Chromatin structure and context-dependent sequence features control prime editing efficiency
Open accessPublished version of a preprint
Abstract
Prime editing (PE) is a highly versatile CRISPR-Cas9 genome editing technique. The current constructs, however, have variable efficiency and may require laborious experimental optimization. This study presents statistical models for learning the salient epigenomic and sequence features of target sites modulating the editing efficiency and provides guidelines for designing optimal PEs. We found that both regional constitutive heterochromatin and local nucleosome occlusion of target sites impede editing, while position-specific G/C nucleotides in the primer-binding site (PBS) and reverse transcription (RT) template regions of PE guide RNA (pegRNA) yield high editing efficiency, especially for short PBS designs. The presence of G/C nucleotides was most critical immediately 5' to the protospacer adjacent motif (PAM) site for all designs. The effects of different last templated nucleotides were quantified and observed to depend on the length of both PBS and RT templates. Our models found AGG to be the preferred PAM and detected a guanine nucleotide four bases downstream of the PAM to facilitate editing, suggesting a hitherto-unrecognized interaction with Cas9. A neural network interpretation method based on nonextensive statistical mechanics further revealed multi-nucleotide preferences, indicating dependency among several bases across pegRNA. Our work clarifies previous conflicting observations and uncovers context-dependent features important for optimizing PE designs.
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Prime editing provides significant improvements in genome editing by enabling precise DNA modifications-including targeted insertions, deletions, and substitutions-without causing double-strand breaks in plants.
“Prime editing (PE) provides significant improvements in genome editing by enabling precise DNA modifications—including targeted insertions, deletions, and substitutions—without causing double-strand breaks in plants (Kim et al., 2023; Perroud et al., 2023; Xu Y. et al., 2023).”
From Emerging applications of gene editing technologies for the development of climate-resilient crops (2025) · cites this paper as Kim et al., 2023
The Introduction (page not specified) says prime editing can produce all 12 base changes and small insertions and deletions while avoiding DNA double-strand breaks. It does not establish these capabilities specifically in plants, so the plant-specific part of the claim is unsupported by this source. (LLM, conf=0.88)
Experimental — accuracy not yet measuredPrime editors enable precise insertions, deletions, and substitutions.
“the prime editors enable precise insertions, deletions, and substitutions”
From Emerging applications of gene editing technologies for the development of climate-resilient crops (2025) · cites this paper as Kim et al., 2023
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References 60 · Cited by 12
- Authors
- Kim, S., Yuan, J. B., Woods, W. S., Newton, D. A., Perez-Pinera, P., & Song, J. S.
- Affiliations
- University of Illinois Urbana-Champaign (US)
- Harvard University (US)
- Corresponding author
- Song, Jun S.
- Venue
- Frontiers in Genetics
- Publisher
- Frontiers Media SA
- Published
- 2023-06-29
- Volume
- 14
- Pages
- 1222112-1222112
- ISSN
- 1664-8021 (ISSN-L)
- PMC
- PMC10344898
- OpenAlex
- W4382787256
- Cited by
- 12
- References
- 60
- Citations by year
- 2026: 2 · 2025: 5 · 2024: 4 · 2023: 1
- FWCI
- 1.07
- Type
- journal article
- Language
- en
- Update notices
- corrigendum (2024-03-11)
- Open access
- gold
- doi.org
- Licence
- Locations
- Frontiers in Genetics (publishedVersion, cc-by)
- bioRxiv (Cold Spring Harbor Laboratory) (acceptedVersion, cc-by-nc-nd)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- PubMed Central (submittedVersion, cc-by-nc-nd)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Funders
- National Institutes of Health (R01CA163336 R01GM141296)
- Topics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › CRISPR and Genetic Engineering
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › RNA regulation and disease
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › DNA and Nucleic Acid Chemistry
- Keywords
- prime editing, CRISPR/Cas9, editing efficiency, chromatin structure, heterochromatin, primer binding site, pegRNA design, protospacer adjacent motif, epigenomic features, neural network interpretation, nonextensive statistical mechanics
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