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Belato HB, Knight AL, D'Ordine AM, Pindi C, Fan Z, Luo J, Palermo G, Jogl G, Lisi GP. Structural and dynamic impacts of single-atom disruptions to guide RNA interactions within the recognition lobe of Geobacillus stearothermophilus Cas9. eLife 2025; 13:RP99275. [PMID: 40387084 PMCID: PMC12088677 DOI: 10.7554/elife.99275] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/20/2025] Open
Abstract
The intuitive manipulation of specific amino acids to alter the activity or specificity of CRISPR-Cas9 has been a topic of great interest. As a large multi-domain RNA-guided endonuclease, the intricate molecular crosstalk within the Cas9 protein hinges on its conformational dynamics, but a comprehensive understanding of the extent and timescale of the motions that drive its allosteric function and association with nucleic acids remains elusive. Here, we investigated the structure and multi-timescale molecular motions of the recognition (Rec) lobe of GeoCas9, a thermophilic Cas9 from Geobacillus stearothermophilus. Our results provide new atomic details about the GeoRec subdomains (GeoRec1, GeoRec2) and the full-length domain in solution. Two rationally designed mutants, K267E and R332A, enhanced and redistributed micro-millisecond flexibility throughout GeoRec, and NMR studies of the interaction between GeoRec and its guide RNA showed that mutations reduced this affinity and the stability of the ribonucleoprotein complex. Despite measured biophysical differences due to the mutations, DNA cleavage assays reveal no functional differences in on-target activity, and similar specificity. These data suggest that guide RNA interactions can be tuned at the biophysical level in the absence of major functional losses but also raise questions about the underlying mechanism of GeoCas9, since analogous single-point mutations have significantly impacted on- and off-target DNA editing in mesophilic Streptococcus pyogenes Cas9. A K267E/R332A double mutant did also did not enhance GeoCas9 specificity, highlighting the robust tolerance of mutations to the Rec lobe of GeoCas9 and species-dependent complexity of Rec across Cas9 paralogs. Ultimately, this work provides an avenue by which to modulate the structure, motion, and guide RNA interactions at the level of the Rec lobe of GeoCas9, setting the stage for future studies of GeoCas9 variants and their effect on its allosteric mechanism.
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Affiliation(s)
- Helen B Belato
- Department of Molecular Biology, Cell Biology and Biochemistry, Brown UniversityProvidenceUnited States
| | - Alexa L Knight
- Department of Molecular Biology, Cell Biology and Biochemistry, Brown UniversityProvidenceUnited States
| | - Alexandra M D'Ordine
- Department of Molecular Biology, Cell Biology and Biochemistry, Brown UniversityProvidenceUnited States
| | - Chinmai Pindi
- Departments of Bioengineering and Chemistry, University of California, RiversideRiversideUnited States
| | - Zhiqiang Fan
- Brown University Transgenic Mouse and Gene Targeting FacilityProvidenceUnited States
| | - Jinping Luo
- Brown University Transgenic Mouse and Gene Targeting FacilityProvidenceUnited States
| | - Giulia Palermo
- Departments of Bioengineering and Chemistry, University of California, RiversideRiversideUnited States
| | - Gerwald Jogl
- Department of Molecular Biology, Cell Biology and Biochemistry, Brown UniversityProvidenceUnited States
- Brown University RNA CenterProvidenceUnited States
| | - George P Lisi
- Department of Molecular Biology, Cell Biology and Biochemistry, Brown UniversityProvidenceUnited States
- Brown University RNA CenterProvidenceUnited States
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2
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Patel AC, Sinha S, Arantes PR, Palermo G. Unveiling Cas8 dynamics and regulation within a transposon-encoded Cascade-TniQ complex. Proc Natl Acad Sci U S A 2025; 122:e2422895122. [PMID: 40172964 PMCID: PMC12002280 DOI: 10.1073/pnas.2422895122] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2024] [Accepted: 02/28/2025] [Indexed: 04/04/2025] Open
Abstract
The Vibrio cholerae Cascade-TniQ complex unveiled a new paradigm in biology, demonstrating that CRISPR-associated proteins can direct DNA transposition. Despite the tremendous potential of "knocking-in" genes at desired sites, the mechanisms underlying DNA binding and transposition remain elusive. In this system, a conformational change of the Cas8 protein is essential for DNA binding, yet how it occurs is unclear. Here, structural modeling and free energy simulations reconstruct the Cas8 helical bundle and reveal an open-closed conformational change that is key for the complex's function. We show that when Cascade-TniQ binds RNA, the Cas8 bundle changes conformation mediated by the interaction with the Cas7.1 protein. This interaction promotes the bundle's transition toward the open state, priming the complex for DNA binding. As the target DNA binds the guide RNA, the opening of the Cas8 bundle becomes more favorable, exposing positively charged residues and facilitating their interaction with DNA, which ultimately leads the DNA-binding process to completion. These outcomes provide a dynamic representation of a critical conformational change in one of the largest CRISPR systems and illustrate its role at critical steps of the Cascade-TniQ biophysical function, advancing our understanding of nucleic acid binding and transposition mechanisms.
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Affiliation(s)
- Amun C. Patel
- Department of Bioengineering, University of California, Riverside, CA52512
| | - Souvik Sinha
- Department of Bioengineering, University of California, Riverside, CA52512
| | - Pablo R. Arantes
- Department of Bioengineering, University of California, Riverside, CA52512
| | - Giulia Palermo
- Department of Bioengineering, University of California, Riverside, CA52512
- Department of Chemistry, University of California, Riverside, CA52512
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3
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Hossain KA, Nierzwicki L, Orozco M, Czub J, Palermo G. Flexibility in PAM recognition expands DNA targeting in xCas9. eLife 2025; 13:RP102538. [PMID: 39928547 PMCID: PMC11810106 DOI: 10.7554/elife.102538] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/12/2025] Open
Abstract
xCas9 is an evolved variant of the CRISPR-Cas9 genome editing system, engineered to improve specificity and reduce undesired off-target effects. How xCas9 expands the DNA targeting capability of Cas9 by recognising a series of alternative protospacer adjacent motif (PAM) sequences while ignoring others is unknown. Here, we elucidate the molecular mechanism underlying xCas9's expanded PAM recognition and provide critical insights for expanding DNA targeting. We demonstrate that while wild-type Cas9 enforces stringent guanine selection through the rigidity of its interacting arginine dyad, xCas9 introduces flexibility in R1335, enabling selective recognition of specific PAM sequences. This increased flexibility confers a pronounced entropic preference, which also improves recognition of the canonical TGG PAM. Furthermore, xCas9 enhances DNA binding to alternative PAM sequences during the early evolution cycles, while favouring binding to the canonical PAM in the final evolution cycle. This dual functionality highlights how xCas9 broadens PAM recognition and underscores the importance of fine-tuning the flexibility of the PAM-interacting cleft as a key strategy for expanding the DNA targeting potential of CRISPR-Cas systems. These findings deepen our understanding of DNA recognition in xCas9 and may apply to other CRISPR-Cas systems with similar PAM recognition requirements.
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Affiliation(s)
- Kazi A Hossain
- Department of Bioengineering , University of California RiversideRiversideUnited States
- Department of Physical Chemistry, Gdańsk University of TechnologyGdańskPoland
| | - Lukasz Nierzwicki
- Department of Bioengineering , University of California RiversideRiversideUnited States
| | - Modesto Orozco
- Institute for Research in Biomedicine (IRB Barcelona), The Barcelona Institute of Science and TechnologyBarcelonaSpain
- Departament de Bioquímica i Biomedicina, Facultat de Biologia, Universitat de BarcelonaBarcelonaSpain
| | - Jacek Czub
- Department of Physical Chemistry, Gdańsk University of TechnologyGdańskPoland
- BioTechMed Center, Gdańsk University of TechnologyGdańskPoland
| | - Giulia Palermo
- Department of Bioengineering , University of California RiversideRiversideUnited States
- Department of Chemistry, University of California RiversideRiversideUnited States
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4
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Hossain KA, Nierzwicki L, Orozco M, Czub J, Palermo G. Flexibility in PAM Recognition Expands DNA Targeting in xCas9. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2025:2024.08.26.609653. [PMID: 39803448 PMCID: PMC11722361 DOI: 10.1101/2024.08.26.609653] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Indexed: 01/18/2025]
Abstract
xCas9 is an evolved variant of the CRISPR-Cas9 genome editing system, engineered to improve specificity and reduce undesired off-target effects. How xCas9 expands the DNA targeting capability of Cas9 by recognizing a series of alternative Protospacer Adjacent Motif (PAM) sequences while ignoring others is unknown. Here, we elucidate the molecular mechanism underlying xCas9's expanded PAM recognition and provide critical insights for expanding DNA targeting. We demonstrate that while wild-type Cas9 enforces stringent guanine selection through the rigidity of its interacting arginine dyad, xCas9 introduces flexibility in R1335, enabling selective recognition of specific PAM sequences. This increased flexibility confers a pronounced entropic preference, which also improves recognition of the canonical TGG PAM. Furthermore, xCas9 enhances DNA binding to alternative PAM sequences during the early evolution cycles, while favouring binding to the canonical PAM in the final evolution cycle. This dual functionality highlights how xCas9 broadens PAM recognition and underscores the importance of fine-tuning the flexibility of the PAM-interacting cleft as a key strategy for expanding the DNA targeting potential of CRISPR-Cas systems. These findings deepen our understanding of DNA recognition in xCas9 and may apply to other CRISPR-Cas systems with similar PAM recognition requirements.
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Affiliation(s)
- Kazi A. Hossain
- Department of Bioengineering, University of California Riverside, 900 University Avenue, Riverside, CA 52512, United States
- Department of Physical Chemistry, Gdańsk University of Technology, Gdańsk 80-233, Poland
| | - Lukasz Nierzwicki
- Department of Bioengineering, University of California Riverside, 900 University Avenue, Riverside, CA 52512, United States
| | - Modesto Orozco
- Institute for Research in Biomedicine (IRB Barcelona), The Barcelona Institute of Science and Technology, Baldiri Reixac, 10, 08028 Barcelona, Spain
- Departament de Bioquímica i Biomedicina, Facultat de Biologia, Universitat de Barcelona, 08028 Barcelona, Spain
| | - Jacek Czub
- Department of Physical Chemistry, Gdańsk University of Technology, Gdańsk 80-233, Poland
- BioTechMed Center, Gdańsk University of Technology, Gdańsk 80-233, Poland
| | - Giulia Palermo
- Department of Bioengineering, University of California Riverside, 900 University Avenue, Riverside, CA 52512, United States
- Department of Chemistry, University of California Riverside, 900 University Avenue, Riverside, CA 52512, United States
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5
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Arantes P, Chen X, Sinha S, Saha A, Patel A, Sample M, Nierzwicki Ł, Lapinaite A, Palermo G. Dimerization of the deaminase domain and locking interactions with Cas9 boost base editing efficiency in ABE8e. Nucleic Acids Res 2024; 52:13931-13944. [PMID: 39569582 PMCID: PMC11662675 DOI: 10.1093/nar/gkae1066] [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: 08/08/2024] [Revised: 10/16/2024] [Accepted: 11/01/2024] [Indexed: 11/22/2024] Open
Abstract
CRISPR-based DNA adenine base editors (ABEs) hold remarkable promises to address human genetic diseases caused by point mutations. ABEs were developed by combining CRISPR-Cas9 with a transfer RNA (tRNA) adenosine deaminase enzyme and through directed evolution, conferring the ability to deaminate DNA. However, the molecular mechanisms driving the efficient DNA deamination in the evolved ABEs remain unresolved. Here, extensive molecular simulations and biochemical experiments reveal the biophysical basis behind the astonishing base editing efficiency of ABE8e, the most efficient ABE to date. We demonstrate that the ABE8e's DNA deaminase domain, TadA8e, forms remarkably stable dimers compared to its tRNA-deaminating progenitor and that the strength of TadA dimerization is crucial for DNA deamination. The TadA8e dimer forms robust interactions involving its R98 and R129 residues, the RuvC domain of Cas9 and the DNA. These locking interactions are exclusive to ABE8e, distinguishing it from its predecessor, ABE7.10, and are indispensable to boost DNA deamination. Additionally, we identify three critical residues that drive the evolution of ABE8e toward improved base editing by balancing the enzyme's activity and stability, reinforcing the TadA8e dimer and improving the ABE8e's functionality. These insights offer new directions to engineer superior ABEs, advancing the design of safer precision genome editing tools.
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Affiliation(s)
- Pablo R Arantes
- Department of Bioengineering, University of California Riverside, 900 University Avenue, 92512 Riverside, CA, USA
| | - Xiaoyu Chen
- School of Molecular Sciences, Arizona State University, 551 E University Dr, Tempe, AZ 85281, USA
- Gavin Herbert Eye Institute - Centre for Translational Vision Research, University of California Irvine School of Medicine, 850 Health Sciences Rd, Irvine, CA 92617, USA
| | - Souvik Sinha
- Department of Bioengineering, University of California Riverside, 900 University Avenue, 92512 Riverside, CA, USA
| | - Aakash Saha
- Department of Bioengineering, University of California Riverside, 900 University Avenue, 92512 Riverside, CA, USA
| | - Amun C Patel
- Department of Bioengineering, University of California Riverside, 900 University Avenue, 92512 Riverside, CA, USA
| | - Matthew Sample
- Department of Bioengineering, University of California Riverside, 900 University Avenue, 92512 Riverside, CA, USA
| | - Łukasz Nierzwicki
- Department of Bioengineering, University of California Riverside, 900 University Avenue, 92512 Riverside, CA, USA
| | - Audrone Lapinaite
- Gavin Herbert Eye Institute - Centre for Translational Vision Research, University of California Irvine School of Medicine, 850 Health Sciences Rd, Irvine, CA 92617, USA
- Department of Ophthalmology, University of California Irvine School of Medicine, 850 Health Sciences Rd, Irvine, CA 92617, USA
| | - Giulia Palermo
- Department of Bioengineering, University of California Riverside, 900 University Avenue, 92512 Riverside, CA, USA
- Department of Chemistry, University of California Riverside, 900 University Avenue, 92512 Riverside, CA, USA
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6
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Rinaldi S, Moroni E, Rozza R, Magistrato A. Frontiers and Challenges of Computing ncRNAs Biogenesis, Function and Modulation. J Chem Theory Comput 2024; 20:993-1018. [PMID: 38287883 DOI: 10.1021/acs.jctc.3c01239] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/31/2024]
Abstract
Non-coding RNAs (ncRNAs), generated from nonprotein coding DNA sequences, constitute 98-99% of the human genome. Non-coding RNAs encompass diverse functional classes, including microRNAs, small interfering RNAs, PIWI-interacting RNAs, small nuclear RNAs, small nucleolar RNAs, and long non-coding RNAs. With critical involvement in gene expression and regulation across various biological and physiopathological contexts, such as neuronal disorders, immune responses, cardiovascular diseases, and cancer, non-coding RNAs are emerging as disease biomarkers and therapeutic targets. In this review, after providing an overview of non-coding RNAs' role in cell homeostasis, we illustrate the potential and the challenges of state-of-the-art computational methods exploited to study non-coding RNAs biogenesis, function, and modulation. This can be done by directly targeting them with small molecules or by altering their expression by targeting the cellular engines underlying their biosynthesis. Drawing from applications, also taken from our work, we showcase the significance and role of computer simulations in uncovering fundamental facets of ncRNA mechanisms and modulation. This information may set the basis to advance gene modulation tools and therapeutic strategies to address unmet medical needs.
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Affiliation(s)
- Silvia Rinaldi
- National Research Council of Italy (CNR) - Institute of Chemistry of OrganoMetallic Compounds (ICCOM), c/o Area di Ricerca CNR di Firenze Via Madonna del Piano 10, 50019 Sesto Fiorentino, Florence, Italy
| | - Elisabetta Moroni
- National Research Council of Italy (CNR) - Institute of Chemical Sciences and Technologies (SCITEC), via Mario Bianco 9, 20131 Milano, Italy
| | - Riccardo Rozza
- National Research Council of Italy (CNR) - Institute of Material Foundry (IOM) c/o International School for Advanced Studies (SISSA), Via Bonomea, 265, 34136 Trieste, Italy
| | - Alessandra Magistrato
- National Research Council of Italy (CNR) - Institute of Material Foundry (IOM) c/o International School for Advanced Studies (SISSA), Via Bonomea, 265, 34136 Trieste, Italy
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Palermo G, Soares TA. Editorial: Editing DNA and RNA through Computations. J Chem Inf Model 2023; 63:7603-7604. [PMID: 38143420 DOI: 10.1021/acs.jcim.3c01824] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/26/2023]
Affiliation(s)
- Giulia Palermo
- Department of Bioengineering and Department of Chemistry, University of California Riverside, Riverside 52512, California, United States
| | - Thereza A Soares
- Department of Chemistry, FFCLRP, University of São Paulo, Sao Paulo 05508-900, Brazil
- Department of Chemistry, University of Oslo, Oslo 0315, Norway
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8
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Sinha S, Ahsan M, Palermo G. Establishing the fundamental rules for genetic code expansion. Nat Chem 2023; 15:892-893. [PMID: 37386283 PMCID: PMC10460129 DOI: 10.1038/s41557-023-01243-9] [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] [Indexed: 07/01/2023]
Abstract
Genetic code expansion beyond α-amino acids is a major challenge, in which stitching non-natural building blocks within the ribosome is a critical barrier. Now, the molecular determinants for the efficient incorporation of non-natural amino acids within the ribosome have been unlocked, accelerating ribosomal synthesis.
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Affiliation(s)
- Souvik Sinha
- Department of Bioengineering, The University of California, Riverside, CA, USA
| | - Mohd Ahsan
- Department of Bioengineering, The University of California, Riverside, CA, USA
| | - Giulia Palermo
- Department of Bioengineering, The University of California, Riverside, CA, USA.
- Department of Chemistry, The University of California, Riverside, CA, USA.
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9
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Labrou NE, Kwok HF, Zhang Q. Editorial: Insights in protein biochemistry: protein biophysics 2022. Front Mol Biosci 2023; 10:1207184. [PMID: 37187894 PMCID: PMC10175855 DOI: 10.3389/fmolb.2023.1207184] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/17/2023] [Accepted: 04/19/2023] [Indexed: 05/17/2023] Open
Affiliation(s)
- Nikolaos E. Labrou
- Laboratory of Enzyme Technology, Department of Biotechnology, School of Applied Biology and Biotechnology, Agricultural University of Athens, Athens, Greece
- *Correspondence: Nikolaos E. Labrou, ; Hang Fai Kwok, ; Qi Zhang,
| | - Hang Fai Kwok
- Department of Biomedical Sciences, University of Macau, Macau SAR, China
- *Correspondence: Nikolaos E. Labrou, ; Hang Fai Kwok, ; Qi Zhang,
| | - Qi Zhang
- Department of Chemistry, Fudan University, Shanghai, China
- *Correspondence: Nikolaos E. Labrou, ; Hang Fai Kwok, ; Qi Zhang,
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