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CRISPR and Artificial Intelligence in Neuroregeneration: Closed-Loop Strategies for Precision Medicine, Spinal Cord Repair, and Adaptive Neuro-Oncology.
Repairing the central nervous system (CNS) remains one of the most difficult obstacles to overcome in translational neurosciences. This is due to intrinsic growth inhibitors, extracellular matrix issues, the glial scar-form barrier, chronic neuroinflammation, and epigenetic silencing. The purpose of this review is to bring together findings from recent developments in genome editing and computational approaches, which center around the possible convergence of clustered regularly interspaced short palindromic repeats (CRISPR) platforms and artificial intelligence (AI), towards precision neuroregeneration. We wished to outline possible ways in which CRISPR-based systems, including but not limited to Cas9 and Cas12 nucleases, RNA-targeting Cas13, base and prime editors, and transcriptional regulators such as CRISPRa/i, can be applied to potentially reactivate axon-growth programs, alter inhibitory extracellular signaling, reprogram or lineage transform glia to functional neurons, and block oncogenic pathways in glioblastoma. In addition, we wanted to highlight how AI approaches, such as single-cell multi-omics, radiogenomic prediction, development of digital twins, and design of adaptive clinical trials, will increasingly be positioned to act as system-level architects that allow translation of complex datasets into predictive and actionable therapeutic approaches. We examine convergence consumers in spinal cord injury and adaptive neuro-oncology and discuss expanse consumers in ischemic stroke, Alzheimer's disease, Parkinson's disease, and rare neurogenetic syndromes. Finally, we discuss the ethical and regulatory landscape around beyond off-target editing and genomic stability of CRISPR, algorithmic bias, explainability, and equitable access to advanced neurotherapies. Our intent was not to provide a comprehensive inventory of possibilities but rather to provide a conceptual tool where CRISPR acts as a molecular manipulator and AI as a computational integrator, converging to create pathways towards precision neuroregeneration, personalized medicine, and adaptive neurotherapeutics that are ethically sound.
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Precision genetic manipulation: CRISPR toolkits reshape plant biology.
The emergence of clustered regularly interspaced short palindromic repeats (CRISPR) technology has revolutionized plant genome engineering over the past decade. This review begins by highlighting 4 seminal early CRISPR studies published in Plant Physiology that laid critical foundations for crop genome editing and tool development. We then summarize major advances in optimizing CRISPR performance, expanding targeting scope, and developing strategies for transgene removal and transient editing. We also discuss a wide array of innovative applications beyond gene knockout, such as gene targeting, chromosome engineering, synthetic apomixis, and gene drive. Furthermore, we introduce key CRISPR-derived tools, including base editors, prime editors, and programmable transcriptional and epigenetic regulators. Finally, we outline remaining challenges to stimulate future exploration of the full potential of CRISPR toolkits.
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CRISPR-Based Approaches to Engineer Nonmodel Bacteria for Bioproduction and Biotherapeutics.
Microbial diversity encompasses vast genetic and functional capacities, with immense potential for biotechnological applications. Yet, most biotechnological advances have been confined to a narrow set of model organisms, leaving the broader repertoire of nonmodel microbes largely untapped due to species-specific barriers that hinder genetic manipulation. Over the past decade, the advent of CRISPR (clustered regularly interspaced short palindromic repeats)-Cas (CRISPR-associated protein) systems has transformed microbial engineering by enabling precise, programmable, and scalable control of genomes and gene expression. Importantly, the relative independence of many CRISPR effectors from host cofactors has facilitated their use in microbes previously challenging to engineer, thus expanding opportunities to exploit their unique metabolic and biosynthetic traits. In this review, we summarize the major CRISPR-Cas toolkits and highlight recent innovations, with particular emphasis on translational applications in nonmodel organisms such as C1-gas-fixing acetogens, antibiotic-producing Streptomyces, and gut commensal Bacteroides. We emphasize three areas of emerging impact: engineering microbial cell factories for sustainable biomanufacturing, accelerating natural product discovery, and development of next-generation live biotherapeutics. Finally, we discuss current limitations and future opportunities, underscoring how the integration of genome editing, synthetic biology, and systems-level approaches is reshaping the landscape of microbial biotechnology.
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Active Delivery of CRISPR System Using Targetable or Controllable Nanocarriers.
Among programmable nuclease-based genome editing tools, the clustered regularly interspaced short palindromic repeats (CRISPR) system with accuracy and the convenient operation is most promising to be applied in gene therapy. The development of effective delivery carriers for the CRISPR system is the major premise to achieve practical applications. Although many nanocarrier-mediated deliveries have been reported to be safer and cheaper over the physical and viral delivery, the accumulation at disease sites or controllability with the spatial or temporal resolution are still desired on nanocarriers to reduce side effects and off-target from the CRISPR system. Therefore, the targetable and controllable nanocarriers to actively deliver the CRISPR system are summarized. The cell or even organ selective nanocarriers are introduced first, followed by the discussion of nanocarriers controlled by biochemical or physical signals. At last, the potential challenges faced by existing nanocarriers are discussed.
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Applications of kidney organoids derived from human pluripotent stem cells.
The establishment of protocols to differentiate kidney organoids from human pluripotent stem cells provides potential applications of kidney organoids in regenerative medicine. Modeling of renal diseases, drug screening, nephrotoxicity testing of compounds, and regenerative therapy are attractive applications. Although much progress still remains to be made in the development of kidney organoids, recent advances in clustered regularly interspaced short palindromic repeat (CRISPR)-CRISPR-associated system 9 (Cas9) genome editing and three-dimensional bioprinting technologies have contributed to the application of kidney organoids in clinical fields. In this section, we review recent advances in the applications of kidney organoids to kidney disease modelling, drug screening, nephrotoxicity testing, and regenerative therapy.
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Special Issue: Expanding the CRISPR Toolbox.
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Risk Prediction of RNA Off-Targets of CRISPR Base Editors in Tissue-Specific Transcriptomes Using Language Models.
Base-editing technologies, particularly cytosine base editors (CBEs), allow precise gene modification without introducing double-strand breaks; however, unintended RNA off-target effects remain a critical concern and are under studied. To address this gap, we developed the Pipeline for CRISPR-induced Transcriptome-wide Unintended RNA Editing (PiCTURE), a standardized computational pipeline for detecting and quantifying transcriptome-wide CBE-induced RNA off-target events. PiCTURE identifies both canonical ACW (W = A or T/U) motif-dependent and non-canonical RNA off-targets, revealing a broader WCW motif that underlies many unanticipated edits. Additionally, we developed two machine learning models based on the DNABERT-2 language model, termed STL and SNL, which outperformed motif-only approaches in terms of accuracy, precision, recall, and F1 score. To demonstrate the practical application of our predictive model for CBE-induced RNA off-target risk, we integrated PiCTURE outputs with the Predicting RNA Off-target compared with Tissue-specific Expression for Caring for Tissue and Organ (PROTECTiO) pipeline and estimated RNA off-target risk for each transcript showing tissue-specific expression. The analysis revealed differences among tissues: while the brain and ovaries exhibited relatively low off-target burden, the colon and lungs displayed relatively high risks. Our study provides a comprehensive framework for RNA off-target profiling, emphasizing the importance of advanced machine learning-based classifiers in CBE safety evaluations and offering valuable insights to inform the development of safer genome-editing therapies.
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Finding SECURE Ground: USDA Edits the Biotechnology Regulatory Framework.
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Molecular Mechanisms of RNA Targeting by Cas13-containing Type VI CRISPR-Cas Systems.
Prokaryotic adaptive immune systems use Clustered Regularly Interspaced Short Palindromic Repeats (CRISPRs) and CRISPR-associated (Cas) proteins for RNA-guided cleavage of foreign genetic elements. The focus of this review, Type VI CRISPR-Cas systems, contain a single protein, Cas13 (formerly C2c2) that when assembled with a CRISPR RNA (crRNA) forms a crRNA-guided RNA-targeting effector complex. Type VI CRISPR-Cas systems can be divided into four subtypes (A-D) based on Cas13 phylogeny. All Cas13 proteins studied to date possess two enzymatically distinct ribonuclease activities that are required for optimal interference. One RNase is responsible for pre-crRNA processing to form mature Type VI interference complexes, while the other RNase activity provided by the two Higher Eukaryotes and Prokaryotes Nucleotide-binding (HEPN) domains, is required for degradation of target-RNA during viral interference. In this review, I will compare and contrast what is known about the molecular architecture and behavior of Type VI (A-D) CRISPR-Cas13 interference complexes, how this allows them to carry out their RNA-targeting function, how Type VI accessory proteins are able to modulate Cas13 activity, and how together all of these features have led to the rapid development of a range of RNA-targeting applications. Throughout I will also discuss some of the outstanding questions regarding Cas13's molecular behavior, and its role in bacterial adaptive immunity and RNA-targeting applications.
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Response to "Unexpected mutations after CRISPR-Cas9 editing in vivo".
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