The coming of age of de novo protein design

PS Huang, SE Boyken, D Baker - Nature, 2016 - nature.com
There are 20200 possible amino-acid sequences for a 200-residue protein, of which the
natural evolutionary process has sampled only an infinitesimal subset. De novo protein …

The importance of catalytic promiscuity for enzyme design and evolution

RB Leveson-Gower, C Mayer, G Roelfes - Nature Reviews Chemistry, 2019 - nature.com
The ability of one enzyme to catalyse multiple, mechanistically distinct transformations likely
played a crucial role in organisms' abilities to adapt to changing external stimuli in the past …

Single-sequence protein structure prediction using a language model and deep learning

R Chowdhury, N Bouatta, S Biswas, C Floristean… - Nature …, 2022 - nature.com
AlphaFold2 and related computational systems predict protein structure using deep learning
and co-evolutionary relationships encoded in multiple sequence alignments (MSAs) …

Systems metabolic engineering of microorganisms for natural and non-natural chemicals

JW Lee, D Na, JM Park, J Lee, S Choi… - Nature chemical biology, 2012 - nature.com
Growing concerns over limited fossil resources and associated environmental problems are
motivating the development of sustainable processes for the production of chemicals, fuels …

Computational protein design enables a novel one-carbon assimilation pathway

JB Siegel, AL Smith, S Poust… - Proceedings of the …, 2015 - National Acad Sciences
We describe a computationally designed enzyme, formolase (FLS), which catalyzes the
carboligation of three one-carbon formaldehyde molecules into one three-carbon …

Synthetic biology for the directed evolution of protein biocatalysts: navigating sequence space intelligently

A Currin, N Swainston, PJ Day, DB Kell - Chemical Society Reviews, 2015 - pubs.rsc.org
The amino acid sequence of a protein affects both its structure and its function. Thus, the
ability to modify the sequence, and hence the structure and activity, of individual proteins in …

Navigating the landscape of enzyme design: from molecular simulations to machine learning

J Zhou, M Huang - Chemical Society Reviews, 2024 - pubs.rsc.org
Global environmental issues and sustainable development call for new technologies for fine
chemical synthesis and waste valorization. Biocatalysis has attracted great attention as the …

Computational enzyme design

G Kiss, N Çelebi‐Ölçüm, R Moretti… - Angewandte Chemie …, 2013 - Wiley Online Library
Recent developments in computational chemistry and biology have come together in the
“inside‐out” approach to enzyme engineering. Proteins have been designed to catalyze …

Computational design of ligand-binding proteins with high affinity and selectivity

CE Tinberg, SD Khare, J Dou, L Doyle, JW Nelson… - Nature, 2013 - nature.com
The ability to design proteins with high affinity and selectivity for any given small molecule is
a rigorous test of our understanding of the physiochemical principles that govern molecular …

[HTML][HTML] Directed evolution of a selective and sensitive serotonin sensor via machine learning

EK Unger, JP Keller, M Altermatt, R Liang, A Matsui… - Cell, 2020 - cell.com
Serotonin plays a central role in cognition and is the target of most pharmaceuticals for
psychiatric disorders. Existing drugs have limited efficacy; creation of improved versions will …