EMBL Keynote Lecture: De Novo Design of Enzymes

EMBL Keynote Lecture: De Novo Design of Enzymes

Title history
  • EMBL Keynote Lecture: De Novo Design of Enzymes — observed on 20261026-2036 UTC (YouTube)
🎙 William DeGrado 👥 16K 📅 September 22, 2026 ⏱ 44 min 👁 285 📄 original study 🧭 2026-10-26
Available in: English (current) Français

Keywords

de novo designenzymesKemp eliminationdirected evolutionprotein engineering

Summary

The keynote by William DeGrado (UCSF) reviews 40 years of computational protein design, from early efforts to modern de novo design. He presents recent work on designing small-molecule binding proteins, such as an apixaban binder and a doxorubicin carrier, with sub-nanomolar affinities. The talk covers the evolution of specificity from specialists to generalists and back, using fragment screening and rational design. He introduces a fluorescent tag system based on de novo proteins that bind rhodamine dyes, showing stability at high temperatures and compatibility with live-cell imaging in thermophiles. A major focus is enzyme design: his lab engineered a protein for the Kemp elimination, achieving rate enhancements surpassing natural enzymes by combining computational design with saturation mutagenesis and NMR-guided evolution. They dissect the molecular dynamics and allostery underlying catalysis. Finally, he discusses expanding de novo enzymes to new-to-nature reactions like cyclopropanation and silyl insertion, demonstrating high stereoselectivity and turnover numbers. The lecture highlights the importance of considering substrate binding and protein dynamics in successful enzyme design.

165 words

Critical Evaluation

Value of the Information & Strength of the Argument

The talk provides strong evidence for the feasibility of de novo protein design, showing that rationally designed proteins can match or exceed natural proteins. The argumentation is rigorous, with detailed kinetic data, structural insights, and validation through multiple methods (X-ray crystallography, NMR, MD simulations). The speaker honestly discusses challenges and failures, such as the ‘final angstrom problem’ and the need to incorporate substrate binding. The progression from simple binders to catalysts is logical and well-supported by data.

Scientific Rigor, Source Quality, Title Accuracy

The speaker is a leading expert, and the results appear credible, though some are unpublished (e.g., the doxorubicin binder submitted). The lecture draws on published work from his lab and others. The title, ‘De Novo Design of Enzymes,’ is slightly misleading as the talk also covers other protein designs, but the enzyme design portion is substantial. The sources are internal to the talk; no external references are given in the description, so the only sources are those mentioned in the transcript, which lack specific citations.

177 words

Title / Content Match

The title focuses on de novo enzyme design, which is a major part of the talk, but the lecture also covers other protein designs (small molecule binders, fluorescent tags), making the title slightly narrower than the content.

Quality & Reliability

9/10

The lecture presents rigorous experimental and computational work from a leading expert, with detailed data and methods, though some results are unpublished (e.g., submitted paper).

Key Moments

Contribution & Novelties

This lecture showcases the state-of-the-art in de novo protein design, demonstrating that proteins can be engineered from scratch to bind small molecules with high affinity, serve as fluorescent tags, and catalyze reactions with efficiencies rivaling natural enzymes. The novel contributions include rational design of binders with sub-nanomolar affinity, creation of a pan-rhodamine binder for imaging, and a de novo Kemp elimination enzyme with rates surpassing previous records. The talk also reveals insights into the importance of substrate binding and protein dynamics in design.

Pour aller plus loin :

121 words

Radar Profile

The profile shows uniformly high scores across all dimensions, indicating a technically dense and reliable presentation with extensive information, strong credibility, and thorough sourcing within the talk.

Reliability 9/10