1
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Chacon Machado L, Peters JE. A family of Tn7-like transposons evolved to target CRISPR repeats. Mob DNA 2025; 16:5. [PMID: 39966887 PMCID: PMC11837452 DOI: 10.1186/s13100-025-00344-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2024] [Accepted: 02/05/2025] [Indexed: 02/20/2025] Open
Abstract
Tn7 family transposons are mobile genetic elements known for precise target site selection, with some co-opting CRISPR-Cas systems for RNA-guided transposition. We identified a novel group of Tn7-like transposons in Cyanobacteria that preferentially target CRISPR arrays, suggesting a new functional interaction between these elements and CRISPR-Cas systems. Using bioinformatics tools, we characterized their phylogeny, target specificity, and sub-specialization. The array-targeting elements are phylogenetically close to tRNA-targeting elements. The distinct target preference coincides with loss of a C-terminal region in the TnsD protein which is responsible for recognizing target sites when compared to closely related elements. Notably, elements are found integrated into a fixed position within CRISPR spacer regions, a behavior that might minimize negative impacts on the host defense system. These transposons were identified in both plasmid and genomic CRISPR arrays, indicating that their preferred target provides a means for both safe insertion in the host chromosome and a mechanism for dissemination. Attempts to reconstitute these elements in E. coli were unsuccessful, indicating possible dependence on native host factors. Our findings expand the diversity of interactions between Tn7-like transposons and CRISPR systems.
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Affiliation(s)
| | - Joseph E Peters
- Department of Microbiology, Cornell University, Ithaca, NY, 14853, USA.
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2
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Wang S, Siddique R, Hall MC, Rice PA, Chang L. Structure of TnsABCD transpososome reveals mechanisms of targeted DNA transposition. Cell 2024; 187:6865-6881.e16. [PMID: 39383864 PMCID: PMC11606762 DOI: 10.1016/j.cell.2024.09.023] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2023] [Revised: 06/01/2024] [Accepted: 09/13/2024] [Indexed: 10/11/2024]
Abstract
Tn7-like transposons are characterized by their ability to insert specifically into host chromosomes. Recognition of the attachment (att) site by TnsD recruits the TnsABC proteins to form the transpososome and facilitate transposition. Although this pathway is well established, atomic-level structural insights of this process remain largely elusive. Here, we present the cryo-electron microscopy (cryo-EM) structures of the TnsC-TnsD-att DNA complex and the TnsABCD transpososome from the Tn7-like transposon in Peltigera membranacea cyanobiont 210A, a type I-B CRISPR-associated transposon. Our structures reveal a striking bending of the att DNA, featured by the intercalation of an arginine side chain of TnsD into a CC/GG dinucleotide step. The TnsABCD transpososome structure reveals TnsA-TnsB interactions and demonstrates that TnsC not only recruits TnsAB but also directly participates in the transpososome assembly. These findings provide mechanistic insights into targeted DNA insertion by Tn7-like transposons, with implications for improving the precision and efficiency of their genome-editing applications.
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Affiliation(s)
- Shukun Wang
- Department of Biological Sciences, Purdue University, West Lafayette, IN 47907, USA
| | - Romana Siddique
- Department of Biological Sciences, Purdue University, West Lafayette, IN 47907, USA
| | - Mark C Hall
- Department of Biochemistry, Purdue University, West Lafayette, IN 47907, USA; Purdue Institute for Cancer Research, Purdue University, West Lafayette, IN 47907, USA
| | - Phoebe A Rice
- Department of Biochemistry and Molecular Biology, The University of Chicago, Chicago, IL 60637, USA
| | - Leifu Chang
- Department of Biological Sciences, Purdue University, West Lafayette, IN 47907, USA; Purdue Institute for Cancer Research, Purdue University, West Lafayette, IN 47907, USA.
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3
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Hsieh SC, Peters JE. Natural and Engineered Guide RNA-Directed Transposition with CRISPR-Associated Tn7-Like Transposons. Annu Rev Biochem 2024; 93:139-161. [PMID: 38598855 PMCID: PMC11406308 DOI: 10.1146/annurev-biochem-030122-041908] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/12/2024]
Abstract
CRISPR-Cas (clustered regularly interspaced short palindromic repeats-CRISPR-associated nuclease) defense systems have been naturally coopted for guide RNA-directed transposition on multiple occasions. In all cases, cooption occurred with diverse elements related to the bacterial transposon Tn7. Tn7 tightly controls transposition; the transposase is activated only when special targets are recognized by dedicated target-site selection proteins. Tn7 and the Tn7-like elements that coopted CRISPR-Cas systems evolved complementary targeting pathways: one that recognizes a highly conserved site in the chromosome and a second pathway that targets mobile plasmids capable of cell-to-cell transfer. Tn7 and Tn7-like elements deliver a single integration into the site they recognize and also control the orientation of the integration event, providing future potential for use as programmable gene-integration tools. Early work has shown that guide RNA-directed transposition systems can be adapted to diverse hosts, even within microbial communities, suggesting great potential for engineering these systems as powerful gene-editing tools.
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Affiliation(s)
- Shan-Chi Hsieh
- Department of Microbiology, Cornell University, Ithaca, New York, USA;
| | - Joseph E Peters
- Department of Microbiology, Cornell University, Ithaca, New York, USA;
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4
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Shen Y, Krishnan SS, Petassi MT, Hancock MA, Peters JE, Guarné A. Assembly of the Tn7 targeting complex by a regulated stepwise process. Mol Cell 2024; 84:2368-2381.e6. [PMID: 38834067 PMCID: PMC11364213 DOI: 10.1016/j.molcel.2024.05.012] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/20/2023] [Revised: 01/08/2024] [Accepted: 05/12/2024] [Indexed: 06/06/2024]
Abstract
The Tn7 family of transposons is notable for its highly regulated integration mechanisms, including programmable RNA-guided transposition. The targeting pathways rely on dedicated target selection proteins from the TniQ family and the AAA+ adaptor TnsC to recruit and activate the transposase at specific target sites. Here, we report the cryoelectron microscopy (cryo-EM) structures of TnsC bound to the TniQ domain of TnsD from prototypical Tn7 and unveil key regulatory steps stemming from unique behaviors of ATP- versus ADP-bound TnsC. We show that TnsD recruits ADP-bound dimers of TnsC and acts as an exchange factor to release one protomer with exchange to ATP. This loading process explains how TnsC assembles a heptameric ring unidirectionally from the target site. This unique loading process results in functionally distinct TnsC protomers within the ring, providing a checkpoint for target immunity and explaining how insertions at programmed sites precisely occur in a specific orientation across Tn7 elements.
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Affiliation(s)
- Yao Shen
- Department of Biochemistry, McGill University, Montreal, QC H3G 0B1, Canada; Centre de recherche en biologie structurale (CRBS), McGill University, Montreal, QC H3G 0B1, Canada
| | - Shreya S Krishnan
- Department of Biochemistry, McGill University, Montreal, QC H3G 0B1, Canada; Centre de recherche en biologie structurale (CRBS), McGill University, Montreal, QC H3G 0B1, Canada
| | - Michael T Petassi
- Department of Microbiology, Cornell University, Ithaca, NY 14853, USA
| | - Mark A Hancock
- Centre de recherche en biologie structurale (CRBS), McGill University, Montreal, QC H3G 0B1, Canada; Department of Pharmacology and Therapeutics, McGill University, Montreal, QC H3G 1Y6, Canada
| | - Joseph E Peters
- Department of Microbiology, Cornell University, Ithaca, NY 14853, USA
| | - Alba Guarné
- Department of Biochemistry, McGill University, Montreal, QC H3G 0B1, Canada; Centre de recherche en biologie structurale (CRBS), McGill University, Montreal, QC H3G 0B1, Canada.
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5
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Tenjo-Castaño F, Sofos N, Stutzke LS, Temperini P, Fuglsang A, Pape T, Mesa P, Montoya G. Conformational landscape of the type V-K CRISPR-associated transposon integration assembly. Mol Cell 2024; 84:2353-2367.e5. [PMID: 38834066 DOI: 10.1016/j.molcel.2024.05.005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/08/2023] [Revised: 03/11/2024] [Accepted: 05/07/2024] [Indexed: 06/06/2024]
Abstract
CRISPR-associated transposons (CASTs) are mobile genetic elements that co-opt CRISPR-Cas systems for RNA-guided DNA transposition. CASTs integrate large DNA cargos into the attachment (att) site independently of homology-directed repair and thus hold promise for eukaryotic genome engineering. However, the functional diversity and complexity of CASTs hinder an understanding of their mechanisms. Here, we present the high-resolution cryoelectron microscopy (cryo-EM) structure of the reconstituted ∼1 MDa post-transposition complex of the type V-K CAST, together with different assembly intermediates and diverse TnsC filament lengths, thus enabling the recapitulation of the integration complex formation. The results of mutagenesis experiments probing the roles of specific residues and TnsB-binding sites show that transposition activity can be enhanced and suggest that the distance between the PAM and att sites is determined by the lengths of the TnsB C terminus and the TnsC filament. This singular model of RNA-guided transposition provides a foundation for repurposing the system for genome-editing applications.
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Affiliation(s)
- Francisco Tenjo-Castaño
- Structural Molecular Biology Group, Novo Nordisk Foundation Centre for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, Blegdamsvej 3B, 2200 Copenhagen, Denmark
| | - Nicholas Sofos
- Structural Molecular Biology Group, Novo Nordisk Foundation Centre for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, Blegdamsvej 3B, 2200 Copenhagen, Denmark
| | - Luisa S Stutzke
- Structural Molecular Biology Group, Novo Nordisk Foundation Centre for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, Blegdamsvej 3B, 2200 Copenhagen, Denmark
| | - Piero Temperini
- Structural Molecular Biology Group, Novo Nordisk Foundation Centre for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, Blegdamsvej 3B, 2200 Copenhagen, Denmark
| | - Anders Fuglsang
- Structural Molecular Biology Group, Novo Nordisk Foundation Centre for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, Blegdamsvej 3B, 2200 Copenhagen, Denmark
| | - Tillmann Pape
- Structural Molecular Biology Group, Novo Nordisk Foundation Centre for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, Blegdamsvej 3B, 2200 Copenhagen, Denmark; Core Facility for Integrated Microscopy (CFIM), Faculty of Health and Medical Sciences University of Copenhagen; Blegdamsvej 3B, DK-2200 Copenhagen, Denmark
| | - Pablo Mesa
- Structural Molecular Biology Group, Novo Nordisk Foundation Centre for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, Blegdamsvej 3B, 2200 Copenhagen, Denmark
| | - Guillermo Montoya
- Structural Molecular Biology Group, Novo Nordisk Foundation Centre for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, Blegdamsvej 3B, 2200 Copenhagen, Denmark.
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6
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Kutnowski N, Ghanim GE, Lee Y, Rio DC. Activity of zebrafish THAP9 transposase and zebrafish P element-like transposons. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.03.22.586318. [PMID: 38562726 PMCID: PMC10983969 DOI: 10.1101/2024.03.22.586318] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/04/2024]
Abstract
Transposable elements are mobile DNA segments that are found ubiquitously across the three domains of life. One family of transposons, called P elements, were discovered in the fruit fly Drosophila melanogaster. Since their discovery, P element transposase-homologous genes (called THAP-domain containing 9 or THAP9) have been discovered in other animal genomes. Here, we show that the zebrafish (Danio rerio) genome contains both an active THAP9 transposase (zfTHAP9) and mobile P-like transposable elements (called Pdre). zfTHAP9 transposase can excise one of its own elements (Pdre2) and Drosophila P elements. Drosophila P element transposase (DmTNP) is also able to excise the zebrafish Pdre2 element, even though it's distinct from the Drosophila P element. However, zfTHAP9 cannot transpose Pdre2 or Drosophila P elements, indicating partial transposase activity. Characterization of the N-terminal THAP DNA binding domain of zfTHAP9 shows distinct DNA binding site preferences from DmTNP and mutation of the zfTHAP9, based on known mutations in DmTNP, generated a hyperactive protein,. These results define an active vertebrate THAP9 transposase that can act on the endogenous zebrafish Pdre and Drosophila P elements.
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Affiliation(s)
- Nitzan Kutnowski
- Department of Molecular and Cell Biology, University of California, Berkeley, Berkeley, CA, USA
- California Institute for Quantitative Biosciences, University of California, Berkeley, Berkeley, CA, USA
| | - George E Ghanim
- Department of Molecular and Cell Biology, University of California, Berkeley, Berkeley, CA, USA
- California Institute for Quantitative Biosciences, University of California, Berkeley, Berkeley, CA, USA
| | - Yeon Lee
- Department of Molecular and Cell Biology, University of California, Berkeley, Berkeley, CA, USA
- California Institute for Quantitative Biosciences, University of California, Berkeley, Berkeley, CA, USA
| | - Donald C Rio
- Department of Molecular and Cell Biology, University of California, Berkeley, Berkeley, CA, USA
- California Institute for Quantitative Biosciences, University of California, Berkeley, Berkeley, CA, USA
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7
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Arévalo S, Pérez Rico D, Abarca D, Dijkhuizen LW, Sarasa-Buisan C, Lindblad P, Flores E, Nierzwicki-Bauer S, Schluepmann H. Genome Engineering by RNA-Guided Transposition for Anabaena sp. PCC 7120. ACS Synth Biol 2024; 13:901-912. [PMID: 38445989 PMCID: PMC10949235 DOI: 10.1021/acssynbio.3c00583] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2023] [Revised: 01/30/2024] [Accepted: 02/16/2024] [Indexed: 03/07/2024]
Abstract
In genome engineering, the integration of incoming DNA has been dependent on enzymes produced by dividing cells, which has been a bottleneck toward increasing DNA insertion frequencies and accuracy. Recently, RNA-guided transposition with CRISPR-associated transposase (CAST) was reported as highly effective and specific in Escherichia coli. Here, we developed Golden Gate vectors to test CAST in filamentous cyanobacteria and to show that it is effective in Anabaena sp. strain PCC 7120. The comparatively large plasmids containing CAST and the engineered transposon were successfully transferred into Anabaena via conjugation using either suicide or replicative plasmids. Single guide (sg) RNA encoding the leading but not the reverse complement strand of the target were effective with the protospacer-associated motif (PAM) sequence included in the sgRNA. In four out of six cases analyzed over two distinct target loci, the insertion site was exactly 63 bases after the PAM. CAST on a replicating plasmid was toxic, which could be used to cure the plasmid. In all six cases analyzed, only the transposon cargo defined by the sequence ranging from left and right elements was inserted at the target loci; therefore, RNA-guided transposition resulted from cut and paste. No endogenous transposons were remobilized by exposure to CAST enzymes. This work is foundational for genome editing by RNA-guided transposition in filamentous cyanobacteria, whether in culture or in complex communities.
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Affiliation(s)
- Sergio Arévalo
- Biology
Department, Utrecht University, Padualaan 8, 3584 CH Utrecht, The Netherlands
- Microbial
Chemistry, Department of Chemistry-Ångström Laboratory, Uppsala University, Lägerhyddsvägen 1, 751
20 Uppsala, Sweden
- Instituto
de Bioquímica Vegetal y Fotosíntesis, CSIC and Universidad
de Sevilla, Avenida Americo Vespucio 49, Sevilla 41092, Spain
- Department
of Biological Sciences, Rensselaer Polytechnic
Institute, 110 Eighth
Street, Troy, New York 12180-3590, United
States
| | - Daniel Pérez Rico
- Biology
Department, Utrecht University, Padualaan 8, 3584 CH Utrecht, The Netherlands
| | - Dolores Abarca
- Biology
Department, Utrecht University, Padualaan 8, 3584 CH Utrecht, The Netherlands
| | - Laura W. Dijkhuizen
- Biology
Department, Utrecht University, Padualaan 8, 3584 CH Utrecht, The Netherlands
| | - Cristina Sarasa-Buisan
- Instituto
de Bioquímica Vegetal y Fotosíntesis, CSIC and Universidad
de Sevilla, Avenida Americo Vespucio 49, Sevilla 41092, Spain
| | - Peter Lindblad
- Microbial
Chemistry, Department of Chemistry-Ångström Laboratory, Uppsala University, Lägerhyddsvägen 1, 751
20 Uppsala, Sweden
| | - Enrique Flores
- Instituto
de Bioquímica Vegetal y Fotosíntesis, CSIC and Universidad
de Sevilla, Avenida Americo Vespucio 49, Sevilla 41092, Spain
| | - Sandra Nierzwicki-Bauer
- Department
of Biological Sciences, Rensselaer Polytechnic
Institute, 110 Eighth
Street, Troy, New York 12180-3590, United
States
| | - Henriette Schluepmann
- Biology
Department, Utrecht University, Padualaan 8, 3584 CH Utrecht, The Netherlands
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8
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Tenjo-Castaño F, Montoya G, Carabias A. Transposons and CRISPR: Rewiring Gene Editing. Biochemistry 2023; 62:3521-3532. [PMID: 36130724 PMCID: PMC10734217 DOI: 10.1021/acs.biochem.2c00379] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/27/2022] [Revised: 08/11/2022] [Indexed: 11/30/2022]
Abstract
CRISPR-Cas is driving a gene editing revolution because of its simple reprogramming. However, off-target effects and dependence on the double-strand break repair pathways impose important limitations. Because homology-directed repair acts primarily in actively dividing cells, many of the current gene correction/replacement approaches are restricted to a minority of cell types. Furthermore, current approaches display low efficiency upon insertion of large DNA cargos (e.g., sequences containing multiple gene circuits with tunable functionalities). Recent research has revealed new links between CRISPR-Cas systems and transposons providing new scaffolds that might overcome some of these limitations. Here, we comment on two new transposon-associated RNA-guided mechanisms considering their potential as new gene editing solutions. Initially, we focus on a group of small RNA-guided endonucleases of the IS200/IS605 family of transposons, which likely evolved into class 2 CRISPR effector nucleases (Cas9s and Cas12s). We explore the diversity of these nucleases (named OMEGA, obligate mobile element-guided activity) and analyze their similarities with class 2 gene editors. OMEGA nucleases can perform gene editing in human cells and constitute promising candidates for the design of new compact RNA-guided platforms. Then, we address the co-option of the RNA-guided activity of different CRISPR effector nucleases by a specialized group of Tn7-like transposons to target transposon integration. We describe the various mechanisms used by these RNA-guided transposons for target site selection and integration. Finally, we assess the potential of these new systems to circumvent some of the current gene editing challenges.
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Affiliation(s)
- Francisco Tenjo-Castaño
- Structural Molecular Biology Group,
Novo Nordisk Foundation Center for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, Blegdamsvej 3-B, Copenhagen 2200, Denmark
| | - Guillermo Montoya
- Structural Molecular Biology Group,
Novo Nordisk Foundation Center for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, Blegdamsvej 3-B, Copenhagen 2200, Denmark
| | - Arturo Carabias
- Structural Molecular Biology Group,
Novo Nordisk Foundation Center for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, Blegdamsvej 3-B, Copenhagen 2200, Denmark
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9
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Wei J, Li Y. CRISPR-based gene editing technology and its application in microbial engineering. ENGINEERING MICROBIOLOGY 2023; 3:100101. [PMID: 39628916 PMCID: PMC11610974 DOI: 10.1016/j.engmic.2023.100101] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 01/31/2023] [Revised: 06/16/2023] [Accepted: 06/16/2023] [Indexed: 12/06/2024]
Abstract
Gene editing technology involves the modification of a specific target gene to obtain a new function or phenotype. Recent advances in clustered regularly interspaced short palindromic repeats (CRISPR)-Cas-mediated technologies have provided an efficient tool for genetic engineering of cells and organisms. Here, we review the three emerging gene editing tools (ZFNs, TALENs, and CRISPR-Cas) and briefly introduce the principle, classification, and mechanisms of the CRISPR-Cas systems. Strategies for gene editing based on endogenous and exogenous CRISPR-Cas systems, as well as the novel base editor (BE), prime editor (PE), and CRISPR-associated transposase (CAST) technologies, are described in detail. In addition, we summarize recent developments in the application of CRISPR-based gene editing tools for industrial microorganism and probiotics modifications. Finally, the potential challenges and future perspectives of CRISPR-based gene editing tools are discussed.
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Affiliation(s)
- Junwei Wei
- State Key Laboratory of Agricultural Microbiology and College of Life Science and Technology, Huazhong Agricultural University, Wuhan 430070, China
| | - Yingjun Li
- State Key Laboratory of Agricultural Microbiology and College of Life Science and Technology, Huazhong Agricultural University, Wuhan 430070, China
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10
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Zeng T, Yin J, Liu Z, Li Z, Zhang Y, Lv Y, Lu ML, Luo M, Chen M, Xiao Y. Mechanistic insights into transposon cleavage and integration by TnsB of ShCAST system. Cell Rep 2023; 42:112698. [PMID: 37379212 DOI: 10.1016/j.celrep.2023.112698] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2022] [Revised: 04/02/2023] [Accepted: 06/09/2023] [Indexed: 06/30/2023] Open
Abstract
The type V-K CRISPR-associated transposons (CASTs) allow RNA-guided DNA integration and have great potential as a programmable site-specific gene insertion tool. Although all core components have been independently characterized structurally, the mechanism of how the transposase TnsB associates with AAA+ ATPase TnsC and catalyzes donor DNA cleavage and integration remains ambiguous. In this study, we demonstrate that TniQ-dCas9 fusion can direct site-specific transposition by TnsB/TnsC in ShCAST. TnsB is a 3'-5' exonuclease that specifically cleaves donor DNA at the end of the terminal repeats and integrates the left end prior to the right end. The nucleotide preference and the cleavage site of TnsB are markedly different from those of the well-documented MuA. We also find that TnsB/TnsC association is enhanced in a half-integration state. Overall, our results provide valuable insights into the mechanism and application expansion of CRISPR-mediated site-specific transposition by TnsB/TnsC.
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Affiliation(s)
- Ting Zeng
- State Key Laboratory of Natural Medicines, China Pharmaceutical University, Nanjing 210009, China; Department of Pharmacology, School of Pharmacy, China Pharmaceutical University, Nanjing 210009, China
| | - Jie Yin
- Department of Biochemistry, School of Life Science and Technology, China Pharmaceutical University, Nanjing 210009, China
| | - Ziwen Liu
- State Key Laboratory of Natural Medicines, China Pharmaceutical University, Nanjing 210009, China; Department of Pharmacology, School of Pharmacy, China Pharmaceutical University, Nanjing 210009, China
| | - Zhaoxing Li
- State Key Laboratory of Natural Medicines, China Pharmaceutical University, Nanjing 210009, China; Department of Pharmacology, School of Pharmacy, China Pharmaceutical University, Nanjing 210009, China
| | - Yu Zhang
- State Key Laboratory of Natural Medicines, China Pharmaceutical University, Nanjing 210009, China; Department of Pharmacology, School of Pharmacy, China Pharmaceutical University, Nanjing 210009, China
| | - Yang Lv
- State Key Laboratory of Natural Medicines, China Pharmaceutical University, Nanjing 210009, China; Department of Pharmacology, School of Pharmacy, China Pharmaceutical University, Nanjing 210009, China
| | - Mei-Ling Lu
- Department of Biochemistry, School of Life Science and Technology, China Pharmaceutical University, Nanjing 210009, China
| | - Min Luo
- Department of Biological Sciences, National University of Singapore, Singapore 117543, Singapore
| | - Meirong Chen
- State Key Laboratory of Natural Medicines, China Pharmaceutical University, Nanjing 210009, China; Department of Pharmacology, School of Pharmacy, China Pharmaceutical University, Nanjing 210009, China.
| | - Yibei Xiao
- State Key Laboratory of Natural Medicines, China Pharmaceutical University, Nanjing 210009, China; Department of Pharmacology, School of Pharmacy, China Pharmaceutical University, Nanjing 210009, China; Chongqing Innovation Institute of China Pharmaceutical University, Chongqing 401135, China.
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11
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Walker MG, Klompe S, Zhang D, Sternberg S. Novel molecular requirements for CRISPR RNA-guided transposition. Nucleic Acids Res 2023; 51:4519-4535. [PMID: 37078593 PMCID: PMC10201428 DOI: 10.1093/nar/gkad270] [Citation(s) in RCA: 16] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/07/2023] [Revised: 03/30/2023] [Accepted: 04/04/2023] [Indexed: 04/21/2023] Open
Abstract
CRISPR-associated transposases (CASTs) direct DNA integration downstream of target sites using the RNA-guided DNA binding activity of nuclease-deficient CRISPR-Cas systems. Transposition relies on several key protein-protein and protein-DNA interactions, but little is known about the explicit sequence requirements governing efficient transposon DNA integration activity. Here, we exploit pooled library screening and high-throughput sequencing to reveal novel sequence determinants during transposition by the Type I-F Vibrio cholerae CAST system (VchCAST). On the donor DNA, large transposon end libraries revealed binding site nucleotide preferences for the TnsB transposase, as well as an additional conserved region that encoded a consensus binding site for integration host factor (IHF). Remarkably, we found that VchCAST requires IHF for efficient transposition, thus revealing a novel cellular factor involved in CRISPR-associated transpososome assembly. On the target DNA, we uncovered preferred sequence motifs at the integration site that explained previously observed heterogeneity with single-base pair resolution. Finally, we exploited our library data to design modified transposon variants that enable in-frame protein tagging. Collectively, our results provide new clues about the assembly and architecture of the paired-end complex formed between TnsB and the transposon DNA, and inform the design of custom payload sequences for genome engineering applications with CAST systems.
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Affiliation(s)
- Matt W G Walker
- Department of Biological Sciences, Columbia University, New York, NY 10027, USA
| | - Sanne E Klompe
- Department of Biochemistry and Molecular Biophysics, Columbia University, New York, NY 10032, USA
| | - Dennis J Zhang
- Department of Biological Sciences, Columbia University, New York, NY 10027, USA
| | - Samuel H Sternberg
- Department of Biochemistry and Molecular Biophysics, Columbia University, New York, NY 10032, USA
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12
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Spínola-Amilibia M, Araújo-Bazán L, de la Gándara Á, Berger JM, Arias-Palomo E. IS21 family transposase cleaved donor complex traps two right-handed superhelical crossings. Nat Commun 2023; 14:2335. [PMID: 37087515 PMCID: PMC10122671 DOI: 10.1038/s41467-023-38071-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/23/2022] [Accepted: 04/14/2023] [Indexed: 04/24/2023] Open
Abstract
Transposases are ubiquitous enzymes that catalyze DNA rearrangement events with broad impacts on gene expression, genome evolution, and the spread of drug-resistance in bacteria. Here, we use biochemical and structural approaches to define the molecular determinants by which IstA, a transposase present in the widespread IS21 family of mobile elements, catalyzes efficient DNA transposition. Solution studies show that IstA engages the transposon terminal sequences to form a high-molecular weight complex and promote DNA integration. A 3.4 Å resolution structure of the transposase bound to transposon ends corroborates our biochemical findings and reveals that IstA self-assembles into a highly intertwined tetramer that synapses two supercoiled terminal inverted repeats. The three-dimensional organization of the IstA•DNA cleaved donor complex reveals remarkable similarities with retroviral integrases and classic transposase systems, such as Tn7 and bacteriophage Mu, and provides insights into IS21 transposition.
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Affiliation(s)
- Mercedes Spínola-Amilibia
- Department of Structural & Chemical Biology, Centro de Investigaciones Biológicas Margarita Salas, CSIC, Madrid, 28040, Spain
| | - Lidia Araújo-Bazán
- Department of Structural & Chemical Biology, Centro de Investigaciones Biológicas Margarita Salas, CSIC, Madrid, 28040, Spain
| | - Álvaro de la Gándara
- Department of Structural & Chemical Biology, Centro de Investigaciones Biológicas Margarita Salas, CSIC, Madrid, 28040, Spain
| | - James M Berger
- Department of Biophysics and Biophysical Chemistry, Johns Hopkins University School of Medicine, Baltimore, MD, 21205, USA
| | - Ernesto Arias-Palomo
- Department of Structural & Chemical Biology, Centro de Investigaciones Biológicas Margarita Salas, CSIC, Madrid, 28040, Spain.
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13
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Harmer CJ, Pong CH, Hall RM. Insertion sequences related to ISAjo2 target p dif and dif sites and belong to a new IS family, the IS 1202 family. Microb Genom 2023; 9. [PMID: 36880881 PMCID: PMC10132070 DOI: 10.1099/mgen.0.000953] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/08/2023] Open
Abstract
Several insertion sequences (IS) found in various Acinetobacter species exhibit target specificity. They are found, in the same orientation, 5 bp from the XerC binding site of the pdif sites associated with dif modules in Acinetobacter plasmids, and searches revealed they are also found near chromosomal dif sites of Acinetobacter species. These IS are 1.5 kb long, bounded by 24-26 bp imperfect terminal inverted repeats (TIRs) and encode a large transposase of 441-457 aa. They generate 5 bp target site duplications (TSDs). Structural predictions of the ISAjo2 transposase, TnpAjo2, modelled on TnsB of Tn7 revealed two N-terminal HTH domains followed by an RNaseH fold (DDE domain), a β barrel and a C-terminal domain. Similar to Tn7, the outer IS ends are 5'-TGT and ACA-3', and an additional Tnp binding site, corresponding to the internal portion of the IR, is found near each end. However, the Acinetobacter IS do not encode further proteins related to those required by Tn7 for targeted transposition, and the transposase may interact directly with XerC bound to a dif-like site. We propose that these IS, currently in the IS1202 group in the not characterized yet (NCY) category in ISFinder, are part of a distinct IS1202 family. Other IS listed as in the IS1202 group encode transposases related to TnpAjo2 (25-56 % amino acid identity) and have similar TIRs but fall into three groups based on the TSD length (3-5, >15, 0 bp). Those with 3-5 bp TSDs may also target dif-like sites but targets were not found for the other groups.
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Affiliation(s)
- Christopher J Harmer
- School of Life and Environmental Sciences, The University of Sydney, NSW 2006, Australia
| | - Carol H Pong
- School of Life and Environmental Sciences, The University of Sydney, NSW 2006, Australia
| | - Ruth M Hall
- School of Life and Environmental Sciences, The University of Sydney, NSW 2006, Australia
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14
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Walker MW, Klompe SE, Zhang DJ, Sternberg SH. Transposon mutagenesis libraries reveal novel molecular requirements during CRISPR RNA-guided DNA integration. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.01.19.524723. [PMID: 36711804 PMCID: PMC9882353 DOI: 10.1101/2023.01.19.524723] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 01/21/2023]
Abstract
CRISPR-associated transposons (CASTs) direct DNA integration downstream of target sites using the RNA-guided DNA binding activity of nuclease-deficient CRISPR-Cas systems. Transposition relies on several key protein-protein and protein-DNA interactions, but little is known about the explicit sequence requirements governing efficient transposon DNA integration activity. Here, we exploit pooled library screening and high-throughput sequencing to reveal novel sequence determinants during transposition by the Type I-F Vibrio cholerae CAST system. On the donor DNA, large mutagenic libraries identified core binding sites recognized by the TnsB transposase, as well as an additional conserved region that encoded a consensus binding site for integration host factor (IHF). Remarkably, we found that VchCAST requires IHF for efficient transposition, thus revealing a novel cellular factor involved in CRISPR-associated transpososome assembly. On the target DNA, we uncovered preferred sequence motifs at the integration site that explained previously observed heterogeneity with single-base pair resolution. Finally, we exploited our library data to design modified transposon variants that enable in-frame protein tagging. Collectively, our results provide new clues about the assembly and architecture of the paired-end complex formed between TnsB and the transposon DNA, and inform the design of custom payload sequences for genome engineering applications of CAST systems.
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Affiliation(s)
- Matt W.G. Walker
- Department of Biological Sciences, Columbia University, New York, NY, 10027, USA
| | - Sanne E. Klompe
- Department of Biochemistry and Molecular Biophysics, Columbia University, New York, NY, 10032, USA
| | - Dennis J. Zhang
- Department of Biological Sciences, Columbia University, New York, NY, 10027, USA
| | - Samuel H. Sternberg
- Department of Biochemistry and Molecular Biophysics, Columbia University, New York, NY, 10032, USA
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15
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Park JU, Tsai AWL, Rizo AN, Truong VH, Wellner TX, Schargel RD, Kellogg EH. Structures of the holo CRISPR RNA-guided transposon integration complex. Nature 2023; 613:775-782. [PMID: 36442503 PMCID: PMC9876797 DOI: 10.1038/s41586-022-05573-5] [Citation(s) in RCA: 45] [Impact Index Per Article: 22.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2022] [Accepted: 11/17/2022] [Indexed: 11/30/2022]
Abstract
CRISPR-associated transposons (CAST) are programmable mobile genetic elements that insert large DNA cargos using an RNA-guided mechanism1-3. CAST elements contain multiple conserved proteins: a CRISPR effector (Cas12k or Cascade), a AAA+ regulator (TnsC), a transposase (TnsA-TnsB) and a target-site-associated factor (TniQ). These components are thought to cooperatively integrate DNA via formation of a multisubunit transposition integration complex (transpososome). Here we reconstituted the approximately 1 MDa type V-K CAST transpososome from Scytonema hofmannii (ShCAST) and determined its structure using single-particle cryo-electon microscopy. The architecture of this transpososome reveals modular association between the components. Cas12k forms a complex with ribosomal subunit S15 and TniQ, stabilizing formation of a full R-loop. TnsC has dedicated interaction interfaces with TniQ and TnsB. Of note, we observe TnsC-TnsB interactions at the C-terminal face of TnsC, which contribute to the stimulation of ATPase activity. Although the TnsC oligomeric assembly deviates slightly from the helical configuration found in isolation, the TnsC-bound target DNA conformation differs markedly in the transpososome. As a consequence, TnsC makes new protein-DNA interactions throughout the transpososome that are important for transposition activity. Finally, we identify two distinct transpososome populations that differ in their DNA contacts near TniQ. This suggests that associations with the CRISPR effector can be flexible. This ShCAST transpososome structure enhances our understanding of CAST transposition systems and suggests ways to improve CAST transposition for precision genome-editing applications.
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Affiliation(s)
- Jung-Un Park
- Department of Molecular Biology and Genetics, Cornell University, Ithaca, NY, USA
| | - Amy Wei-Lun Tsai
- Department of Molecular Biology and Genetics, Cornell University, Ithaca, NY, USA
| | - Alexandrea N Rizo
- Department of Molecular Biology and Genetics, Cornell University, Ithaca, NY, USA
| | - Vinh H Truong
- Department of Molecular Biology and Genetics, Cornell University, Ithaca, NY, USA
| | - Tristan X Wellner
- Department of Molecular Biology and Genetics, Cornell University, Ithaca, NY, USA
| | - Richard D Schargel
- Department of Molecular Biology and Genetics, Cornell University, Ithaca, NY, USA
| | - Elizabeth H Kellogg
- Department of Molecular Biology and Genetics, Cornell University, Ithaca, NY, USA.
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16
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Schmitz M, Querques I, Oberli S, Chanez C, Jinek M. Structural basis for the assembly of the type V CRISPR-associated transposon complex. Cell 2022; 185:4999-5010.e17. [PMID: 36435179 PMCID: PMC9798831 DOI: 10.1016/j.cell.2022.11.009] [Citation(s) in RCA: 51] [Impact Index Per Article: 17.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/16/2022] [Revised: 09/26/2022] [Accepted: 11/09/2022] [Indexed: 11/27/2022]
Abstract
CRISPR-Cas systems have been co-opted by Tn7-like transposable elements to direct RNA-guided transposition. Type V-K CRISPR-associated transposons rely on the concerted activities of the pseudonuclease Cas12k, the AAA+ ATPase TnsC, the Zn-finger protein TniQ, and the transposase TnsB. Here we present a cryo-electron microscopic structure of a target DNA-bound Cas12k-transposon recruitment complex comprised of RNA-guided Cas12k, TniQ, a polymeric TnsC filament and, unexpectedly, the ribosomal protein S15. Complex assembly, mediated by a network of interactions involving the guide RNA, TniQ, and S15, results in R-loop completion. TniQ contacts two TnsC protomers at the Cas12k-proximal filament end, likely nucleating its polymerization. Transposition activity assays corroborate our structural findings, implying that S15 is a bona fide component of the type V crRNA-guided transposon machinery. Altogether, our work uncovers key mechanistic aspects underpinning RNA-mediated assembly of CRISPR-associated transposons to guide their development as programmable tools for site-specific insertion of large DNA payloads.
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Affiliation(s)
- Michael Schmitz
- Department of Biochemistry, University of Zurich, Zurich 8057, Switzerland
| | - Irma Querques
- Department of Biochemistry, University of Zurich, Zurich 8057, Switzerland
| | - Seraina Oberli
- Department of Biochemistry, University of Zurich, Zurich 8057, Switzerland
| | - Christelle Chanez
- Department of Biochemistry, University of Zurich, Zurich 8057, Switzerland
| | - Martin Jinek
- Department of Biochemistry, University of Zurich, Zurich 8057, Switzerland.
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17
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Luo W, Hickman AB, Genzor P, Ghirlando R, Furman C, Menshikh A, Haase A, Dyda F, Wilson M. Transposase N-terminal phosphorylation and asymmetric transposon ends inhibit piggyBac transposition in mammalian cells. Nucleic Acids Res 2022; 50:13128-13142. [PMID: 36537219 PMCID: PMC9825180 DOI: 10.1093/nar/gkac1191] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/02/2022] [Revised: 11/09/2022] [Accepted: 12/07/2022] [Indexed: 12/24/2022] Open
Abstract
DNA transposon systems are widely used in mammalian cells for genetic modification experiments, but their regulation remains poorly understood. We used biochemical and cell-based assays together with AlphaFold modeling and rational protein redesign to evaluate aspects of piggyBac transposition including the previously unexplained role of the transposase N-terminus and the need for asymmetric transposon ends for cellular activity. We found that phosphorylation at predicted casein kinase II sites in the transposase N-terminus inhibits transposition, most likely by preventing transposase-DNA interactions. Deletion of the region containing these sites releases inhibition thereby enhancing activity. We also found that the N-terminal domain promotes transposase dimerization in the absence of transposon DNA. When the N-terminus is deleted, the transposase gains the ability to carry out transposition using symmetric transposon left ends. This novel activity is also conferred by appending a second C-terminal domain. When combined, these modifications together result in a transposase that is highly active when symmetric transposon ends are used. Our results demonstrate that transposase N-terminal phosphorylation and the requirement for asymmetric transposon ends both negatively regulate piggyBac transposition in mammalian cells. These novel insights into the mechanism and structure of the piggyBac transposase expand its potential use for genomic applications.
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Affiliation(s)
- Wentian Luo
- Department of Medicine, Division and Nephrology and Hypertension, Vanderbilt University Medical Center, Nashville, TN 37232, USA
| | - Alison B Hickman
- Laboratory of Molecular Biology, National Institute of Diabetes and Digestive and Kidney Diseases, National Institutes of Health, Bethesda, MD 20892, USA
| | - Pavol Genzor
- Laboratory of Cellular and Molecular Biology, National Institute of Diabetes and Digestive and Kidney Diseases, National Institutes of Health, Bethesda, MD 20892, USA
| | - Rodolfo Ghirlando
- Laboratory of Molecular Biology, National Institute of Diabetes and Digestive and Kidney Diseases, National Institutes of Health, Bethesda, MD 20892, USA
| | - Christopher M Furman
- Laboratory of Molecular Biology, National Institute of Diabetes and Digestive and Kidney Diseases, National Institutes of Health, Bethesda, MD 20892, USA
| | - Anna Menshikh
- Department of Medicine, Division and Nephrology and Hypertension, Vanderbilt University Medical Center, Nashville, TN 37232, USA
| | - Astrid Haase
- Laboratory of Cellular and Molecular Biology, National Institute of Diabetes and Digestive and Kidney Diseases, National Institutes of Health, Bethesda, MD 20892, USA
| | - Fred Dyda
- Laboratory of Molecular Biology, National Institute of Diabetes and Digestive and Kidney Diseases, National Institutes of Health, Bethesda, MD 20892, USA
| | - Matthew H Wilson
- Department of Medicine, Division and Nephrology and Hypertension, Vanderbilt University Medical Center, Nashville, TN 37232, USA
- Department of Veterans Affairs, Nashville, TN 37212, USA
- Departments of Pharmacology and Cell and Developmental Biology, Vanderbilt University, Nashville, TN 37232, USA
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18
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Roberts A, Nethery MA, Barrangou R. Functional characterization of diverse type I-F CRISPR-associated transposons. Nucleic Acids Res 2022; 50:11670-11681. [PMID: 36384163 PMCID: PMC9723613 DOI: 10.1093/nar/gkac985] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/25/2022] [Revised: 10/07/2022] [Accepted: 10/18/2022] [Indexed: 11/18/2022] Open
Abstract
CRISPR-Cas systems generally provide adaptive immunity in prokaryotes through RNA-guided degradation of foreign genetic elements like bacteriophages and plasmids. Recently, however, transposon-encoded and nuclease-deficient CRISPR-Cas systems were characterized and shown to be co-opted by Tn7-like transposons for CRISPR RNA-guided DNA transposition. As a genome engineering tool, these CRISPR-Cas systems and their associated transposon proteins can be deployed for programmable, site-specific integration of sizable cargo DNA, circumventing the need for DNA cleavage and homology-directed repair involving endogenous repair machinery. Here, we selected a diverse set of type I-F3 CRISPR-associated transposon systems derived from Gammaproteobacteria, predicted all components essential for transposition activity, and deployed them for functionality testing within Escherichia coli. Our results demonstrate that these systems possess a significant range of integration efficiencies with regards to temperature, transposon size, and flexible PAM requirements. Additionally, our findings support the categorization of these systems into functional compatibility groups for efficient and orthogonal RNA-guided DNA integration. This work expands the CRISPR-based toolbox with new CRISPR RNA-guided DNA integrases that can be applied to complex and extensive genome engineering efforts.
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Affiliation(s)
- Avery Roberts
- Genomic Sciences Graduate Program, North Carolina State University, Raleigh, NC 27695, USA,Department of Food, Bioprocessing and Nutrition Sciences, North Carolina State University, Raleigh, NC 27695, USA
| | - Matthew A Nethery
- Genomic Sciences Graduate Program, North Carolina State University, Raleigh, NC 27695, USA,Department of Food, Bioprocessing and Nutrition Sciences, North Carolina State University, Raleigh, NC 27695, USA
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19
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Liu Y, Feng J, Pan H, Zhang X, Zhang Y. Genetically engineered bacterium: Principles, practices, and prospects. Front Microbiol 2022; 13:997587. [PMID: 36312915 PMCID: PMC9606703 DOI: 10.3389/fmicb.2022.997587] [Citation(s) in RCA: 17] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2022] [Accepted: 09/23/2022] [Indexed: 12/24/2022] Open
Abstract
Advances in synthetic biology and the clinical application of bacteriotherapy enable the use of genetically engineered bacteria (GEB) to combat various diseases. GEB act as a small 'machine factory' in the intestine or other tissues to continuously produce heterologous proteins or molecular compounds and, thus, diagnose or cure disease or work as an adjuvant reagent for disease treatment by regulating the immune system. Although the achievements of GEBs in the treatment or adjuvant therapy of diseases are promising, the practical implementation of this new therapeutic modality remains a grand challenge, especially at the initial stage. In this review, we introduce the development of GEBs and their advantages in disease management, summarize the latest research advances in microbial genetic techniques, and discuss their administration routes, performance indicators and the limitations of GEBs used as platforms for disease management. We also present several examples of GEB applications in the treatment of cancers and metabolic diseases and further highlight their great potential for clinical application in the near future.
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Affiliation(s)
- Yiting Liu
- Department of Respiratory and Critical Care Medicine, The Affiliated Jiangning Hospital of Nanjing Medical University, Nanjing, China
- Department of Biomedical Engineering, School of Biomedical Engineering and Informatics, Nanjing Medical University, Nanjing, China
| | - Jing Feng
- Department of Respiratory and Critical Care Medicine, The Affiliated Jiangning Hospital of Nanjing Medical University, Nanjing, China
- Department of Biomedical Engineering, School of Biomedical Engineering and Informatics, Nanjing Medical University, Nanjing, China
| | - Hangcheng Pan
- Department of Respiratory and Critical Care Medicine, The Affiliated Jiangning Hospital of Nanjing Medical University, Nanjing, China
| | - Xiuwei Zhang
- Department of Respiratory and Critical Care Medicine, The Affiliated Jiangning Hospital of Nanjing Medical University, Nanjing, China
| | - Yunlei Zhang
- Department of Respiratory and Critical Care Medicine, The Affiliated Jiangning Hospital of Nanjing Medical University, Nanjing, China
- Department of Biomedical Engineering, School of Biomedical Engineering and Informatics, Nanjing Medical University, Nanjing, China
- Central Laboratory, Translational Medicine Research Center, The Affiliated Jiangning Hospital of Nanjing Medical University, Nanjing, China
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