to be detrimental to the activity of Cas12a. Furthermore, we describe different approaches to minimize base-pairing interactions between the direct repeat and the variable part of the guide. We show that design of the 3' end of the guide, which is not involved in target strand base pairing, may result in substantial improvement of the guide's targeting potential and hence of its genome editing efficiency.

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  8. J Neurovirol · 2026 · PMID 42736446

    HIV cure: from early therapies to cutting-edge strategies.

    Safaei Z, Khalili K

    HIV has challenged humanity for decades, quietly establishing latent reservoirs that evade even the most potent antiretroviral therapies (ART). While ART transformed HIV from a fatal disease into a manageable condition, the virus's hidden persistence continues to fuel the global epidemic. This review narrates the story of HIV treatment, tracing the evolution of therapeutic strategies from conventional ART to innovative gene-editing and immunotherapeutic approaches. Central to this journey is the CRISPR-Cas system, a molecular scalpel that has enabled precise excision of integrated proviral DNA, disruption of entry co-receptors like CCR5, and modulation of host restriction factors to bolster innate defenses. Preclinical studies reveal that CRISPR interventions can reduce viral reservoirs, prevent reactivation, and restore antiviral immunity, offering a glimpse of a future beyond lifelong ART. Challenges remain, notably efficient delivery to infected cells and minimizing off-target effects, but advances in vector design and computational prediction tools are steadily overcoming these barriers. By weaving experimental findings with translational perspectives, this review highlights CRISPR's potential to provide durable, scalable, and cost-effective HIV control, particularly in low-resource settings. Ultimately, this narrative underscores a hopeful vision: that precise gene editing may transform HIV therapy from lifelong suppression into a pathway toward functional cure, changing the story of the virus and the lives it touches.

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  9. Methods Mol Biol · 2017 · PMID 27910041

    Efficient Genome Editing in Induced Pluripotent Stem Cells with Engineered Nucleases In Vitro.

    Termglinchan V, Seeger T, Chen C, Wu JC, Karakikes I

    Precision genome engineering is rapidly advancing the application of the induced pluripotent stem cells (iPSCs) technology for in vitro disease modeling of cardiovascular diseases. Targeted genome editing using engineered nucleases is a powerful tool that allows for reverse genetics, genome engineering, and targeted transgene integration experiments to be performed in a precise and predictable manner. However, nuclease-mediated homologous recombination is an inefficient process. Herein, we describe the development of an optimized method combining site-specific nucleases and the piggyBac transposon system for "seamless" genome editing in pluripotent stem cells with high efficiency and fidelity in vitro.

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  10. Mol Ther · 2021 · PMID 33248248

    Single-Base Resolution: Increasing the Specificity of the CRISPR-Cas System in Gene Editing.

    Rabinowitz R, Offen D

    The CRISPR-Cas system holds great promise in the treatment of diseases caused by genetic variations. The Cas protein, an RNA-guided programmable nuclease, generates a double-strand break at precise genomic loci. However, the use of the clustered regularly interspersed short palindromic repeats (CRISPR)-Cas system to distinguish between single-nucleotide variations is challenging. The promiscuity of the guide RNA (gRNA) and its mismatch tolerance make allele-specific targeting an elusive goal. This review presents a meta-analysis of previous studies reporting position-dependent mismatch tolerance within the gRNA. We also examine the conservativity of the seed sequence, a region within the gRNA with stringent sequence dependency, and propose the existence of a subregion within the seed sequence with a higher degree of specificity. In addition, we summarize the reports on high-fidelity Cas nucleases with improved specificity and compare the standard gRNA design methodology to the single-nucleotide polymorphism (SNP)-derived protospacer adjacent motif (PAM) approach, an alternative method for allele-specific targeting. The combination of the two methods may be advantageous in designing CRISPR-based therapeutics and diagnostics for heterozygous patients.

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