1
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Xiao W, Weissman JL, Johnson PLF. Ecological drivers of CRISPR immune systems. mSystems 2024; 9:e0056824. [PMID: 39503509 DOI: 10.1128/msystems.00568-24] [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: 05/08/2024] [Accepted: 09/26/2024] [Indexed: 11/08/2024] Open
Abstract
CRISPR-Cas is the only known adaptive immune system of prokaryotes. It is a powerful defense system against mobile genetic elements such as bacteriophages. While CRISPR-Cas systems can be found throughout the prokaryotic tree of life, they are distributed unevenly across taxa and environments. Since adaptive immunity is more useful in environments where pathogens persist or reoccur, the density and/or diversity of the host/pathogen community may drive the uneven distribution of CRISPR systems. We directly tested hypotheses connecting CRISPR incidence with prokaryotic density/diversity by analyzing 16S rRNA and metagenomic data from publicly available environmental sequencing projects. In terms of density, we found that CRISPR systems are significantly favored in lower abundance (less dense) taxa and disfavored in higher abundance taxa, at least in marine environments. When we extended this work to compare taxonomic diversity between samples, we found CRISPR system incidence strongly correlated with diversity in human oral environments. Together, these observations confirm that, at least in certain types of environments, the prokaryotic ecological context indeed plays a key role in selecting for CRISPR immunity. IMPORTANCE Microbes must constantly defend themselves against viral pathogens, and a large proportion of prokaryotes do so using the highly effective CRISPR-Cas adaptive immune system. However, many prokaryotes do not. We investigated the ecological factors behind this uneven distribution of CRISPR-Cas immune systems in natural microbial populations. We found strong patterns linking CRISPR-Cas systems to prokaryotic density within ocean environments and to prokaryotic diversity within human oral environments. Our study validates previous within-lab experimental results that suggested these factors might be important and confirms that local environment and ecological context interact to select for CRISPR immunity.
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Affiliation(s)
- Wei Xiao
- Department of Biology, University of Maryland, College Park, Maryland, USA
| | - J L Weissman
- Department of Ecology and Evolution, Stony Brook University, Stony Brook, New York, USA
- Institute for Advanced Computational Science, Stony Brook University, Stony Brook, New York, USA
- Department of Biology, The City College of New York, New York, New York, USA
| | - Philip L F Johnson
- Department of Biology, University of Maryland, College Park, Maryland, USA
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2
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Fehrenbach A, Mitrofanov A, Alkhnbashi O, Backofen R, Baumdicker F. SpacerPlacer: ancestral reconstruction of CRISPR arrays reveals the evolutionary dynamics of spacer deletions. Nucleic Acids Res 2024; 52:10862-10878. [PMID: 39268572 PMCID: PMC11472070 DOI: 10.1093/nar/gkae772] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2024] [Revised: 08/12/2024] [Accepted: 08/28/2024] [Indexed: 09/17/2024] Open
Abstract
Bacteria employ CRISPR-Cas systems for defense by integrating invader-derived sequences, termed spacers, into the CRISPR array, which constitutes an immunity memory. While spacer deletions occur randomly across the array, newly acquired spacers are predominantly integrated at the leader end. Consequently, spacer arrays can be used to derive the chronology of spacer insertions. Reconstruction of ancestral spacer acquisitions and deletions could help unravel the coevolution of phages and bacteria, the evolutionary dynamics in microbiomes, or track pathogens. However, standard reconstruction methods produce misleading results by overlooking insertion order and joint deletions of spacers. Here, we present SpacerPlacer, a maximum likelihood-based ancestral reconstruction approach for CRISPR array evolution. We used SpacerPlacer to reconstruct and investigate ancestral deletion events of 4565 CRISPR arrays, revealing that spacer deletions occur 374 times more frequently than mutations and are regularly deleted jointly, with an average of 2.7 spacers. Surprisingly, we observed a decrease in the spacer deletion frequency towards both ends of the reconstructed arrays. While the resulting trailer-end conservation is commonly observed, a reduced deletion frequency is now also detectable towards the variable leader end. Finally, our results point to the hypothesis that frequent loss of recently acquired spacers may provide a selective advantage.
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Affiliation(s)
- Axel Fehrenbach
- Cluster of Excellence ‘Controlling Microbes to Fight Infections’, Mathematical and Computational Population Genetics, University of Tübingen, 72076 Tübingen, Germany
- Institute for Bioinformatics and Medical Informatics (IBMI), University of Tübingen, 72076 Tübingen, Germany
| | - Alexander Mitrofanov
- Bioinformatics group, Department of Computer Science, University of Freiburg, 79085 Freiburg, Germany
| | - Omer S Alkhnbashi
- Center for Applied and Translational Genomics (CATG), Mohammed Bin Rashid University of Medicine and Health Sciences (MBRU), Dubai Healthcare City, 505055 Dubai, United Arab Emirates
- College of Medicine, Mohammed Bin Rashid University of Medicine and Health Sciences (MBRU), Dubai Healthcare City, 505055 Dubai, United Arab Emirates
| | - Rolf Backofen
- Bioinformatics group, Department of Computer Science, University of Freiburg, 79085 Freiburg, Germany
- Signalling Research Centres BIOSS and CIBSS, University of Freiburg, 79085 Freiburg, Germany
| | - Franz Baumdicker
- Cluster of Excellence ‘Controlling Microbes to Fight Infections’, Mathematical and Computational Population Genetics, University of Tübingen, 72076 Tübingen, Germany
- Institute for Bioinformatics and Medical Informatics (IBMI), University of Tübingen, 72076 Tübingen, Germany
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3
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Xiao W, Weissman JL, Johnson PLF. Ecological drivers of CRISPR immune systems. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.05.16.594560. [PMID: 38952799 PMCID: PMC11216370 DOI: 10.1101/2024.05.16.594560] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/03/2024]
Abstract
CRISPR-Cas is the only known adaptive immune system of prokaryotes. It is a powerful defense system against mobile genetic elements such as bacteriophages. While CRISPR-Cas systems can be found throughout the prokaryotic tree of life, they are distributed unevenly across taxa and environments. Since adaptive immunity is more useful in environments where pathogens persist or reoccur, the density and/or diversity of the host/pathogen community may drive the uneven distribution of CRISPR system. We directly tested hypotheses connecting CRISPR incidence with prokaryotic density/diversity by analyzing 16S rRNA and metagenomic data from publicly available environmental sequencing projects. In terms of density, we found that CRISPR systems are significantly favored in lower abundance (less dense) taxa and disfavored in higher abundance taxa, at least in marine environments. When we extended this work to compare taxonomic diversity between samples, we found CRISPR system incidence strongly correlated with diversity in human oral environments. Together, these observations confirm that, at least in certain types of environments, the prokaryotic ecological context indeed plays a key role in selecting for CRISPR immunity. Importance 2Microbes must constantly defend themselves against viral pathogens, and a large proportion of prokaryotes do so using the highly effective CRISPR-Cas adaptive immune system. However, many prokaryotes do not. We investigated the ecological factors behind this uneven distribution of CRISPR-Cas immune systems in natural microbial populations. We found strong patterns linking CRISPR-Cas systems to prokaryotic density within ocean environments and to prokaryotic diversity within human oral environments. Our study validates previous within-lab experimental results that suggested these factors might be important and confirms that local environment and ecological context interact to select for CRISPR immunity.
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4
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Watson BNJ, Capria L, Alseth EO, Pons BJ, Biswas A, Lenzi L, Buckling A, van Houte S, Westra ER, Meaden S. CRISPR-Cas in Pseudomonas aeruginosa provides transient population-level immunity against high phage exposures. THE ISME JOURNAL 2024; 18:wrad039. [PMID: 38366022 PMCID: PMC10873826 DOI: 10.1093/ismejo/wrad039] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/19/2023] [Revised: 12/12/2023] [Accepted: 01/02/2024] [Indexed: 02/18/2024]
Abstract
The prokaryotic adaptive immune system, CRISPR-Cas (clustered regularly interspaced short palindromic repeats; CRISPR-associated), requires the acquisition of spacer sequences that target invading mobile genetic elements such as phages. Previous work has identified ecological variables that drive the evolution of CRISPR-based immunity of the model organism Pseudomonas aeruginosa PA14 against its phage DMS3vir, resulting in rapid phage extinction. However, it is unclear if and how stable such acquired immunity is within bacterial populations, and how this depends on the environment. Here, we examine the dynamics of CRISPR spacer acquisition and loss over a 30-day evolution experiment and identify conditions that tip the balance between long-term maintenance of immunity versus invasion of alternative resistance strategies that support phage persistence. Specifically, we find that both the initial phage dose and reinfection frequencies determine whether or not acquired CRISPR immunity is maintained in the long term, and whether or not phage can coexist with the bacteria. At the population genetics level, emergence and loss of CRISPR immunity are associated with high levels of spacer diversity that subsequently decline due to invasion of bacteria carrying pilus-associated mutations. Together, these results provide high resolution of the dynamics of CRISPR immunity acquisition and loss and demonstrate that the cumulative phage burden determines the effectiveness of CRISPR over ecologically relevant timeframes.
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Affiliation(s)
- Bridget N J Watson
- Biosciences, University of Exeter, Penryn, Cornwall, TR10 9FE, United Kingdom
| | - Loris Capria
- Biosciences, University of Exeter, Penryn, Cornwall, TR10 9FE, United Kingdom
| | - Ellinor O Alseth
- Biosciences, University of Exeter, Penryn, Cornwall, TR10 9FE, United Kingdom
- Center for Microbial Dynamics and Infection, Georgia Institute of Technology, Atlanta, GA 30332, United States
| | - Benoit J Pons
- Biosciences, University of Exeter, Penryn, Cornwall, TR10 9FE, United Kingdom
| | - Ambarish Biswas
- Department of Microbiology and Immunology, University of Otago, Dunedin, 9059, Otago, New Zealand
| | - Luca Lenzi
- Institute of Integrative Biology, University of Liverpool, Liverpool, Merseyside, L69 7BE, United Kingdom
| | - Angus Buckling
- Biosciences, University of Exeter, Penryn, Cornwall, TR10 9FE, United Kingdom
| | - Stineke van Houte
- Biosciences, University of Exeter, Penryn, Cornwall, TR10 9FE, United Kingdom
| | - Edze R Westra
- Biosciences, University of Exeter, Penryn, Cornwall, TR10 9FE, United Kingdom
| | - Sean Meaden
- Biosciences, University of Exeter, Penryn, Cornwall, TR10 9FE, United Kingdom
- Department of Biology, University of York, Wentworth Way, York, North Yorkshire YO10 3DB, United Kingdom
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5
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López-Beltrán A, Botelho J, Iranzo J. Dynamics of CRISPR-mediated virus-host interactions in the human gut microbiome. THE ISME JOURNAL 2024; 18:wrae134. [PMID: 39023219 PMCID: PMC11307328 DOI: 10.1093/ismejo/wrae134] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/23/2024] [Revised: 06/07/2024] [Accepted: 07/17/2024] [Indexed: 07/20/2024]
Abstract
Arms races between mobile genetic elements and prokaryotic hosts are major drivers of ecological and evolutionary change in microbial communities. Prokaryotic defense systems such as CRISPR-Cas have the potential to regulate microbiome composition by modifying the interactions among bacteria, plasmids, and phages. Here, we used longitudinal metagenomic data from 130 healthy and diseased individuals to study how the interplay of genetic parasites and CRISPR-Cas immunity reflects on the dynamics and composition of the human gut microbiome. Based on the coordinated study of 80 000 CRISPR-Cas loci and their targets, we show that CRISPR-Cas immunity effectively modulates bacteriophage abundances in the gut. Acquisition of CRISPR-Cas immunity typically leads to a decrease in the abundance of lytic phages but does not necessarily cause their complete disappearance. Much smaller effects are observed for lysogenic phages and plasmids. Conversely, phage-CRISPR interactions shape bacterial microdiversity by producing weak selective sweeps that benefit immune host lineages. We also show that distal (and chronologically older) regions of CRISPR arrays are enriched in spacers that are potentially functional and target crass-like phages and local prophages. This suggests that exposure to reactivated prophages and other endemic viruses is a major selective pressure in the gut microbiome that drives the maintenance of long-lasting immune memory.
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Affiliation(s)
- Adrián López-Beltrán
- Centro de Biotecnología y Genómica de Plantas, Universidad Politécnica de Madrid (UPM) - Instituto Nacional de Investigación y Tecnología Agraria y Alimentaria (INIA-CSIC), Parque Científico y Tecnológico UPM, Campus de Montegancedo, 28223, Madrid, Spain
| | - João Botelho
- Centro de Biotecnología y Genómica de Plantas, Universidad Politécnica de Madrid (UPM) - Instituto Nacional de Investigación y Tecnología Agraria y Alimentaria (INIA-CSIC), Parque Científico y Tecnológico UPM, Campus de Montegancedo, 28223, Madrid, Spain
| | - Jaime Iranzo
- Centro de Astrobiología (CAB), CSIC-INTA, Ctra. de Torrejón a Ajalvir Km 4, 28850, Torrejón de Ardoz, Madrid, Spain
- Institute for Biocomputation and Physics of Complex Systems (BIFI), University of Zaragoza, Campus Río Ebro, 50018, Zaragoza, Spain
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6
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Khot V, Strous M, Dong X, Kiesser AK. Viral diversity and dynamics and CRISPR-Cas-mediated immunity in a robust alkaliphilic cyanobacterial consortium. Microbiol Spectr 2023; 11:e0221723. [PMID: 37819096 PMCID: PMC10715143 DOI: 10.1128/spectrum.02217-23] [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: 07/31/2023] [Accepted: 08/25/2023] [Indexed: 10/13/2023] Open
Abstract
IMPORTANCE Biotechnology applications utilizing the function of microbial communities have become increasingly important solutions as we strive for sustainable applications. Although viral infections are known to have a significant impact on microbial turnover and nutrient cycling, viral dynamics have remained largely overlooked in these engineered communities. Predatory perturbations to the functional stability of these microbial biotechnology applications must be investigated in order to design more robust applications. In this study, we closely examine virus-microbe dynamics in a model microbial community used in a biotechnology application. Our findings suggest that viral dynamics change significantly with environmental conditions and that microbial immunity may play an important role in maintaining functional stability. We present this study as a comprehensive template for other researchers interested in exploring predatory dynamics in engineered microbial communities.
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Affiliation(s)
- Varada Khot
- Department of Geoscience, University of Calgary, Calgary, Alberta, Canada
| | - Marc Strous
- Department of Geoscience, University of Calgary, Calgary, Alberta, Canada
| | - Xiaoli Dong
- Department of Geoscience, University of Calgary, Calgary, Alberta, Canada
- Public Health Laboratory, Alberta Precision Laboratories, Foothills Medical Centre, Calgary, Alberta, Canada
| | - Alyse K. Kiesser
- School of Engineering, University of British Columbia Okanagan, Kelowna, British Columbia, Canada
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7
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The effect of Quorum sensing inhibitors on the evolution of CRISPR-based phage immunity in Pseudomonas aeruginosa. THE ISME JOURNAL 2021; 15:2465-2473. [PMID: 33692485 PMCID: PMC8319334 DOI: 10.1038/s41396-021-00946-6] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/24/2020] [Revised: 02/15/2021] [Accepted: 02/18/2021] [Indexed: 01/31/2023]
Abstract
Quorum sensing controls the expression of a wide range of important traits in the opportunistic pathogen Pseudomonas aeruginosa, including the expression of virulence genes and its CRISPR-cas immune system, which protects from bacteriophage (phage) infection. This finding has led to the speculation that synthetic quorum sensing inhibitors could be used to limit the evolution of CRISPR immunity during phage therapy. Here we use experimental evolution to explore if and how a quorum sensing inhibitor influences the population and evolutionary dynamics of P. aeruginosa upon phage DMS3vir infection. We find that chemical inhibition of quorum sensing decreases phage adsorption rates due to downregulation of the Type IV pilus, which causes delayed lysis of bacterial cultures and favours the evolution of CRISPR immunity. Our data therefore suggest that inhibiting quorum sensing may reduce rather than improve the therapeutic efficacy of pilus-specific phage, and this is likely a general feature when phage receptors are positively regulated by quorum sensing.
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8
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Abstract
CRISPR-Cas systems provide bacteria and archaea with adaptive, heritable immunity against their viruses (bacteriophages and phages) and other parasitic genetic elements. CRISPR-Cas systems are highly diverse, and we are only beginning to understand their relative importance in phage defense. In this review, we will discuss when and why CRISPR-Cas immunity against phages evolves, and how this, in turn, selects for the evolution of immune evasion by phages. Finally, we will discuss our current understanding of if, and when, we observe coevolution between CRISPR-Cas systems and phages, and how this may be influenced by the mechanism of CRISPR-Cas immunity.
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9
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Garrett SC. Pruning and Tending Immune Memories: Spacer Dynamics in the CRISPR Array. Front Microbiol 2021; 12:664299. [PMID: 33868219 PMCID: PMC8047081 DOI: 10.3389/fmicb.2021.664299] [Citation(s) in RCA: 31] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/04/2021] [Accepted: 03/12/2021] [Indexed: 01/22/2023] Open
Abstract
CRISPR-Cas (Clustered Regularly Interspaced Short Palindromic Repeats and CRISPR-associated genes) is a type of prokaryotic immune system that is unique in its ability to provide sequence-specific adaptive protection, which can be updated in response to new threats. CRISPR-Cas does this by storing fragments of DNA from invading genetic elements in an array interspersed with short repeats. The CRISPR array can be continuously updated through integration of new DNA fragments (termed spacers) at one end, but over time existing spacers become obsolete. To optimize immunity, spacer uptake, residency, and loss must be regulated. This mini-review summarizes what is known about how spacers are organized, maintained, and lost from CRISPR arrays.
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Affiliation(s)
- Sandra C Garrett
- Department of Genetics and Genome Sciences, Institute for Systems Genomics, UConn Health, Farmington, CT, United States
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10
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Martí-Carreras J, Gener AR, Miller SD, Brito AF, Camacho CE, Connor R, Deboutte W, Glickman C, Kristensen DM, Meyer WK, Modha S, Norris AL, Saha S, Belford AK, Biederstedt E, Brister JR, Buchmann JP, Cooley NP, Edwards RA, Javkar K, Muchow M, Muralidharan HS, Pepe-Ranney C, Shah N, Shakya M, Tisza MJ, Tully BJ, Vanmechelen B, Virta VC, Weissman JL, Zalunin V, Efremov A, Busby B. NCBI's Virus Discovery Codeathon: Building "FIVE" -The Federated Index of Viral Experiments API Index. Viruses 2020; 12:v12121424. [PMID: 33322070 PMCID: PMC7764237 DOI: 10.3390/v12121424] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/16/2020] [Accepted: 12/02/2020] [Indexed: 02/05/2023] Open
Abstract
Viruses represent important test cases for data federation due to their genome size and the rapid increase in sequence data in publicly available databases. However, some consequences of previously decentralized (unfederated) data are lack of consensus or comparisons between feature annotations. Unifying or displaying alternative annotations should be a priority both for communities with robust entry representation and for nascent communities with burgeoning data sources. To this end, during this three-day continuation of the Virus Hunting Toolkit codeathon series (VHT-2), a new integrated and federated viral index was elaborated. This Federated Index of Viral Experiments (FIVE) integrates pre-existing and novel functional and taxonomy annotations and virus–host pairings. Variability in the context of viral genomic diversity is often overlooked in virus databases. As a proof-of-concept, FIVE was the first attempt to include viral genome variation for HIV, the most well-studied human pathogen, through viral genome diversity graphs. As per the publication of this manuscript, FIVE is the first implementation of a virus-specific federated index of such scope. FIVE is coded in BigQuery for optimal access of large quantities of data and is publicly accessible. Many projects of database or index federation fail to provide easier alternatives to access or query information. To this end, a Python API query system was developed to enhance the accessibility of FIVE.
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Affiliation(s)
- Joan Martí-Carreras
- Laboratory of Clinical and Epidemiological Virology, KU Leuven Department of Microbiology, Immunology and Transplantation, Rega Institute, BE3000 Leuven, Belgium; (W.D.); (C.G.); (B.V.)
- Correspondence: (J.M.-C); (A.R.G.); (R.C.); (B.B.)
| | - Alejandro Rafael Gener
- Integrative Molecular and Biomedical Sciences Program, Baylor College of Medicine, Houston, TX 77030, USA
- Margaret M. and Albert B. Alkek Department of Medicine, Nephrology, Baylor College of Medicine, Houston, TX 77030, USA
- Department of Genetics, MD Anderson Cancer Center, Houston, TX 77030, USA
- School of Medicine, Universidad Central del Caribe, Bayamón, PR 00960, USA
- Correspondence: (J.M.-C); (A.R.G.); (R.C.); (B.B.)
| | - Sierra D. Miller
- Genetics & Molecular Biology, Millersville University, 40 Dilworth Rd, Millersville, PA 17551, USA;
| | - Anderson F. Brito
- Department of Epidemiology of Microbial Diseases, Yale School of Public Health (YSPH), 60 College Street, New Haven, CT 06510, USA;
| | - Christiam E. Camacho
- National Center for Biotechnology Information, U.S. National Library of Medicine, National Institutes of Health, 9000 Rockville Pike, Bethesda, MD 20894, USA; (C.E.C.); (J.R.B.); (V.Z.); (A.E.)
| | - Ryan Connor
- National Center for Biotechnology Information, U.S. National Library of Medicine, National Institutes of Health, 9000 Rockville Pike, Bethesda, MD 20894, USA; (C.E.C.); (J.R.B.); (V.Z.); (A.E.)
- Correspondence: (J.M.-C); (A.R.G.); (R.C.); (B.B.)
| | - Ward Deboutte
- Laboratory of Clinical and Epidemiological Virology, KU Leuven Department of Microbiology, Immunology and Transplantation, Rega Institute, BE3000 Leuven, Belgium; (W.D.); (C.G.); (B.V.)
| | - Cody Glickman
- Laboratory of Clinical and Epidemiological Virology, KU Leuven Department of Microbiology, Immunology and Transplantation, Rega Institute, BE3000 Leuven, Belgium; (W.D.); (C.G.); (B.V.)
| | - David M. Kristensen
- Computational Bioscience Program, University of Colorado Anschutz, Aurora, CO 80045, USA;
| | - Wynn K. Meyer
- AAAS Science and Technology Policy Fellow, Office of Data Science Strategy, Division of Program Coordination, Planning, and Strategic Initiatives, Office of the Director, National Institutes of Health, 31 Center Dr., Bethesda, MD 20894, USA;
| | - Sejal Modha
- MRC-University of Glasgow Centre for Virus Research, Glasgow G61 1QH, UK;
| | - Alexis L. Norris
- Biotechnology Graduate Program, University of Maryland Global Campus, 1616 McCormick Drive, Largo, MD 20774, USA;
| | - Surya Saha
- Boyce Thompson Institute, Ithaca, NY 14850, USA;
- School of Animal and Comparative Biomedical Sciences, The University of Arizona, Tucson, AZ 85721, USA
| | - Anna K. Belford
- Laboratory of Cellular Oncology, National Cancer Institute, 37 Convent Dr., Bethesda, MD 20894, USA; (A.K.B.); (M.J.T.)
| | - Evan Biederstedt
- Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA;
| | - James Rodney Brister
- National Center for Biotechnology Information, U.S. National Library of Medicine, National Institutes of Health, 9000 Rockville Pike, Bethesda, MD 20894, USA; (C.E.C.); (J.R.B.); (V.Z.); (A.E.)
| | - Jan P. Buchmann
- School of Life and Environmental Sciences and School of Medical Sciences, Marie Bashir Institute for Infectious Diseases and Biosecurity, The University of Sydney, Sydney, Australia;
| | - Nicholas P. Cooley
- Department of Biomedical Informatics, University of Pittsburgh, Pittsburgh, PA 15260, USA;
| | - Robert A. Edwards
- College of Science and Engineering, Flinders University, Bedford Park, SA 5042, Australia;
| | - Kiran Javkar
- Department of Computer Science, University of Maryland, College Park, MD 20740, USA; (K.J.); (H.S.M.); (N.S.)
- Joint Institute for Food Safety and Applied Nutrition, University of Maryland, College Park, MD 20740, USA
| | - Michael Muchow
- Novel Microdevices, Nucleic Acids, Baltimore, MD 21202, USA;
| | - Harihara Subrahmaniam Muralidharan
- Department of Computer Science, University of Maryland, College Park, MD 20740, USA; (K.J.); (H.S.M.); (N.S.)
- Institute for Advanced Computer Studies, University of Maryland, College Park, MD 20740, USA
| | | | - Nidhi Shah
- Department of Computer Science, University of Maryland, College Park, MD 20740, USA; (K.J.); (H.S.M.); (N.S.)
| | - Migun Shakya
- Bioscience Division, Bikini Atoll Road, Los Alamos National Laboratory, Los Alamos, NM 87545, USA;
| | - Michael J. Tisza
- Laboratory of Cellular Oncology, National Cancer Institute, 37 Convent Dr., Bethesda, MD 20894, USA; (A.K.B.); (M.J.T.)
| | - Benjamin J. Tully
- Center for Dark Energy Biosphere Investigations, University of Southern California, Los Angeles, CA 90089, USA;
| | - Bert Vanmechelen
- Laboratory of Clinical and Epidemiological Virology, KU Leuven Department of Microbiology, Immunology and Transplantation, Rega Institute, BE3000 Leuven, Belgium; (W.D.); (C.G.); (B.V.)
| | - Valerie C. Virta
- AAAS Science & Technology Policy Fellow, National Institutes of Health, Center for Information Technology, 6555 Rock Spring Drive, Bethesda, MD 20817, USA;
| | - JL Weissman
- Department of Marine and Environmental Biology, University of Southern California, Los Angeles, CA 90089, USA;
| | - Vadim Zalunin
- National Center for Biotechnology Information, U.S. National Library of Medicine, National Institutes of Health, 9000 Rockville Pike, Bethesda, MD 20894, USA; (C.E.C.); (J.R.B.); (V.Z.); (A.E.)
| | - Alexandre Efremov
- National Center for Biotechnology Information, U.S. National Library of Medicine, National Institutes of Health, 9000 Rockville Pike, Bethesda, MD 20894, USA; (C.E.C.); (J.R.B.); (V.Z.); (A.E.)
| | - Ben Busby
- National Center for Biotechnology Information, U.S. National Library of Medicine, National Institutes of Health, 9000 Rockville Pike, Bethesda, MD 20894, USA; (C.E.C.); (J.R.B.); (V.Z.); (A.E.)
- DNANexus, 1975 W El Camino Real #204, Mountain View, CA 94040, USA
- Correspondence: (J.M.-C); (A.R.G.); (R.C.); (B.B.)
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11
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Westra ER, Levin BR. It is unclear how important CRISPR-Cas systems are for protecting natural populations of bacteria against infections by mobile genetic elements. Proc Natl Acad Sci U S A 2020; 117:27777-27785. [PMID: 33122438 PMCID: PMC7668106 DOI: 10.1073/pnas.1915966117] [Citation(s) in RCA: 26] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022] Open
Abstract
Articles on CRISPR commonly open with some variant of the phrase "these short palindromic repeats and their associated endonucleases (Cas) are an adaptive immune system that exists to protect bacteria and archaea from viruses and infections with other mobile genetic elements." There is an abundance of genomic data consistent with the hypothesis that CRISPR plays this role in natural populations of bacteria and archaea, and experimental demonstrations with a few species of bacteria and their phage and plasmids show that CRISPR-Cas systems can play this role in vitro. Not at all clear are the ubiquity, magnitude, and nature of the contribution of CRISPR-Cas systems to the ecology and evolution of natural populations of microbes and the strength of selection mediated by different types of phage and plasmids to the evolution and maintenance of CRISPR-Cas systems. In this perspective, with the aid of heuristic mathematical-computer simulation models, we explore the a priori conditions under which exposure to lytic and temperate phage and conjugative plasmids will select for and maintain CRISPR-Cas systems in populations of bacteria and archaea. We review the existing literature addressing these ecological and evolutionary questions and highlight the experimental and other evidence needed to fully understand the conditions responsible for the evolution and maintenance of CRISPR-Cas systems and the contribution of these systems to the ecology and evolution of bacteria, archaea, and the mobile genetic elements that infect them.
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Affiliation(s)
- Edze R Westra
- Environment and Sustainability Institute, Biosciences, University of Exeter, Penryn, TR10 9FE Cornwall, United Kingdom;
| | - Bruce R Levin
- Department of Biology, Emory University, Atlanta, GA 30307
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12
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Stringer AM, Baniulyte G, Lasek-Nesselquist E, Seed KD, Wade JT. Transcription termination and antitermination of bacterial CRISPR arrays. eLife 2020; 9:e58182. [PMID: 33124980 PMCID: PMC7665894 DOI: 10.7554/elife.58182] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/23/2020] [Accepted: 10/29/2020] [Indexed: 12/11/2022] Open
Abstract
A hallmark of CRISPR-Cas immunity systems is the CRISPR array, a genomic locus consisting of short, repeated sequences ('repeats') interspersed with short, variable sequences ('spacers'). CRISPR arrays are transcribed and processed into individual CRISPR RNAs that each include a single spacer, and direct Cas proteins to complementary sequences in invading nucleic acid. Most bacterial CRISPR array transcripts are unusually long for untranslated RNA, suggesting the existence of mechanisms to prevent premature transcription termination by Rho, a conserved bacterial transcription termination factor that rapidly terminates untranslated RNA. We show that Rho can prematurely terminate transcription of bacterial CRISPR arrays, and we identify a widespread antitermination mechanism that antagonizes Rho to facilitate complete transcription of CRISPR arrays. Thus, our data highlight the importance of transcription termination and antitermination in the evolution of bacterial CRISPR-Cas systems.
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Affiliation(s)
- Anne M Stringer
- Wadsworth Center, New York State Department of HealthAlbanyUnited States
| | - Gabriele Baniulyte
- Department of Biomedical Sciences, School of Public Health, University at AlbanyAlbanyUnited States
| | | | - Kimberley D Seed
- Department of Plant and Microbial Biology, University of California, BerkeleyBerkeleyUnited States
- Chan Zuckerberg BiohubSan FranciscoUnited States
| | - Joseph T Wade
- Wadsworth Center, New York State Department of HealthAlbanyUnited States
- Department of Biomedical Sciences, School of Public Health, University at AlbanyAlbanyUnited States
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13
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Abstract
Some bacteria possess an adaptive immune system that maintains a memory of past viral infections in the CRISPR loci of their genomes. This memory is used to mount targeted responses against later threats but is remarkably shallow: it remembers only a few dozen to a few hundred viruses. We present a statistical theory of CRISPR-based immunity that quantitatively predicts the depth of bacterial immune memory in terms of a tradeoff with fundamental constraints of the cellular biochemical machinery. Some bacteria and archaea possess an immune system, based on the CRISPR-Cas mechanism, that confers adaptive immunity against viruses. In such species, individual prokaryotes maintain cassettes of viral DNA elements called spacers as a memory of past infections. Typically, the cassettes contain several dozen expressed spacers. Given that bacteria can have very large genomes and since having more spacers should confer a better memory, it is puzzling that so little genetic space would be devoted by prokaryotes to their adaptive immune systems. Here, assuming that CRISPR functions as a long-term memory-based defense against a diverse landscape of viral species, we identify a fundamental tradeoff between the amount of immune memory and effectiveness of response to a given threat. This tradeoff implies an optimal size for the prokaryotic immune repertoire in the observational range.
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14
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Bernheim A, Bikard D, Touchon M, Rocha EPC. Atypical organizations and epistatic interactions of CRISPRs and cas clusters in genomes and their mobile genetic elements. Nucleic Acids Res 2020; 48:748-760. [PMID: 31745554 PMCID: PMC7145637 DOI: 10.1093/nar/gkz1091] [Citation(s) in RCA: 22] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2019] [Revised: 11/01/2019] [Accepted: 11/05/2019] [Indexed: 12/20/2022] Open
Abstract
Prokaryotes use CRISPR-Cas systems for adaptive immunity, but the reasons for the frequent existence of multiple CRISPRs and cas clusters remain poorly understood. Here, we analysed the joint distribution of CRISPR and cas genes in a large set of fully sequenced bacterial genomes and their mobile genetic elements. Our analysis suggests few negative and many positive epistatic interactions between Cas subtypes. The latter often result in complex genetic organizations, where a locus has a single adaptation module and diverse interference mechanisms that might provide more effective immunity. We typed CRISPRs that could not be unambiguously associated with a cas cluster and found that such complex loci tend to have unique type I repeats in multiple CRISPRs. Many chromosomal CRISPRs lack a neighboring Cas system and they often have repeats compatible with the Cas systems encoded in trans. Phages and 25 000 prophages were almost devoid of CRISPR-Cas systems, whereas 3% of plasmids had CRISPR-Cas systems or isolated CRISPRs. The latter were often compatible with the chromosomal cas clusters, suggesting that plasmids can co-opt the latter. These results highlight the importance of interactions between CRISPRs and cas present in multiple copies and in distinct genomic locations in the function and evolution of bacterial immunity.
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Affiliation(s)
- Aude Bernheim
- Microbial Evolutionary Genomics, Institut Pasteur, CNRS, UMR3525, 25–28 rue Dr. Roux, Paris 75015, France
- Synthetic Biology Group, Institut Pasteur, 25–28 rue Dr. Roux, Paris 75015, France
- AgroParisTech, F-75005 Paris, France
- Ecole doctorale Frontières du vivant, Université Paris Diderot, Université Sorbonne Paris Cité, 75013 Paris, France
| | - David Bikard
- Synthetic Biology Group, Institut Pasteur, 25–28 rue Dr. Roux, Paris 75015, France
| | - Marie Touchon
- Microbial Evolutionary Genomics, Institut Pasteur, CNRS, UMR3525, 25–28 rue Dr. Roux, Paris 75015, France
| | - Eduardo P C Rocha
- Microbial Evolutionary Genomics, Institut Pasteur, CNRS, UMR3525, 25–28 rue Dr. Roux, Paris 75015, France
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15
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Weissman JL, Laljani RMR, Fagan WF, Johnson PLF. Visualization and prediction of CRISPR incidence in microbial trait-space to identify drivers of antiviral immune strategy. ISME JOURNAL 2019; 13:2589-2602. [PMID: 31239539 PMCID: PMC6776019 DOI: 10.1038/s41396-019-0411-2] [Citation(s) in RCA: 31] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/04/2018] [Revised: 03/15/2019] [Accepted: 03/24/2019] [Indexed: 01/21/2023]
Abstract
Bacteria and archaea are locked in a near-constant battle with their viral pathogens. Despite previous mechanistic characterization of numerous prokaryotic defense strategies, the underlying ecological drivers of different strategies remain largely unknown and predicting which species will take which strategies remains a challenge. Here, we focus on the CRISPR immune strategy and develop a phylogenetically-corrected machine learning approach to build a predictive model of CRISPR incidence using data on over 100 traits across over 2600 species. We discover a strong but hitherto-unknown negative interaction between CRISPR and aerobicity, which we hypothesize may result from interference between CRISPR-associated proteins and non-homologous end-joining DNA repair due to oxidative stress. Our predictive model also quantitatively confirms previous observations of an association between CRISPR and temperature. Finally, we contrast the environmental associations of different CRISPR system types (I, II, III) and restriction modification systems, all of which act as intracellular immune systems.
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Affiliation(s)
- Jake L Weissman
- Department of Biology, University of Maryland, College Park, MD, USA
| | - Rohan M R Laljani
- Department of Biology, University of Maryland, College Park, MD, USA
| | - William F Fagan
- Department of Biology, University of Maryland, College Park, MD, USA
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