The E factor at 30: a passion for pollution prevention

RA Sheldon - Green Chemistry, 2023 - pubs.rsc.org
The introduction of the E Factor in 1992 focussed attention on the problem of waste
generation, defined as everything but the desired product, in chemicals manufacture and …

Recent trends in biocatalysis

D Yi, T Bayer, CPS Badenhorst, S Wu… - Chemical Society …, 2021 - pubs.rsc.org
Biocatalysis has undergone revolutionary progress in the past century. Benefited by the
integration of multidisciplinary technologies, natural enzymatic reactions are constantly …

Power of biocatalysis for organic synthesis

CK Winkler, JH Schrittwieser, W Kroutil - ACS central science, 2021 - ACS Publications
Biocatalysis, using defined enzymes for organic transformations, has become a common
tool in organic synthesis, which is also frequently applied in industry. The generally high …

Machine learning in enzyme engineering

S Mazurenko, Z Prokop, J Damborsky - ACS Catalysis, 2019 - ACS Publications
Enzyme engineering plays a central role in developing efficient biocatalysts for
biotechnology, biomedicine, and life sciences. Apart from classical rational design and …

The crucial role of methodology development in directed evolution of selective enzymes

G Qu, A Li, CG Acevedo‐Rocha, Z Sun… - Angewandte Chemie …, 2020 - Wiley Online Library
Directed evolution of stereo‐, regio‐, and chemoselective enzymes constitutes a unique way
to generate biocatalysts for synthetically interesting transformations in organic chemistry and …

The Hitchhiker's guide to biocatalysis: recent advances in the use of enzymes in organic synthesis

RA Sheldon, D Brady, ML Bode - Chemical science, 2020 - pubs.rsc.org
Enzymes are excellent catalysts that are increasingly being used in industry and academia.
This perspective is primarily aimed at synthetic organic chemists with limited experience …

Advances in ultrahigh-throughput screening for directed enzyme evolution

U Markel, KD Essani, V Besirlioglu, J Schiffels… - Chemical Society …, 2020 - pubs.rsc.org
Enzymes are versatile catalysts and their synthetic potential has been recognized for a long
time. In order to exploit their full potential, enzymes often need to be re-engineered or …

Advances in machine learning for directed evolution

BJ Wittmann, KE Johnston, Z Wu, FH Arnold - Current opinion in structural …, 2021 - Elsevier
Machine learning (ML) can expedite directed evolution by allowing researchers to move
expensive experimental screens in silico. Gathering sequence-function data for training ML …

Informed training set design enables efficient machine learning-assisted directed protein evolution

BJ Wittmann, Y Yue, FH Arnold - Cell systems, 2021 - cell.com
Directed evolution of proteins often involves a greedy optimization in which the mutation in
the highest-fitness variant identified in each round of single-site mutagenesis is fixed. The …

Expanding the enzyme universe with genetically encoded unnatural amino acids

I Drienovská, G Roelfes - Nature Catalysis, 2020 - nature.com
The emergence of robust methods to expand the genetic code allows incorporation of non-
canonical amino acids into the polypeptide chain of proteins, thus making it possible to …