Nucleic Acids ResearchGenomicsPeer-reviewed journal article
MMEJ-based Precision Gene Editing for applications in Gene Therapy and Functional Genomics
Gabriel Martínez‐GálveziD, Parnal JoshiiD, Iddo FriedbergiD, Armando ManducaiD, Stephen Carl EkkeriD
Abstract
Experiments in gene editing commonly elicit error-prone non-homologous end joining for DNA double-strand break (DSB) repair. Microhomology-mediated end joining (MMEJ) can generate more predictable outcomes for functional genomic and somatic therapeutic applications. MENTHU is a computational tool that predicts nuclease-targetable sites likely to result in MMEJ-repaired, homogeneous genotypes (PreMAs) in zebrafish. We deployed MENTHU on 5,885 distinct Cas9-mediated DSBs in mouse embryonic stem cells, and compared the predictions to those by inDelphi, another DSB repair predictive algorithm. MENTHU correctly identified 46% of all PreMAs available, doubling the sensitivity of inDelphi. We also introduce MENTHU@4, an MENTHU update trained on this large dataset. We trained two MENTHU-based algorithms on this larger dataset and validated them against each other, MENTHU, and inDelphi. Finally, we estimated the frequency and distribution of SpCas9-targetable PreMAs in vertebrate coding regions to evaluate MMEJ-based targeting for gene discovery. 44 out of 54 genes (81%) contained at least one early out-of-frame PreMA and 48 out of 54 (89%) did so when also considering Cas12a. We suggest that MMEJ can be deployed at scale for reverse genetics screenings and with sufficient intra-gene density rates to be viable for nearly all loss-of-function based gene editing therapeutic applications.
- organism: zebrafish
- organism: mouse
- assay: CRISPR screen
- research focus: gene regulatory network inference
- research focus: benchmarking
- research focus: variant calling
- research focus: variant effect prediction
- approach: statistical model
- Citations
- 21
- FWCI
- 0.81
- Field percentile
- top 32%
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