Pythia: Non-random DNA repair allows predictable CRISPR/Cas9 integration and gene editing
Thomas Naert1,2, Taiyo Yamamoto1, Shuting Han3,4
1Institute of Anatomy, University of Zurich, Zurich, Switzerland.
Biorxiv : the Preprint Server for Biology
|October 10, 2024
Summary
Deep learning models predict DNA repair for CRISPR genome engineering. This enables precise integration of large DNA payloads and small edits in diverse cell types for research and therapy.
Area of Science:
- Molecular Biology
- Genomics
- Bioengineering
Background:
- CRISPR-based genome engineering offers significant potential for scientific research and therapeutic development.
- Efficient and controlled DNA integration and editing remain challenging in various cellular environments due to limitations in managing the DNA repair process.
Purpose of the Study:
- To develop predictable methods for controlling DNA repair at the genome-cargo interface for enhanced CRISPR applications.
- To facilitate the integration of large DNA sequences and precise small edits in diverse cell types and organisms.
Main Methods:
- Utilized deep learning models to predict DNA repair outcomes based on sequence context.
- Designed and implemented triplet base-pair repeat repair arms (trimologies) to guide microhomology-mediated end joining.
- Employed oligonucleotide templates for precise single or double nucleotide edits.
Main Results:
- Demonstrated predictable DNA repair at the genome-cargo interface using deep learning predictions and sequence-specific rules.
- Successfully integrated large DNA cargo (>2 kb) and performed precise small edits in over 30 loci across human cells and in vivo models.
- Achieved germline-transmissible transgene integration in Xenopus and endogenous tagging in differentiated mouse brain cells, showcasing broad applicability.
Conclusions:
- Developed a novel strategy using predicted repair arms for efficient and controlled large DNA integration and small nucleotide edits.
- The Pythia design tool (pythia-editing.org) offers a user-friendly platform to optimize custom genome engineering strategies.
- This approach significantly expands the utility of CRISPR technology for experimental and therapeutic applications across various cell types and organisms.
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