Proceedings of the National Academy of SciencesSynthetic BiologyPeer-reviewed journal article
High throughput functional variant screens via in-vivo production of single-stranded DNA
Max G. SchubertiD, Daniel Bryan GoodmaniD, Timothy M. WannieriD, Divjot KauriD, Fahim FarzadfardiD, Timothy K. LuiD, Seth L. ShipmaniD, George McDonald ChurchiD
Abstract
Tremendous genetic variation exists in nature, but our ability to create and characterize individual genetic variants remains far more limited in scale. Likewise, engineering proteins and phenotypes requires the introduction of synthetic variants, but design of variants outpaces experimental measurement of variant effect. Here, we optimize efficient and continuous generation of precise genomic edits in Escherichia coli, via in-vivo production of single-stranded DNA by the targeted reverse-transcription activity of retrons. Greater than 90% editing efficiency can be obtained using this method, enabling multiplexed applications. We introduce Retron Library Recombineering (RLR), a system for high-throughput screens of variants, wherein the association of introduced edits with their retron elements enables a targeted deep sequencing phenotypic output. We use RLR for pooled, quantitative phenotyping of synthesized variants, characterizing antibiotic resistance alleles. We also perform RLR using sheared genomic DNA of an evolved bacterium, experimentally querying millions of sequences for antibiotic resistance variants. In doing so, we demonstrate that RLR is uniquely suited to utilize non-designed sources of variation. Pooled experiments using ssDNA produced in vivo thus present new avenues for exploring variation, both designed and not, across the entire genome.
- organism: E. coli
- assay: DNA methylation
- research focus: variant effect prediction
- approach: experimental assay
- Citations
- 108
- FWCI
- 5.64
- Field percentile
- top 2%
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- High Throughput Variant Libraries and Machine Learning Yield Design Rules for Retron Gene Editors
Kate D Crawford, Asim G Khan, … Seth L. Shipman·Nucleic Acids ResearchPeer-reviewed·Nov 19, 2024
- An experimental census of retrons for DNA production and genome editing
A. G. Khan, M. Rojas-Montero, … S. L. Shipman·bioRxiv·Jan 25, 2024
- Genome editing of phylogenetically distinct bacteria using portable retron-mediated recombineering
Alejandro González-Delgado, Laura Bonillo-Lopez, … Seth L. Shipman·bioRxiv·Jun 16, 2025
- Improved architectures for flexible DNA production using retrons across kingdoms of life
Santiago C. Lopez, Kate D Crawford, … Seth L. Shipman·Nature Chemical BiologyPeer-reviewed·Dec 23, 2021
- Discovery and Engineering of Retrons for Precise GenomeEditing
Jesse Buffington, Hung‐Che Kuo, … Ilya J. Finkelstein·Nature BiotechnologyPeer-reviewed·Oct 23, 2025
- Multiplex generation, tracking, and functional screening of substitution mutants using a CRISPR/retron system