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Rational and computation-assisted engineering of a compact and efficient CRISPR–Cas12f genome editor

Structure-guided design combined with protein language model-guided engineering and sgRNA optimization enables the development of a compact and highly efficient CRISPR–Cas12f genome editor. This integrated strategy substantially improves genome-editing activity while preserving high specificity, expanding the therapeutic potential of compact CRISPR systems.

An operational perturbation proteomics-based virtual cell model

Nature, Published online: 09 September 2026; doi:10.1038/s41586-026-11001-9

Temporal protein-abundance measurements from systematically perturbed breast cancer cell lines were generated to develop ProteinTalks, a virtual cell model that functions as an operational tool for diverse drug discovery tasks.
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