Back

Directed evolution of compact RNA-guided nucleases for homology-directed repair in mammalian cells

Gorbenko, F.; Sala, I.; Lee, Y.-Y.; Venn, L. v. d.; Yeh, C. D.; Karvelis, T.; Druteika, G.; Bechter, L. V.; Vykhlyantseva, I.; Schroder, M. S.; Gvozdenovic, A.; Siksnys, V.; Corn, J. E.

2025-10-27 bioengineering
10.1101/2025.10.27.684765 bioRxiv
Show abstract

RNA-guided nucleases enable DNA editing and offer promise for treating genetic diseases, particularly when used for precise sequence replacement. However, many of the most effective enzymes, such as S. pyogenes Cas9, are too large for delivery using vectors like adeno-associated virus (AAV). This has prompted interest in smaller alternatives from the Cas12f and TnpB families. Yet, these nucleases often show low activity in mammalian cells, limiting their utility. To address this, we used directed evolution in human cells to select variants with greatly improved homology-directed repair (HDR) activity. The resulting variants, Cas12f1Super and TnpBSuper, exhibited up to 11-fold increase in editing efficiency without increased off-target effects. When tested as a base editor, Cas12f1Super showed up to 10-fold improvement relative to the previously engineered CasMINI, suggesting utility beyond HDR. These compact and efficient genome editors expand the current toolkit and hold promise for both research and therapeutic use in mammalian systems.

Published in Genome Biology (predicted rank #21) · training set

Matching journals

The top 4 journals account for 50% of the predicted probability mass.

50% of probability mass above

"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.