Discovery of regulatory motifs in 5' untranslated regions using interpretable multi-task learning models.

The sequence in the 5' untranslated regions (UTRs) is known to affect mRNA translation rates. However, the underlying regulatory grammar remains elusive. Here, we propose MTtrans, a multi-task translation rate predictor capable of learning common sequence patterns from datasets across various experimental techniques.

Rationally engineered Cas9 nucleases with high genome-wide specificity.

RNA-guided CRISPR-Cas9 proteins have been widely used for genome editing, but their off-target activities limit broad application. The minimal Cas9 ortholog from (SaCas9) is commonly used for in vivo genome editing; however, no variant conferring high genome-wide specificity is available. Here, we report rationally engineered SaCas9 variants with highly specific genome-wide activity in human cells without compromising on-target efficiency.