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Title: On the Origin of Reverse Transcriptase-Using CRISPR-Cas Systems and Their Hyperdiverse, Enigmatic Spacer Repertoires

Abstract

Cas1 integrase is the key enzyme of the clustered regularly interspaced short palindromic repeat (CRISPR)-Cas adaptation module that mediates acquisition of spacers derived from foreign DNA by CRISPR arrays. In diverse bacteria, thecas1gene is fused (or adjacent) to a gene encoding a reverse transcriptase (RT) related to group II intron RTs. An RT-Cas1 fusion protein has been recently shown to enable acquisition of CRISPR spacers from RNA. Phylogenetic analysis of the CRISPR-associated RTs demonstrates monophyly of the RT-Cas1 fusion, and coevolution of the RT and Cas1 domains. Nearly all such RTs are present within type III CRISPR-Cas loci, but their phylogeny does not parallel the CRISPR-Cas type classification, indicating that RT-Cas1 is an autonomous functional module that is disseminated by horizontal gene transfer and can function with diverse type III systems. To compare the sequence pools sampled by RT-Cas1-associated and RT-lacking CRISPR-Cas systems, we obtained samples of a commercially grown cyanobacterium—Arthrospira platensis. Sequencing of the CRISPR arrays uncovered a highly diverse population of spacers. Spacer diversity was particularly striking for the RT-Cas1-containing type III-B system, where no saturation was evident even with millions of sequences analyzed. In contrast, analysis of the RT-lacking type III-D system yielded a highly diverse poolmore » but reached a point where fewer novel spacers were recovered as sequencing depth was increased. Matches could be identified for a small fraction of the non-RT-Cas1-associated spacers, and for only a single RT-Cas1-associated spacer. Thus, the principal source(s) of the spacers, particularly the hypervariable spacer repertoire of the RT-associated arrays, remains unknown.IMPORTANCEWhile the majority of CRISPR-Cas immune systems adapt to foreign genetic elements by capturing segments of invasive DNA, some systems carry reverse transcriptases (RTs) that enable adaptation to RNA molecules. From analysis of available bacterial sequence data, we find evidence that RT-based RNA adaptation machinery has been able to join with CRISPR-Cas immune systems in many, diverse bacterial species. To investigate whether the abilities to adapt to DNA and RNA molecules are utilized for defense against distinct classes of invaders in nature, we sequenced CRISPR arrays from samples of commercial-scale open-air cultures ofArthrospira platensis, a cyanobacterium that contains both RT-lacking and RT-containing CRISPR-Cas systems. We uncovered a diverse pool of naturally occurring immune memories, with the RT-lacking locus acquiring a number of segments matching known viral or bacterial genes, while the RT-containing locus has acquired spacers from a distinct sequence pool for which the source remains enigmatic. While the majority of CRISPR-Cas immune systems adapt to foreign genetic elements by capturing segments of invasive DNA, some systems carry reverse transcriptases (RTs) that enable adaptation to RNA molecules. From analysis of available bacterial sequence data, we find evidence that RT-based RNA adaptation machinery has been able to join with CRISPR-Cas immune systems in many, diverse bacterial species. To investigate whether the abilities to adapt to DNA and RNA molecules are utilized for defense against distinct classes of invaders in nature, we sequenced CRISPR arrays from samples of commercial-scale open-air cultures ofArthrospira platensis, a cyanobacterium that contains both RT-lacking and RT-containing CRISPR-Cas systems. We uncovered a diverse pool of naturally occurring immune memories, with the RT-lacking locus acquiring a number of segments matching known viral or bacterial genes, while the RT-containing locus has acquired spacers from a distinct sequence pool for which the source remains enigmatic.« less

Authors:
 [1];  [2];  [3];  [4];  [5];  [1];  [6];  [7];  [8];  [1];  [1];  [8];  [7];  [9];  [10];  [6];  [5];  [11]; ORCiD logo [2];  [1]
  1. Stanford Univ., CA (United States)
  2. National Inst. of Health (NIH), Bethesda, MD (United States)
  3. Skolkovo Inst. of Science and Technology (Russia); National Inst. of Health (NIH), Bethesda, MD (United States)
  4. USDOE Joint Genome Institute (JGI), Berkeley, CA (United States)
  5. Univ. of Texas, Austin, TX (United States)
  6. Carnegie Inst. for Science, Stanford, CA (United States)
  7. The Ohio State Univ., Columbus, OH (United States)
  8. Washington Univ., St. Louis, MO (United States)
  9. Univ. of Warwick (United Kingdom)
  10. Univ. of Leicester (United Kingdom)
  11. USDOE Joint Genome Institute (JGI), Walnut Creek, CA (United States)
Publication Date:
Research Org.:
Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States)
Sponsoring Org.:
USDOE
OSTI Identifier:
1626121
Grant/Contract Number:  
AC02-05CH11231; R01-GM37706; R01-GM37949
Resource Type:
Accepted Manuscript
Journal Name:
mBio (Online)
Additional Journal Information:
Journal Name: mBio (Online); Journal Volume: 8; Journal Issue: 4; Journal ID: ISSN 2150-7511
Publisher:
American Society for Microbiology
Country of Publication:
United States
Language:
English
Subject:
59 BASIC BIOLOGICAL SCIENCES; Microbiology; CRISPR; RNA spacer acquisition; cyanobacteria; deep sequencing; horizontal gene transfer; host-parasite relationship; phylogeny; reverse transcriptase

Citation Formats

Silas, Sukrit, Makarova, Kira S., Shmakov, Sergey, Páez-Espino, David, Mohr, Georg, Liu, Yi, Davison, Michelle, Roux, Simon, Krishnamurthy, Siddharth R., Fu, Becky Xu Hua, Hansen, Loren L., Wang, David, Sullivan, Matthew B., Millard, Andrew, Clokie, Martha R., Bhaya, Devaki, Lambowitz, Alan M., Kyrpides, Nikos C., Koonin, Eugene V., and Fire, Andrew Z. On the Origin of Reverse Transcriptase-Using CRISPR-Cas Systems and Their Hyperdiverse, Enigmatic Spacer Repertoires. United States: N. p., 2017. Web. doi:10.1128/mbio.00897-17.
Silas, Sukrit, Makarova, Kira S., Shmakov, Sergey, Páez-Espino, David, Mohr, Georg, Liu, Yi, Davison, Michelle, Roux, Simon, Krishnamurthy, Siddharth R., Fu, Becky Xu Hua, Hansen, Loren L., Wang, David, Sullivan, Matthew B., Millard, Andrew, Clokie, Martha R., Bhaya, Devaki, Lambowitz, Alan M., Kyrpides, Nikos C., Koonin, Eugene V., & Fire, Andrew Z. On the Origin of Reverse Transcriptase-Using CRISPR-Cas Systems and Their Hyperdiverse, Enigmatic Spacer Repertoires. United States. https://doi.org/10.1128/mbio.00897-17
Silas, Sukrit, Makarova, Kira S., Shmakov, Sergey, Páez-Espino, David, Mohr, Georg, Liu, Yi, Davison, Michelle, Roux, Simon, Krishnamurthy, Siddharth R., Fu, Becky Xu Hua, Hansen, Loren L., Wang, David, Sullivan, Matthew B., Millard, Andrew, Clokie, Martha R., Bhaya, Devaki, Lambowitz, Alan M., Kyrpides, Nikos C., Koonin, Eugene V., and Fire, Andrew Z. Tue . "On the Origin of Reverse Transcriptase-Using CRISPR-Cas Systems and Their Hyperdiverse, Enigmatic Spacer Repertoires". United States. https://doi.org/10.1128/mbio.00897-17. https://www.osti.gov/servlets/purl/1626121.
@article{osti_1626121,
title = {On the Origin of Reverse Transcriptase-Using CRISPR-Cas Systems and Their Hyperdiverse, Enigmatic Spacer Repertoires},
author = {Silas, Sukrit and Makarova, Kira S. and Shmakov, Sergey and Páez-Espino, David and Mohr, Georg and Liu, Yi and Davison, Michelle and Roux, Simon and Krishnamurthy, Siddharth R. and Fu, Becky Xu Hua and Hansen, Loren L. and Wang, David and Sullivan, Matthew B. and Millard, Andrew and Clokie, Martha R. and Bhaya, Devaki and Lambowitz, Alan M. and Kyrpides, Nikos C. and Koonin, Eugene V. and Fire, Andrew Z.},
abstractNote = {Cas1 integrase is the key enzyme of the clustered regularly interspaced short palindromic repeat (CRISPR)-Cas adaptation module that mediates acquisition of spacers derived from foreign DNA by CRISPR arrays. In diverse bacteria, thecas1gene is fused (or adjacent) to a gene encoding a reverse transcriptase (RT) related to group II intron RTs. An RT-Cas1 fusion protein has been recently shown to enable acquisition of CRISPR spacers from RNA. Phylogenetic analysis of the CRISPR-associated RTs demonstrates monophyly of the RT-Cas1 fusion, and coevolution of the RT and Cas1 domains. Nearly all such RTs are present within type III CRISPR-Cas loci, but their phylogeny does not parallel the CRISPR-Cas type classification, indicating that RT-Cas1 is an autonomous functional module that is disseminated by horizontal gene transfer and can function with diverse type III systems. To compare the sequence pools sampled by RT-Cas1-associated and RT-lacking CRISPR-Cas systems, we obtained samples of a commercially grown cyanobacterium—Arthrospira platensis. Sequencing of the CRISPR arrays uncovered a highly diverse population of spacers. Spacer diversity was particularly striking for the RT-Cas1-containing type III-B system, where no saturation was evident even with millions of sequences analyzed. In contrast, analysis of the RT-lacking type III-D system yielded a highly diverse pool but reached a point where fewer novel spacers were recovered as sequencing depth was increased. Matches could be identified for a small fraction of the non-RT-Cas1-associated spacers, and for only a single RT-Cas1-associated spacer. Thus, the principal source(s) of the spacers, particularly the hypervariable spacer repertoire of the RT-associated arrays, remains unknown.IMPORTANCEWhile the majority of CRISPR-Cas immune systems adapt to foreign genetic elements by capturing segments of invasive DNA, some systems carry reverse transcriptases (RTs) that enable adaptation to RNA molecules. From analysis of available bacterial sequence data, we find evidence that RT-based RNA adaptation machinery has been able to join with CRISPR-Cas immune systems in many, diverse bacterial species. To investigate whether the abilities to adapt to DNA and RNA molecules are utilized for defense against distinct classes of invaders in nature, we sequenced CRISPR arrays from samples of commercial-scale open-air cultures ofArthrospira platensis, a cyanobacterium that contains both RT-lacking and RT-containing CRISPR-Cas systems. We uncovered a diverse pool of naturally occurring immune memories, with the RT-lacking locus acquiring a number of segments matching known viral or bacterial genes, while the RT-containing locus has acquired spacers from a distinct sequence pool for which the source remains enigmatic. While the majority of CRISPR-Cas immune systems adapt to foreign genetic elements by capturing segments of invasive DNA, some systems carry reverse transcriptases (RTs) that enable adaptation to RNA molecules. From analysis of available bacterial sequence data, we find evidence that RT-based RNA adaptation machinery has been able to join with CRISPR-Cas immune systems in many, diverse bacterial species. To investigate whether the abilities to adapt to DNA and RNA molecules are utilized for defense against distinct classes of invaders in nature, we sequenced CRISPR arrays from samples of commercial-scale open-air cultures ofArthrospira platensis, a cyanobacterium that contains both RT-lacking and RT-containing CRISPR-Cas systems. We uncovered a diverse pool of naturally occurring immune memories, with the RT-lacking locus acquiring a number of segments matching known viral or bacterial genes, while the RT-containing locus has acquired spacers from a distinct sequence pool for which the source remains enigmatic.},
doi = {10.1128/mbio.00897-17},
journal = {mBio (Online)},
number = 4,
volume = 8,
place = {United States},
year = {Tue Jul 11 00:00:00 EDT 2017},
month = {Tue Jul 11 00:00:00 EDT 2017}
}

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Cited by: 36 works
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Figures / Tables:

FIG 1 FIG 1: Phylogeny of a representative set of reverse transcriptases encoded within CRISPR-cas loci. A maximum likelihood phylogenetic tree was reconstructed for 134 RT sequences using the FastTree program. SH (Shimodaira-Hasegawa)-like node support values calculated by the same program are shown if they are greater than 70%; node support valuesmore » for key nodes are highlighted. Major well-supported distinct branches are shown by blue rectangles. Each sequence in the tree is shown with a local numeric identifier (ID) and species name; these are also provided in Table S1 for comparison. RT protein domain architecture is coded in each sequence description as follows: Cas6_RT_Cas1 and RT_Cas1 for the respective fusions, RT for the systems with known subtypes, and NA_RT for all other cases. A typical domain or gene organization for each branch and for selected sequences is shown to the right of the tree. Independent genes are shown with distinct arrows, while fused genes are displayed as single arrows with multiple colors. The text is color-coded to denote CRISPR-Cas system subtypes as follows: III-A, dark blue; III-B, magenta; III-D, sky blue; I-E, orange. The outgroup is collapsed and is indicated by a triangle. The details for the outgroup branch are provided in Fig. S1. For the sequences that were classified previously (15), the respective groups are indicated in green.« less

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Works referenced in this record:

CRISPR Provides Acquired Resistance Against Viruses in Prokaryotes
journal, March 2007


Phage Response to CRISPR-Encoded Resistance in Streptococcus thermophilus
journal, December 2007

  • Deveau, H.; Barrangou, R.; Garneau, J. E.
  • Journal of Bacteriology, Vol. 190, Issue 4
  • DOI: 10.1128/JB.01412-07

CRISPR–Cas adaptation: insights into the mechanism of action
journal, January 2016


CRISPR-Cas: Adapting to change
journal, April 2017

  • Jackson, Simon A.; McKenzie, Rebecca E.; Fagerlund, Robert D.
  • Science, Vol. 356, Issue 6333
  • DOI: 10.1126/science.aal5056

Small CRISPR RNAs Guide Antiviral Defense in Prokaryotes
journal, August 2008

  • Brouns, S. J. J.; Jore, M. M.; Lundgren, M.
  • Science, Vol. 321, Issue 5891, p. 960-964
  • DOI: 10.1126/science.1159689

DNA and RNA interference mechanisms by CRISPR-Cas surveillance complexes
journal, April 2015

  • Plagens, André; Richter, Hagen; Charpentier, Emmanuelle
  • FEMS Microbiology Reviews, Vol. 39, Issue 3
  • DOI: 10.1093/femsre/fuv019

An updated evolutionary classification of CRISPR–Cas systems
journal, September 2015

  • Makarova, Kira S.; Wolf, Yuri I.; Alkhnbashi, Omer S.
  • Nature Reviews Microbiology, Vol. 13, Issue 11, p. 722-736
  • DOI: 10.1038/nrmicro3569

Discovery and Functional Characterization of Diverse Class 2 CRISPR-Cas Systems
journal, November 2015


Diversity and evolution of class 2 CRISPR–Cas systems
journal, January 2017

  • Shmakov, Sergey; Smargon, Aaron; Scott, David
  • Nature Reviews Microbiology, Vol. 15, Issue 3
  • DOI: 10.1038/nrmicro.2016.184

Virus Population Dynamics and Acquired Virus Resistance in Natural Microbial Communities
journal, May 2008


Reassortment of CRISPR repeat-spacer loci in Sulfolobus islandicus: CRISPR reassortment
journal, May 2013


Systematic Survey for Novel Types of Prokaryotic Retroelements Based on Gene Neighborhood and Protein Architecture
journal, April 2008

  • Kojima, K. K.; Kanehisa, M.
  • Molecular Biology and Evolution, Vol. 25, Issue 7
  • DOI: 10.1093/molbev/msn081

A diversity of uncharacterized reverse transcriptases in bacteria
journal, November 2008

  • Simon, Dawn M.; Zimmerly, Steven
  • Nucleic Acids Research, Vol. 36, Issue 22
  • DOI: 10.1093/nar/gkn867

Comprehensive Phylogenetic Analysis of Bacterial Reverse Transcriptases
journal, November 2014


Direct CRISPR spacer acquisition from RNA by a natural reverse transcriptase-Cas1 fusion protein
journal, February 2016


Co-transcriptional DNA and RNA Cleavage during Type III CRISPR-Cas Immunity
journal, May 2015


An archaeal CRISPR type III-B system exhibiting distinctive RNA targeting features and mediating dual RNA and DNA interference
journal, December 2014

  • Peng, Wenfang; Feng, Mingxia; Feng, Xu
  • Nucleic Acids Research, Vol. 43, Issue 1
  • DOI: 10.1093/nar/gku1302

Programmable RNA Shredding by the Type III-A CRISPR-Cas System of Streptococcus thermophilus
journal, November 2014


Conditional tolerance of temperate phages via transcription-dependent CRISPR-Cas targeting
journal, August 2014

  • Goldberg, Gregory W.; Jiang, Wenyan; Bikard, David
  • Nature, Vol. 514, Issue 7524
  • DOI: 10.1038/nature13637

A novel interference mechanism by a type IIIB CRISPR-Cmr module in Sulfolobus : Novel CRISPR type IIIB interference
journal, February 2013

  • Deng, Ling; Garrett, Roger A.; Shah, Shiraz A.
  • Molecular Microbiology, Vol. 87, Issue 5
  • DOI: 10.1111/mmi.12152

Essential Features and Rational Design of CRISPR RNAs that Function with the Cas RAMP Module Complex to Cleave RNAs
journal, February 2012


Self versus non-self discrimination during CRISPR RNA-directed immunity
journal, January 2010

  • Marraffini, Luciano A.; Sontheimer, Erik J.
  • Nature, Vol. 463, Issue 7280
  • DOI: 10.1038/nature08703

RNA-Guided RNA Cleavage by a CRISPR RNA-Cas Protein Complex
journal, November 2009


Persisting Viral Sequences Shape Microbial CRISPR-based Immunity
journal, April 2012

  • Weinberger, Ariel D.; Sun, Christine L.; Pluciński, Mateusz M.
  • PLoS Computational Biology, Vol. 8, Issue 4
  • DOI: 10.1371/journal.pcbi.1002475

Mobile Group II Introns
journal, December 2004


Effects of Aging, Cytomegalovirus Infection, and EBV Infection on Human B Cell Repertoires
journal, December 2013


Convergent Antibody Signatures in Human Dengue
journal, June 2013


Diversity in a Polymicrobial Community Revealed by Analysis of Viromes, Endolysins and CRISPR Spacers
journal, September 2016


Ecogenomics and potential biogeochemical impacts of globally abundant ocean viruses
journal, September 2016

  • Roux, Simon; Brum, Jennifer R.; Dutilh, Bas E.
  • Nature, Vol. 537, Issue 7622
  • DOI: 10.1038/nature19366

IMG/VR: a database of cultured and uncultured DNA Viruses and retroviruses
journal, October 2016

  • Paez-Espino, David; Chen, I. -Min A.; Palaniappan, Krishna
  • Nucleic Acids Research, Vol. 45, Issue D1
  • DOI: 10.1093/nar/gkw1030

Uncovering Earth’s virome
journal, August 2016

  • Paez-Espino, David; Eloe-Fadrosh, Emiley A.; Pavlopoulos, Georgios A.
  • Nature, Vol. 536, Issue 7617
  • DOI: 10.1038/nature19094

IMG/M: integrated genome and metagenome comparative data analysis system
journal, October 2016

  • Chen, I-Min A.; Markowitz, Victor M.; Chu, Ken
  • Nucleic Acids Research, Vol. 45, Issue D1
  • DOI: 10.1093/nar/gkw929

Hyperexpansion of RNA Bacteriophage Diversity
journal, March 2016


The CRISPRdb database and tools to display CRISPRs and to generate dictionaries of spacers and repeats
journal, January 2007

  • Grissa, Ibtissem; Vergnaud, Gilles; Pourcel, Christine
  • BMC Bioinformatics, Vol. 8, Issue 1
  • DOI: 10.1186/1471-2105-8-172

Metagenomic reconstructions of bacterial CRISPR loci constrain population histories
journal, September 2015

  • Sun, Christine L.; Thomas, Brian C.; Barrangou, Rodolphe
  • The ISME Journal, Vol. 10, Issue 4
  • DOI: 10.1038/ismej.2015.162

Replication of RNA by the DNA-dependent RNA polymerase of phage T7
journal, May 1989


Enzymic synthesis of polynucleotides I. polynucleotide phosphorylase of Azotobacter vinelandii
journal, January 1956


Linking Virus Genomes with Host Taxonomy
journal, March 2016

  • Mihara, Tomoko; Nishimura, Yosuke; Shimizu, Yugo
  • Viruses, Vol. 8, Issue 3
  • DOI: 10.3390/v8030066

Degradation of Phage Transcripts by CRISPR-Associated RNases Enables Type III CRISPR-Cas Immunity
journal, February 2016


CDD: conserved domains and protein three-dimensional structure
journal, November 2012

  • Marchler-Bauer, Aron; Zheng, Chanjuan; Chitsaz, Farideh
  • Nucleic Acids Research, Vol. 41, Issue D1
  • DOI: 10.1093/nar/gks1243

MUSCLE: multiple sequence alignment with high accuracy and high throughput
journal, March 2004

  • Edgar, R. C.
  • Nucleic Acids Research, Vol. 32, Issue 5, p. 1792-1797
  • DOI: 10.1093/nar/gkh340

FastTree 2 – Approximately Maximum-Likelihood Trees for Large Alignments
journal, March 2010


An efficient DNA isolation protocol for filamentous cyanobacteria of the genus Arthrospira
journal, February 2010

  • Morin, Nicolas; Vallaeys, Tatiana; Hendrickx, Larissa
  • Journal of Microbiological Methods, Vol. 80, Issue 2
  • DOI: 10.1016/j.mimet.2009.11.012

Accelerated Profile HMM Searches
journal, October 2011


PHASTER: a better, faster version of the PHAST phage search tool
journal, May 2016

  • Arndt, David; Grant, Jason R.; Marcu, Ana
  • Nucleic Acids Research, Vol. 44, Issue W1
  • DOI: 10.1093/nar/gkw387

Velvet: Algorithms for de novo short read assembly using de Bruijn graphs
journal, February 2008


SPAdes: A New Genome Assembly Algorithm and Its Applications to Single-Cell Sequencing
journal, May 2012

  • Bankevich, Anton; Nurk, Sergey; Antipov, Dmitry
  • Journal of Computational Biology, Vol. 19, Issue 5
  • DOI: 10.1089/cmb.2012.0021

CRISPRFinder: a web tool to identify clustered regularly interspaced short palindromic repeats
journal, May 2007

  • Grissa, I.; Vergnaud, G.; Pourcel, C.
  • Nucleic Acids Research, Vol. 35, Issue Web Server
  • DOI: 10.1093/nar/gkm360

PILER-CR: Fast and accurate identification of CRISPR repeats
journal, January 2007


Database indexing for production MegaBLAST searches
journal, June 2008


Enzymic synthesis of polynucleotides I. polynucleotide phosphorylase of Azotobacter vinelandii
journal, January 1956


Replication of RNA by the DNA-dependent RNA polymerase of phage T7
journal, May 1989


Co-transcriptional DNA and RNA Cleavage during Type III CRISPR-Cas Immunity
journal, May 2015


Degradation of Phage Transcripts by CRISPR-Associated RNases Enables Type III CRISPR-Cas Immunity
journal, February 2016


Essential Features and Rational Design of CRISPR RNAs that Function with the Cas RAMP Module Complex to Cleave RNAs
journal, February 2012


Programmable RNA Shredding by the Type III-A CRISPR-Cas System of Streptococcus thermophilus
journal, November 2014


Self versus non-self discrimination during CRISPR RNA-directed immunity
journal, January 2010

  • Marraffini, Luciano A.; Sontheimer, Erik J.
  • Nature, Vol. 463, Issue 7280
  • DOI: 10.1038/nature08703

Conditional tolerance of temperate phages via transcription-dependent CRISPR-Cas targeting
journal, August 2014

  • Goldberg, Gregory W.; Jiang, Wenyan; Bikard, David
  • Nature, Vol. 514, Issue 7524
  • DOI: 10.1038/nature13637

Uncovering Earth’s virome
journal, August 2016

  • Paez-Espino, David; Eloe-Fadrosh, Emiley A.; Pavlopoulos, Georgios A.
  • Nature, Vol. 536, Issue 7617
  • DOI: 10.1038/nature19094

Ecogenomics and potential biogeochemical impacts of globally abundant ocean viruses
journal, September 2016

  • Roux, Simon; Brum, Jennifer R.; Dutilh, Bas E.
  • Nature, Vol. 537, Issue 7622
  • DOI: 10.1038/nature19366

An updated evolutionary classification of CRISPR–Cas systems
journal, September 2015

  • Makarova, Kira S.; Wolf, Yuri I.; Alkhnbashi, Omer S.
  • Nature Reviews Microbiology, Vol. 13, Issue 11, p. 722-736
  • DOI: 10.1038/nrmicro3569

DNA and RNA interference mechanisms by CRISPR-Cas surveillance complexes
journal, April 2015

  • Plagens, André; Richter, Hagen; Charpentier, Emmanuelle
  • FEMS Microbiology Reviews, Vol. 39, Issue 3
  • DOI: 10.1093/femsre/fuv019

Systematic Survey for Novel Types of Prokaryotic Retroelements Based on Gene Neighborhood and Protein Architecture
journal, April 2008

  • Kojima, K. K.; Kanehisa, M.
  • Molecular Biology and Evolution, Vol. 25, Issue 7
  • DOI: 10.1093/molbev/msn081

MUSCLE: multiple sequence alignment with high accuracy and high throughput
journal, March 2004

  • Edgar, R. C.
  • Nucleic Acids Research, Vol. 32, Issue 5, p. 1792-1797
  • DOI: 10.1093/nar/gkh340

CRISPRFinder: a web tool to identify clustered regularly interspaced short palindromic repeats
journal, May 2007

  • Grissa, I.; Vergnaud, G.; Pourcel, C.
  • Nucleic Acids Research, Vol. 35, Issue Web Server
  • DOI: 10.1093/nar/gkm360

A diversity of uncharacterized reverse transcriptases in bacteria
journal, November 2008

  • Simon, Dawn M.; Zimmerly, Steven
  • Nucleic Acids Research, Vol. 36, Issue 22
  • DOI: 10.1093/nar/gkn867

CDD: conserved domains and protein three-dimensional structure
journal, November 2012

  • Marchler-Bauer, Aron; Zheng, Chanjuan; Chitsaz, Farideh
  • Nucleic Acids Research, Vol. 41, Issue D1
  • DOI: 10.1093/nar/gks1243

An archaeal CRISPR type III-B system exhibiting distinctive RNA targeting features and mediating dual RNA and DNA interference
journal, December 2014

  • Peng, Wenfang; Feng, Mingxia; Feng, Xu
  • Nucleic Acids Research, Vol. 43, Issue 1
  • DOI: 10.1093/nar/gku1302

IMG/M: integrated genome and metagenome comparative data analysis system
journal, October 2016

  • Chen, I-Min A.; Markowitz, Victor M.; Chu, Ken
  • Nucleic Acids Research, Vol. 45, Issue D1
  • DOI: 10.1093/nar/gkw929

A novel interference mechanism by a type IIIB CRISPR-Cmr module in Sulfolobus : Novel CRISPR type IIIB interference
journal, February 2013

  • Deng, Ling; Garrett, Roger A.; Shah, Shiraz A.
  • Molecular Microbiology, Vol. 87, Issue 5
  • DOI: 10.1111/mmi.12152

Virus Population Dynamics and Acquired Virus Resistance in Natural Microbial Communities
journal, May 2008


Direct CRISPR spacer acquisition from RNA by a natural reverse transcriptase-Cas1 fusion protein
journal, February 2016


CRISPR-Cas: Adapting to change
journal, April 2017

  • Jackson, Simon A.; McKenzie, Rebecca E.; Fagerlund, Robert D.
  • Science, Vol. 356, Issue 6333
  • DOI: 10.1126/science.aal5056

Impact of Different Target Sequences on Type III CRISPR-Cas Immunity
journal, January 2016

  • Maniv, Inbal; Jiang, Wenyan; Bikard, David
  • Journal of Bacteriology, Vol. 198, Issue 6
  • DOI: 10.1128/jb.00897-15

Defense Islands in Bacterial and Archaeal Genomes and Prediction of Novel Defense Systems
journal, September 2011

  • Makarova, K. S.; Wolf, Y. I.; Snir, S.
  • Journal of Bacteriology, Vol. 193, Issue 21
  • DOI: 10.1128/jb.05535-11

Covalent Modification of Bacteriophage T4 DNA Inhibits CRISPR-Cas9
journal, June 2015

  • Bryson, Alexandra L.; Hwang, Young; Sherrill-Mix, Scott
  • mBio, Vol. 6, Issue 3
  • DOI: 10.1128/mbio.00648-15

Mobile Group II Introns
journal, December 2004


The CRISPRdb database and tools to display CRISPRs and to generate dictionaries of spacers and repeats
journal, January 2007

  • Grissa, Ibtissem; Vergnaud, Gilles; Pourcel, Christine
  • BMC Bioinformatics, Vol. 8, Issue 1
  • DOI: 10.1186/1471-2105-8-172

Hyperexpansion of RNA Bacteriophage Diversity
journal, March 2016


Accelerated Profile HMM Searches
journal, October 2011


Comprehensive Phylogenetic Analysis of Bacterial Reverse Transcriptases
journal, November 2014


Diversity in a Polymicrobial Community Revealed by Analysis of Viromes, Endolysins and CRISPR Spacers
journal, September 2016


Effects of Aging, Cytomegalovirus Infection, and EBV Infection on Human B Cell Repertoires
journal, December 2013


Works referencing / citing this record:

Molecular mechanisms of CRISPR–Cas spacer acquisition
journal, August 2018


Evolutionary classification of CRISPR–Cas systems: a burst of class 2 and derived variants
journal, December 2019

  • Makarova, Kira S.; Wolf, Yuri I.; Iranzo, Jaime
  • Nature Reviews Microbiology, Vol. 18, Issue 2
  • DOI: 10.1038/s41579-019-0299-x

Systematic prediction of genes functionally linked to CRISPR-Cas systems by gene neighborhood analysis
journal, May 2018

  • Shmakov, Sergey A.; Makarova, Kira S.; Wolf, Yuri I.
  • Proceedings of the National Academy of Sciences, Vol. 115, Issue 23
  • DOI: 10.1073/pnas.1803440115

CRISPR-Cas systems in multicellular cyanobacteria
journal, August 2018


Mobile Genetic Elements and Evolution of CRISPR-Cas Systems: All the Way There and Back
journal, September 2017

  • Koonin, Eugene V.; Makarova, Kira S.
  • Genome Biology and Evolution, Vol. 9, Issue 10
  • DOI: 10.1093/gbe/evx192

Origins and evolution of CRISPR-Cas systems
journal, March 2019

  • Koonin, Eugene V.; Makarova, Kira S.
  • Philosophical Transactions of the Royal Society B: Biological Sciences, Vol. 374, Issue 1772
  • DOI: 10.1098/rstb.2018.0087

Targeted transposition with Tn7 elements: safe sites, mobile plasmids, CRISPR/Cas and beyond
journal, September 2019


Expansion of known ssRNA phage genomes: From tens to over a thousand
journal, February 2020


CRISPR-Cas systems are present predominantly on mobile genetic elements in Vibrio species
journal, February 2019


IMG/VR v.2.0: an integrated data management and analysis system for cultivated and environmental viral genomes
journal, November 2018

  • Paez-Espino, David; Roux, Simon; Chen, I-Min A.
  • Nucleic Acids Research, Vol. 47, Issue D1
  • DOI: 10.1093/nar/gky1127

Origins and evolution of CRISPR-Cas systems
journal, March 2019

  • Koonin, Eugene V.; Makarova, Kira S.
  • Philosophical Transactions of the Royal Society B: Biological Sciences, Vol. 374, Issue 1772
  • DOI: 10.1098/rstb.2018.0087

Expansion of known ssRNA phage genomes: From tens to over a thousand
journal, February 2020


CRISPR-Cas Systems and the Paradox of Self-Targeting Spacers
journal, January 2020


Figures/Tables have been extracted from DOE-funded journal article accepted manuscripts.