Complete computational design of high-efficiency Kemp elimination enzymes
Until now, computationally designed enzymes exhibited low catalytic rates<sup>1-5</sup> and required intensive experimental optimization to reach activity levels observed in comparable natural enzymes<sup>5-9</sup>. These results exposed limitations in design methodology and suggested critical gaps in our understanding of the fundamentals of biocatalysis<sup>10,11</sup>. We present a fully computational workflow for designing efficient enzymes in TIM-barrel folds using backbone fragments from natural proteins and without requiring optimization by mutant-library screening. Three Kemp eliminase designs exhibit efficiencies greater than 2,000 M<sup>-1</sup> s<sup>-1</sup>. The most efficient shows more than 140 mutations from any natural protein, including a novel active site. It exhibits high stability (greater than 85 °C) and remarkable catalytic efficiency (12,700 M<sup>-1</sup> s<sup>-1</sup>) and rate (2.8 s<sup>-1</sup>), surpassing previous computational designs by two orders of magnitude<sup>1-5</sup>. Furthermore, designing a residue considered essential in all previous Kemp eliminase designs increases efficiency to more than 10<sup>5</sup> M<sup>-1</sup> s<sup>-1</sup> and rate to 30 s<sup>-1</sup>, achieving catalytic parameters comparable to natural enzymes and challenging fundamental biocatalytic assumptions. By overcoming limitations in design methodology<sup>11</sup>, our strategy enables programming stable, high-efficiency, new-to-nature enzymes through a minimal experimental effort.
Authors
- Shelly Hamer-Rogotner (ORCID: https://orcid.org/0009-0006-7228-9589)
- Shlomo Yakir Hoch (ORCID: https://orcid.org/0000-0003-3991-1533)
- Orly Dym (ORCID: https://orcid.org/0000-0002-4394-4971)
- Dina Listov (ORCID: https://orcid.org/0000-0002-7378-1771)
- Sarel Jacob Fleishman (ORCID: https://orcid.org/0000-0003-3177-7560)
- Gyula Hoffka (ORCID: https://orcid.org/0000-0002-1684-8538)
- Eva Vos (ORCID: https://orcid.org/0000-0002-3777-3133)
- Shina Caroline Lynn Kamerlin (ORCID: https://orcid.org/0000-0002-3190-1173)
- Andrej Berg (ORCID: https://orcid.org/0000-0002-5232-1995)
Institutions
- Uppsala University (SE)
- Georgia Institute of Technology (US)
- University of Debrecen (HU)
- Lund University (SE)
- Weizmann Institute of Science (IL)
Publication Details
- Journal
- Nature
- Published
- 2025-06-18
- DOI
- https://doi.org/10.1038/s41586-025-09136-2
- Citations
- 24
- Primary Topic
- Enzyme Structure and Function
- Type
- article
- Field-Weighted Citation Impact
- 12.43