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Adaptive model-guided protein evolution with sparse data optimizes compact eukaryotic genome editors

Source: Nature - Biotechnology • Published: 24 Aug 2026, 00:00

Adaptive model-guided protein evolution with sparse data optimizes compact eukaryotic genome editors

Compact eukaryotic genome editors are examined through a data-efficient, model-guided engineering pipeline; the article previews methods and implications for optimizing small nucleases.

Key Takeaways
  • Efficient protein engineering is constrained by vast sequence space and limited experimental throughput
  • In vivo editing of hPCSK9 in humanized mice supported the translational potential of optimized Fz2 editors
  • Machine learning has enabled in silico prediction of mutational effects and accelerated protein optimization 4
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