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1.
Cell ; 184(3): 675-688.e19, 2021 02 04.
Artigo em Inglês | MEDLINE | ID: mdl-33421369

RESUMO

CRISPR-Cas systems provide prokaryotes with acquired immunity against viruses and plasmids, but how these systems are regulated to prevent autoimmunity is poorly understood. Here, we show that in the S. pyogenes CRISPR-Cas system, a long-form transactivating CRISPR RNA (tracr-L) folds into a natural single guide that directs Cas9 to transcriptionally repress its own promoter (Pcas). Further, we demonstrate that Pcas serves as a critical regulatory node. De-repression causes a dramatic 3,000-fold increase in immunization rates against viruses; however, heightened immunity comes at the cost of increased autoimmune toxicity. Using bioinformatic analyses, we provide evidence that tracrRNA-mediated autoregulation is widespread in type II-A CRISPR-Cas systems. Collectively, we unveil a new paradigm for the intrinsic regulation of CRISPR-Cas systems by natural single guides, which may facilitate the frequent horizontal transfer of these systems into new hosts that have not yet evolved their own regulatory strategies.


Assuntos
Proteína 9 Associada à CRISPR/metabolismo , Sistemas CRISPR-Cas/genética , Expressão Gênica , Homeostase/genética , RNA Guia de Cinetoplastídeos/genética , Autoimunidade/genética , Sequência de Bases , Sequência Conservada , Regulação para Baixo/genética , Modelos Genéticos , Mutação/genética , Óperon/genética , Regiões Promotoras Genéticas/genética , Streptococcus pyogenes/genética , Estresse Fisiológico/genética , Transcrição Gênica , Ativação Transcricional/genética
2.
Cell ; 167(7): 1814-1828.e12, 2016 Dec 15.
Artigo em Inglês | MEDLINE | ID: mdl-27984729

RESUMO

C2c1 is a newly identified guide RNA-mediated type V-B CRISPR-Cas endonuclease that site-specifically targets and cleaves both strands of target DNA. We have determined crystal structures of Alicyclobacillus acidoterrestris C2c1 (AacC2c1) bound to sgRNA as a binary complex and to target DNAs as ternary complexes, thereby capturing catalytically competent conformations of AacC2c1 with both target and non-target DNA strands independently positioned within a single RuvC catalytic pocket. Moreover, C2c1-mediated cleavage results in a staggered seven-nucleotide break of target DNA. crRNA adopts a pre-ordered five-nucleotide A-form seed sequence in the binary complex, with release of an inserted tryptophan, facilitating zippering up of 20-bp guide RNA:target DNA heteroduplex on ternary complex formation. Notably, the PAM-interacting cleft adopts a "locked" conformation on ternary complex formation. Structural comparison of C2c1 ternary complexes with their Cas9 and Cpf1 counterparts highlights the diverse mechanisms adopted by these distinct CRISPR-Cas systems, thereby broadening and enhancing their applicability as genome editing tools.


Assuntos
Alicyclobacillus/enzimologia , Sistemas CRISPR-Cas , Endodesoxirribonucleases/metabolismo , Alicyclobacillus/classificação , Alicyclobacillus/genética , Alicyclobacillus/metabolismo , Cristalografia por Raios X , Endodesoxirribonucleases/genética , Edição de Genes , Proteínas de Homeodomínio/genética , Humanos , Modelos Moleculares , RNA não Traduzido/metabolismo , Fatores de Transcrição/genética
3.
Mol Cell ; 82(11): 2148-2160.e4, 2022 06 02.
Artigo em Inglês | MEDLINE | ID: mdl-35659325

RESUMO

Used widely for genome editing, CRISPR-Cas enzymes provide RNA-guided immunity to microbes by targeting foreign nucleic acids for cleavage. We show here that the native activity of CRISPR-Cas12c protects bacteria from phage infection by binding to DNA targets without cleaving them, revealing that antiviral interference can be accomplished without chemical attack on the invader or general metabolic disruption in the host. Biochemical experiments demonstrate that Cas12c is a site-specific ribonuclease capable of generating mature CRISPR RNAs (crRNAs) from precursor transcripts. Furthermore, we find that crRNA maturation is essential for Cas12c-mediated DNA targeting. These crRNAs direct double-stranded DNA binding by Cas12c using a mechanism that precludes DNA cutting. Nevertheless, Cas12c represses transcription and can defend bacteria against lytic bacteriophage infection when targeting an essential phage gene. Together, these results show that Cas12c employs targeted DNA binding to provide antiviral immunity in bacteria, providing a native DNase-free pathway for transient antiviral immunity.


Assuntos
Bacteriófagos , Sistemas CRISPR-Cas , Antivirais , Bactérias/genética , Bacteriófagos/genética , Bacteriófagos/metabolismo , DNA/metabolismo , Desoxirribonuclease I/metabolismo , Desoxirribonucleases/genética , Expressão Gênica , RNA/metabolismo
4.
Mol Cell ; 82(6): 1199-1209.e6, 2022 03 17.
Artigo em Inglês | MEDLINE | ID: mdl-35219382

RESUMO

A compact protein with a size of <1,000 amino acids, the CRISPR-associated protein CasX is a fundamentally distinct RNA-guided nuclease when compared to Cas9 and Cas12a. Although it can induce RNA-guided genome editing in mammalian cells, the activity of CasX is less robust than that of the widely used S. pyogenes Cas9. Here, we show that structural features of two CasX homologs and their guide RNAs affect the R-loop complex assembly and DNA cleavage activity. Cryo-EM-based structural engineering of either the CasX protein or the guide RNA produced two new CasX genome editors (DpbCasX-R3-v2 and PlmCasX-R1-v2) with significantly improved DNA manipulation efficacy. These results advance both the mechanistic understanding of CasX and its application as a genome-editing tool.


Assuntos
Edição de Genes , RNA Guia de Cinetoplastídeos , Animais , Sistemas CRISPR-Cas/genética , Endonucleases/genética , Endonucleases/metabolismo , Edição de Genes/métodos , Mamíferos/metabolismo , RNA/genética , RNA Guia de Cinetoplastídeos/genética , RNA Guia de Cinetoplastídeos/metabolismo
5.
Annu Rev Genet ; 55: 161-181, 2021 11 23.
Artigo em Inglês | MEDLINE | ID: mdl-34416117

RESUMO

CRISPR-Cas adaptive immune systems in bacteria and archaea utilize short CRISPR RNAs (crRNAs) to guide sequence-specific recognition and clearance of foreign genetic material. Multiple crRNAs are stored together in a compact format called a CRISPR array that is transcribed and processed into the individual crRNAs. While the exact processing mechanisms vary widely, some CRISPR-Cas systems, including those encoding the Cas9 nuclease, rely on a trans-activating crRNA (tracrRNA). The tracrRNA was discovered in 2011 and was quickly co-opted to create single-guide RNAs as core components of CRISPR-Cas9 technologies. Since then, further studies have uncovered processes extending beyond the traditional role of tracrRNA in crRNA biogenesis, revealed Cas nucleases besides Cas9 that are dependent on tracrRNAs, and established new applications based on tracrRNA engineering. In this review, we describe the biology of the tracrRNA and how its ongoing characterization has garnered new insights into prokaryotic immune defense and enabled key technological advances.


Assuntos
Sistemas CRISPR-Cas , RNA Guia de Cinetoplastídeos , Archaea/genética , Biologia , Sistemas CRISPR-Cas/genética , RNA/genética , RNA Guia de Cinetoplastídeos/genética
6.
Mol Cell ; 81(2): 226-238.e5, 2021 01 21.
Artigo em Inglês | MEDLINE | ID: mdl-33378644

RESUMO

Currently, either highly multiplexed genetic manipulations can be delivered to mammalian cells all at once or extensive engineering of gene regulatory sequences can be used to conditionally activate a few manipulations. Here, we provide proof of principle for a new system enabling multiple genetic manipulations to be executed as a preprogrammed cascade of events. The system leverages the programmability of the S. pyogenes Cas9 and is based on flexible arrangements of individual modules of activity. The basic module consists of an inactive single-guide RNA (sgRNA)-like component that is converted to an active state through the effects of another sgRNA. Modules can be arranged to bring about an algorithmic program of sequential genetic manipulations without the need for engineering cell-type-specific promoters or gene regulatory sequences. With the expanding diversity of available tools that use spCas9, this sgRNA-based system provides multiple levels of interfacing with mammalian cell biology.


Assuntos
Proteína 9 Associada à CRISPR/genética , Sistemas CRISPR-Cas , Repetições Palindrômicas Curtas Agrupadas e Regularmente Espaçadas , Edição de Genes/métodos , RNA Guia de Cinetoplastídeos/genética , Animais , Pareamento de Bases , Sequência de Bases , Proteína 9 Associada à CRISPR/metabolismo , Genes Reporter , Proteínas de Fluorescência Verde/genética , Proteínas de Fluorescência Verde/metabolismo , Células HEK293 , Humanos , Camundongos , Células-Tronco Embrionárias Murinas/citologia , Células-Tronco Embrionárias Murinas/metabolismo , Conformação de Ácido Nucleico , Plasmídeos/química , Plasmídeos/metabolismo , Regiões Promotoras Genéticas , RNA Guia de Cinetoplastídeos/química , RNA Guia de Cinetoplastídeos/metabolismo , Streptococcus pyogenes/química , Streptococcus pyogenes/enzimologia
7.
Mol Cell ; 81(10): 2135-2147.e5, 2021 05 20.
Artigo em Inglês | MEDLINE | ID: mdl-33713597

RESUMO

Coronavirus disease 2019 (COVID-19), caused by severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), is currently a global pandemic. CoVs are known to generate negative subgenomes (subgenomic RNAs [sgRNAs]) through transcription-regulating sequence (TRS)-dependent template switching, but the global dynamic landscapes of coronaviral subgenomes and regulatory rules remain unclear. Here, using next-generation sequencing (NGS) short-read and Nanopore long-read poly(A) RNA sequencing in two cell types at multiple time points after infection with SARS-CoV-2, we identified hundreds of template switches and constructed the dynamic landscapes of SARS-CoV-2 subgenomes. Interestingly, template switching could occur in a bidirectional manner, with diverse SARS-CoV-2 subgenomes generated from successive template-switching events. The majority of template switches result from RNA-RNA interactions, including seed and compensatory modes, with terminal pairing status as a key determinant. Two TRS-independent template switch modes are also responsible for subgenome biogenesis. Our findings reveal the subgenome landscape of SARS-CoV-2 and its regulatory features, providing a molecular basis for understanding subgenome biogenesis and developing novel anti-viral strategies.


Assuntos
COVID-19 , Genoma Viral , Sequenciamento de Nucleotídeos em Larga Escala , RNA Viral , SARS-CoV-2 , Animais , COVID-19/genética , COVID-19/metabolismo , Células CACO-2 , Chlorocebus aethiops , Humanos , RNA Viral/genética , RNA Viral/metabolismo , SARS-CoV-2/genética , SARS-CoV-2/metabolismo , Células Vero
8.
Mol Cell ; 81(7): 1397-1410.e9, 2021 04 01.
Artigo em Inglês | MEDLINE | ID: mdl-33725486

RESUMO

Phospholipid scrambling in dying cells promotes phosphatidylserine exposure, a critical process for efferocytosis. We previously identified the Xkr family protein Xkr4 as a phospholipid-scrambling protein, but its activation mechanisms remain unknown. Here we show that Xkr4 is activated in two steps: dimer formation by caspase-mediated cleavage and structural change caused by activating factors. To identify the factors, we developed a new screening system, "revival screening," using a CRISPR sgRNA library. Applying this system, we identified the nuclear protein XRCC4 as the single candidate for the Xkr4 activator. Upon apoptotic stimuli, XRCC4, contained in the DNA repair complex, is cleaved by caspases, and its C-terminal fragment with an intrinsically disordered region is released into the cytoplasm. Protein interaction screening showed that the fragment interacts directly with the Xkr4 dimer to activate it. This study demonstrates that caspase-mediated cleavage releases a nuclear protein fragment for direct regulation of lipid dynamics on the plasma membrane.


Assuntos
Proteínas Reguladoras de Apoptose/metabolismo , Caspases/metabolismo , Membrana Celular/metabolismo , Proteínas de Ligação a DNA/metabolismo , Proteínas de Membrana/metabolismo , Fosfolipídeos/metabolismo , Proteólise , Animais , Proteínas Reguladoras de Apoptose/genética , Caspases/genética , Linhagem Celular Tumoral , Membrana Celular/genética , Proteínas de Ligação a DNA/genética , Células HEK293 , Humanos , Proteínas de Membrana/genética , Camundongos , Fosfolipídeos/genética , Multimerização Proteica
9.
Mol Cell ; 80(3): 410-422.e6, 2020 11 05.
Artigo em Inglês | MEDLINE | ID: mdl-33108758

RESUMO

While effective anti-cancer drugs targeting the CHK1 kinase are advancing in the clinic, drug resistance is rapidly emerging. Here, we demonstrate that CRISPR-mediated knockout of the little-known gene FAM122A/PABIR1 confers cellular resistance to CHK1 inhibitors (CHK1is) and cross-resistance to ATR inhibitors. Knockout of FAM122A results in activation of PP2A-B55α, a phosphatase that dephosphorylates the WEE1 protein and rescues WEE1 from ubiquitin-mediated degradation. The resulting increase in WEE1 protein expression reduces replication stress, activates the G2/M checkpoint, and confers cellular resistance to CHK1is. Interestingly, in tumor cells with oncogene-driven replication stress, CHK1 can directly phosphorylate FAM122A, leading to activation of the PP2A-B55α phosphatase and increased WEE1 expression. A combination of a CHK1i plus a WEE1 inhibitor can overcome CHK1i resistance of these tumor cells, thereby enhancing anti-cancer activity. The FAM122A expression level in a tumor cell can serve as a useful biomarker for predicting CHK1i sensitivity or resistance.


Assuntos
Quinase 1 do Ponto de Checagem/genética , Peptídeos e Proteínas de Sinalização Intracelular/metabolismo , Fosfoproteínas/metabolismo , Pirazinas/farmacologia , Pirazóis/farmacologia , Animais , Apoptose/efeitos dos fármacos , Pontos de Checagem do Ciclo Celular , Proteínas de Ciclo Celular/metabolismo , Linhagem Celular , Linhagem Celular Tumoral , Proliferação de Células/efeitos dos fármacos , Quinase 1 do Ponto de Checagem/antagonistas & inibidores , Quinase 1 do Ponto de Checagem/metabolismo , Dano ao DNA/efeitos dos fármacos , Pontos de Checagem da Fase G2 do Ciclo Celular/efeitos dos fármacos , Humanos , Peptídeos e Proteínas de Sinalização Intracelular/fisiologia , Proteínas Nucleares/metabolismo , Fosfoproteínas/fisiologia , Fosforilação , Inibidores de Proteínas Quinases/farmacologia , Processamento de Proteína Pós-Traducional/efeitos dos fármacos , Proteínas Tirosina Quinases/genética , Pirazinas/metabolismo , Pirazóis/metabolismo , Transdução de Sinais/efeitos dos fármacos
10.
Annu Rev Genomics Hum Genet ; 25(1): 51-76, 2024 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-38692586

RESUMO

Genome-wide screening is a potent approach for comprehensively understanding the molecular mechanisms of biological phenomena. However, despite its widespread use in the past decades across various biological targets, its application to biochemical reactions with temporal and reversible biological outputs remains a formidable challenge. To uncover the molecular machinery underlying various biochemical reactions, we have recently developed the revival screening method, which combines flow cytometry-based cell sorting with library reconstruction from collected cells. Our refinements to the traditional genome-wide screening technique have proven successful in revealing the molecular machinery of biochemical reactions of interest. In this article, we elucidate the technical basis of revival screening, focusing on its application to CRISPR-Cas9 single guide RNA (sgRNA) library screening. Finally, we also discuss the future of genome-wide screening while describing recent achievements from in vitro and in vivo screening.


Assuntos
Sistemas CRISPR-Cas , Humanos , RNA Guia de Sistemas CRISPR-Cas/genética , RNA Guia de Sistemas CRISPR-Cas/metabolismo , Citometria de Fluxo/métodos , Animais , Estudo de Associação Genômica Ampla , Edição de Genes/métodos , Biblioteca Gênica
11.
Mol Cell ; 73(3): 611-620.e3, 2019 02 07.
Artigo em Inglês | MEDLINE | ID: mdl-30606466

RESUMO

CRISPR-Cas (clustered regularly interspaced short palindromic repeats-CRISPR-associated proteins) systems provide prokaryotic cells with adaptive immunity against invading bacteriophages. Bacteriophages counteract bacterial responses by encoding anti-CRISPR inhibitor proteins (Acr). However, the structural basis for their inhibitory actions remains largely unknown. Here, we report the crystal structure of the AcrIIA2-SpyCas9-sgRNA (single-guide RNA) complex at 3.3 Å resolution. We show that AcrIIA2 binds SpyCas9 at a position similar to the target DNA binding region. More specifically, AcrIIA2 interacts with the protospacer adjacent motif (PAM) recognition residues of Cas9, preventing target double-stranded DNA (dsDNA) detection. Thus, phage-encoded AcrIIA2 appears to act as a DNA mimic that blocks subsequent dsDNA binding by virtue of its highly acidic residues, disabling bacterial Cas9 by competing with target dsDNA binding with a binding motif distinct from AcrIIA4. Our study provides a more detailed mechanistic understanding of AcrIIA2-mediated inhibition of SpyCas9, the most widely used genome-editing tool, opening new avenues for improved regulatory precision during genome editing.


Assuntos
Bacteriófagos/metabolismo , Proteína 9 Associada à CRISPR/metabolismo , Sistemas CRISPR-Cas , Repetições Palindrômicas Curtas Agrupadas e Regularmente Espaçadas , Escherichia coli/enzimologia , Edição de Genes/métodos , Mimetismo Molecular , Proteínas Virais/metabolismo , Bacteriófagos/genética , Sítios de Ligação , Ligação Competitiva , Proteína 9 Associada à CRISPR/antagonistas & inibidores , Proteína 9 Associada à CRISPR/química , Proteína 9 Associada à CRISPR/genética , DNA/química , DNA/genética , DNA/metabolismo , Escherichia coli/genética , Escherichia coli/virologia , Modelos Moleculares , Conformação de Ácido Nucleico , Ligação Proteica , Conformação Proteica , Domínios e Motivos de Interação entre Proteínas , RNA Guia de Cinetoplastídeos/química , RNA Guia de Cinetoplastídeos/genética , RNA Guia de Cinetoplastídeos/metabolismo , Relação Estrutura-Atividade , Proteínas Virais/química , Proteínas Virais/genética
12.
Mol Cell ; 73(4): 699-713.e6, 2019 02 21.
Artigo em Inglês | MEDLINE | ID: mdl-30554945

RESUMO

The CRISPR-Cas9 system has successfully been adapted to edit the genome of various organisms. However, our ability to predict the editing outcome at specific sites is limited. Here, we examined indel profiles at over 1,000 genomic sites in human cells and uncovered general principles guiding CRISPR-mediated DNA editing. We find that precision of DNA editing (i.e., recurrence of a specific indel) varies considerably among sites, with some targets showing one highly preferred indel and others displaying numerous infrequent indels. Editing precision correlates with editing efficiency and a preference for single-nucleotide homologous insertions. Precise targets and editing outcome can be predicted based on simple rules that mainly depend on the fourth nucleotide upstream of the protospacer adjacent motif (PAM). Indel profiles are robust, but they can be influenced by chromatin features. Our findings have important implications for clinical applications of CRISPR technology and reveal general patterns of broken end joining that can provide insights into DNA repair mechanisms.


Assuntos
Proteína 9 Associada à CRISPR/genética , Sistemas CRISPR-Cas , Repetições Palindrômicas Curtas Agrupadas e Regularmente Espaçadas , DNA/genética , Deleção de Genes , Edição de Genes/métodos , Mutagênese Insercional , Proteína 9 Associada à CRISPR/metabolismo , Proliferação de Células , Cromatina/genética , Cromatina/metabolismo , Montagem e Desmontagem da Cromatina , DNA/metabolismo , Células HEK293 , Células Hep G2 , Sequenciamento de Nucleotídeos em Larga Escala , Humanos , Motivos de Nucleotídeos , RNA Guia de Cinetoplastídeos/genética , RNA Guia de Cinetoplastídeos/metabolismo
13.
Mol Cell ; 76(6): 938-952.e5, 2019 12 19.
Artigo em Inglês | MEDLINE | ID: mdl-31668930

RESUMO

High-resolution Cas9 structures have yet to reveal catalytic conformations due to HNH nuclease domain positioning away from the cleavage site. Nme1Cas9 and Nme2Cas9 are compact nucleases for in vivo genome editing. Here, we report structures of meningococcal Cas9 homologs in complex with sgRNA, dsDNA, or the AcrIIC3 anti-CRISPR protein. DNA-bound structures represent an early step of target recognition, a later HNH pre-catalytic state, the HNH catalytic state, and a cleaved-target-DNA-bound state. In the HNH catalytic state of Nme1Cas9, the active site is seen poised at the scissile phosphodiester linkage of the target strand, providing a high-resolution view of the active conformation. The HNH active conformation activates the RuvC domain. Our structures explain how Nme1Cas9 and Nme2Cas9 read distinct PAM sequences and how AcrIIC3 inhibits Nme1Cas9 activity. These structures provide insights into Cas9 domain rearrangements, guide-target engagement, cleavage mechanism, and anti-CRISPR inhibition, facilitating the optimization of these genome-editing platforms.


Assuntos
Bacteriófagos/metabolismo , Proteína 9 Associada à CRISPR/metabolismo , Sistemas CRISPR-Cas , Repetições Palindrômicas Curtas Agrupadas e Regularmente Espaçadas , DNA/metabolismo , Neisseria meningitidis/enzimologia , Proteínas Virais/metabolismo , Bacteriófagos/genética , Sítios de Ligação , Proteína 9 Associada à CRISPR/genética , Proteína 9 Associada à CRISPR/ultraestrutura , Catálise , DNA/genética , DNA/ultraestrutura , Escherichia coli/enzimologia , Escherichia coli/genética , Neisseria meningitidis/genética , Ligação Proteica , Domínios Proteicos , RNA Guia de Cinetoplastídeos/genética , RNA Guia de Cinetoplastídeos/metabolismo , Relação Estrutura-Atividade , Proteínas Virais/genética , Proteínas Virais/ultraestrutura
14.
Mol Cell ; 73(4): 714-726.e4, 2019 02 21.
Artigo em Inglês | MEDLINE | ID: mdl-30581144

RESUMO

CRISPR-Cas9 genome editing has transformed biotechnology and therapeutics. However, in vivo applications of some Cas9s are hindered by large size (limiting delivery by adeno-associated virus [AAV] vectors), off-target editing, or complex protospacer-adjacent motifs (PAMs) that restrict the density of recognition sequences in target DNA. Here, we exploited natural variation in the PAM-interacting domains (PIDs) of closely related Cas9s to identify a compact ortholog from Neisseria meningitidis-Nme2Cas9-that recognizes a simple dinucleotide PAM (N4CC) that provides for high target site density. All-in-one AAV delivery of Nme2Cas9 with a guide RNA targeting Pcsk9 in adult mouse liver produces efficient genome editing and reduced serum cholesterol with exceptionally high specificity. We further expand our single-AAV platform to pre-implanted zygotes for streamlined generation of genome-edited mice. Nme2Cas9 combines all-in-one AAV compatibility, exceptional editing accuracy within cells, and high target site density for in vivo genome editing applications.


Assuntos
Proteína 9 Associada à CRISPR/genética , Sistemas CRISPR-Cas , Repetições Palindrômicas Curtas Agrupadas e Regularmente Espaçadas , DNA/genética , Edição de Genes/métodos , Fígado/enzimologia , Neisseria meningitidis/enzimologia , Pró-Proteína Convertase 9/genética , Animais , Proteína 9 Associada à CRISPR/metabolismo , DNA/metabolismo , Dependovirus/genética , Transferência Embrionária , Feminino , Vetores Genéticos , Células HEK293 , Humanos , Células K562 , Camundongos Endogâmicos C57BL , Motivos de Nucleotídeos , Pró-Proteína Convertase 9/metabolismo , RNA Guia de Cinetoplastídeos/genética , RNA Guia de Cinetoplastídeos/metabolismo , Especificidade por Substrato , Zigoto/metabolismo
15.
Brief Bioinform ; 25(2)2024 Jan 22.
Artigo em Inglês | MEDLINE | ID: mdl-38426328

RESUMO

CRISPR/Cas9 is a promising RNA-guided genome editing technology, which consists of a Cas9 nuclease and a single-guide RNA (sgRNA). So far, a number of sgRNA prediction softwares have been developed. However, they were usually designed for protein-coding genes without considering that long non-coding RNA (lncRNA) genes may have different characteristics. In this study, we first evaluated the performances of a series of known sgRNA-designing tools in the context of both coding and non-coding datasets. Meanwhile, we analyzed the underpinnings of their varied performances on the sgRNA's specificity for lncRNA including nucleic acid sequence, genome location and editing mechanism preference. Furthermore, we introduce a support vector machine-based machine learning algorithm named CRISPRlnc, which aims to model both CRISPR knock-out (CRISPRko) and CRISPR inhibition (CRISPRi) mechanisms to predict the on-target activity of targets. CRISPRlnc combined the paired-sgRNA design and off-target analysis to achieve one-stop design of CRISPR/Cas9 sgRNAs for non-coding genes. Performance comparison on multiple datasets showed that CRISPRlnc was far superior to existing methods for both CRISPRko and CRISPRi mechanisms during the lncRNA-specific sgRNA design. To maximize the availability of CRISPRlnc, we developed a web server (http://predict.crisprlnc.cc) and made it available for download on GitHub.


Assuntos
RNA Guia de Sistemas CRISPR-Cas , RNA Longo não Codificante , Sistemas CRISPR-Cas , RNA Longo não Codificante/genética , Edição de Genes , Aprendizado de Máquina
16.
Brief Bioinform ; 24(6)2023 09 22.
Artigo em Inglês | MEDLINE | ID: mdl-37775147

RESUMO

In silico design of single guide RNA (sgRNA) plays a critical role in clustered regularly interspaced, short palindromic repeats/CRISPR-associated protein 9 (CRISPR/Cas9) system. Continuous efforts are aimed at improving sgRNA design with efficient on-target activity and reduced off-target mutations. In the last 5 years, an increasing number of deep learning-based methods have achieved breakthrough performance in predicting sgRNA on- and off-target activities. Nevertheless, it is worthwhile to systematically evaluate these methods for their predictive abilities. In this review, we conducted a systematic survey on the progress in prediction of on- and off-target editing. We investigated the performances of 10 mainstream deep learning-based on-target predictors using nine public datasets with different sample sizes. We found that in most scenarios, these methods showed superior predictive power on large- and medium-scale datasets than on small-scale datasets. In addition, we performed unbiased experiments to provide in-depth comparison of eight representative approaches for off-target prediction on 12 publicly available datasets with various imbalanced ratios of positive/negative samples. Most methods showed excellent performance on balanced datasets but have much room for improvement on moderate- and severe-imbalanced datasets. This study provides comprehensive perspectives on CRISPR/Cas9 sgRNA on- and off-target activity prediction and improvement for method development.


Assuntos
Sistemas CRISPR-Cas , Aprendizado Profundo , Edição de Genes/métodos , RNA Guia de Sistemas CRISPR-Cas , Benchmarking
17.
Brief Bioinform ; 24(4)2023 07 20.
Artigo em Inglês | MEDLINE | ID: mdl-37287132

RESUMO

In only a few years, as a breakthrough technology, clustered regularly interspaced short palindromic repeats/CRISPR-associated protein (CRISPR/Cas) gene-editing systems have ushered in the era of genome engineering with a plethora of applications. One of the most promising CRISPR tools, so-called base editors, opened an exciting avenue for exploring new therapeutic approaches through controlled mutagenesis. However, the efficiency of a base editor guide varies depending on several biological determinants, such as chromatin accessibility, DNA repair proteins, transcriptional activity, factors related to local sequence context and so on. Thus, the success of genetic perturbation directed by CRISPR/Cas base-editing systems relies on an optimal single guide RNA (sgRNA) design, taking those determinants into account. Although there is 11 commonly used software to design guides specifically for base editors, only three of them investigated and implemented those biological determinants into their models. This review presents the key features, capabilities and limitations of all currently available software with a particular focus on predictive model-based algorithms. Here, we summarize existing software for sgRNA design and provide a base for improving the efficiency of existing available software suites for precise target base editing.


Assuntos
Edição de Genes , RNA Guia de Sistemas CRISPR-Cas , Edição de Genes/métodos , Sistemas CRISPR-Cas , Software , DNA/genética , DNA/metabolismo
18.
Mol Cell ; 67(2): 348-354.e4, 2017 Jul 20.
Artigo em Inglês | MEDLINE | ID: mdl-28732207

RESUMO

We have combined a machine-learning approach with other strategies to optimize knockout efficiency with the CRISPR/Cas9 system. In addition, we have developed a multiplexed sgRNA expression strategy that promotes the functional ablation of single genes and allows for combinatorial targeting. These strategies have been combined to design and construct a genome-wide, sequence-verified, arrayed CRISPR library. This resource allows single-target or combinatorial genetic screens to be carried out at scale in a multiplexed or arrayed format. By conducting parallel loss-of-function screens, we compare our approach to existing sgRNA design and expression strategies.


Assuntos
Proteínas Associadas a CRISPR/genética , Sistemas CRISPR-Cas , Endonucleases/genética , Inativação Gênica , Marcação de Genes/métodos , RNA Guia de Cinetoplastídeos/genética , Algoritmos , Proteínas Associadas a CRISPR/metabolismo , Endonucleases/metabolismo , Biblioteca Gênica , Sequenciamento de Nucleotídeos em Larga Escala , Humanos , Células K562 , Aprendizado de Máquina , RNA Guia de Cinetoplastídeos/metabolismo , Transfecção
19.
Mol Cell ; 67(6): 1068-1079.e4, 2017 Sep 21.
Artigo em Inglês | MEDLINE | ID: mdl-28890334

RESUMO

Standard CRISPR-mediated gene disruption strategies rely on Cas9-induced DNA double-strand breaks (DSBs). Here, we show that CRISPR-dependent base editing efficiently inactivates genes by precisely converting four codons (CAA, CAG, CGA, and TGG) into STOP codons without DSB formation. To facilitate gene inactivation by induction of STOP codons (iSTOP), we provide access to a database of over 3.4 million single guide RNAs (sgRNAs) for iSTOP (sgSTOPs) targeting 97%-99% of genes in eight eukaryotic species, and we describe a restriction fragment length polymorphism (RFLP) assay that allows the rapid detection of iSTOP-mediated editing in cell populations and clones. To simplify the selection of sgSTOPs, our resource includes annotations for off-target propensity, percentage of isoforms targeted, prediction of nonsense-mediated decay, and restriction enzymes for RFLP analysis. Additionally, our database includes sgSTOPs that could be employed to precisely model over 32,000 cancer-associated nonsense mutations. Altogether, this work provides a comprehensive resource for DSB-free gene disruption by iSTOP.


Assuntos
Proteínas Associadas a CRISPR/genética , Sistemas CRISPR-Cas , Repetições Palindrômicas Curtas Agrupadas e Regularmente Espaçadas , Códon de Terminação , Edição de Genes/métodos , Inativação Gênica , Animais , Arabidopsis/genética , Arabidopsis/metabolismo , Proteínas Associadas a CRISPR/metabolismo , Códon sem Sentido , Biologia Computacional , Enzimas de Restrição do DNA/genética , Enzimas de Restrição do DNA/metabolismo , Bases de Dados Genéticas , Regulação Fúngica da Expressão Gênica , Regulação Neoplásica da Expressão Gênica , Regulação da Expressão Gênica de Plantas , Células HEK293 , Humanos , Camundongos , Neoplasias/genética , Neoplasias/metabolismo , Polimorfismo de Fragmento de Restrição , RNA Guia de Cinetoplastídeos/genética , RNA Guia de Cinetoplastídeos/metabolismo , Ratos , Saccharomyces cerevisiae/genética , Saccharomyces cerevisiae/metabolismo , Transfecção
20.
Cell Mol Life Sci ; 81(1): 63, 2024 Jan 28.
Artigo em Inglês | MEDLINE | ID: mdl-38280977

RESUMO

SpCas9 and AsCas12a are widely utilized as genome editing tools in human cells, but their applications are largely limited by their bulky size. Recently, AsCas12f1 protein, with a small size (422 amino acids), has been demonstrated to be capable of cleaving double-stranded DNA protospacer adjacent motif (PAM). However, low editing efficiency and large differences in activity against different genomic loci have been a limitation in its application. Here, we show that engineered AsCas12f1 sgRNA has significantly improved the editing efficiency in human cells and mouse embryos. Moreover, we successfully generated three stable mouse mutant disease models using the engineered CRISPR-AsCas12f1 system in this study. Collectively, our work uncovers the engineered AsCas12f1 system expands mini CRISPR toolbox, providing a remarkable promise for therapeutic applications.


Assuntos
Proteína 9 Associada à CRISPR , Sistemas CRISPR-Cas , Camundongos , Animais , Humanos , Sistemas CRISPR-Cas/genética , Proteína 9 Associada à CRISPR/genética , Proteína 9 Associada à CRISPR/metabolismo , RNA Guia de Sistemas CRISPR-Cas , Streptococcus pyogenes , Edição de Genes , Mutagênese
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