Bayesian optimization for enzyme-catalyzed, site-selective acetylation of carbohydrate OH groups
Related Experiment Video
Updated: Nov 6, 2026

A Facile Protocol to Generate Site-Specifically Acetylated Proteins in Escherichia Coli
Published on: December 9, 2017
Katrina H Ruzicka1, Matthew T Zambri1, Jolene P Reid2
1Department of Chemistry, University of Toronto 80 St. George St. Toronto Ontario M5S 3H6 Canada jreid@chem.ubc.ca.
Abstract:
In this study, we employ Bayesian optimization to identify conditions for enzyme-catalyzed, site-selective esterifications of pyranoside derivatives. Our findings indicate that Bayesian algorithms facilitate these challenging optimizations, which involve simultaneous variation of enzyme identity, solvent, acyl donor loading, time and temperature, across a range of substrates with various configurations, protective groups and anomeric substituents. Using the experimental optimization data obtained for eighteen pyranoside substrates, we evaluate models for yield prediction and explore approaches for 'warm-starting' optimizations of previously unseen substrates. Products of the method are applied in photocatalytic hydrogen atom transfer reactions to generate ketodeoxy sugars.
More Related Videos
Related Concept Videos
Allosteric Proteins-ATCase
Aspartate transcarbamoylase (ATCase) is a cytosolic enzyme that catalyzes the condensation of L-aspartate and carbamoyl phosphate to N-carbamoyl-L-aspartate. This reaction is the first step in pyrimidine biosynthesis. UTP and CTP, the end products of the pyrimidine synthesis pathway,...
Enzyme Inhibition
Ligand Binding and Linkage
Phase II Reactions: Acetylation Reactions
The substrates for acetylation are typically drugs or their metabolites with an amino, sulfonamide, or hydrazine functional group. Acetylation can occur at several points in the drug molecule, including primary, secondary, and...
Alkylation of β-Ketoester Enolates: Acetoacetic Ester Synthesis
Allosteric Regulation

