Algorithm-assisted enzyme engineering
Screening large libraries is a significant bottleneck in the evolution of proteins. We are exploring the feasibility of using machine learning to identify more active variants in the vast protein space by learning sequence to function relationships on a small subset of all possible combinations.
Automation-assisted enzyme engineering
The screening of large enzyme libraries is very labor-intensive and thus represents a significant bottleneck in the optimization of proteins. Our customized robotic platform allows us to automate the screening workflow, from growing the relevant bacterial strains to performing the biocatalytic assays.
Modification of unactivated C-H bonds often challenges organic synthesis. With the aim to provide a versatile biocatalytic C-H functionalization toolbox, we explore the biocatalytic potential of Fe(II)/2-oxoglutarate dependent oxygenases. This enzyme family catalyzes a diverse set of biologically important reactions including hydroxylations, desaturations and oxidations at the expense of the co-factor 2-oxoglutarate. To broaden the enzyme’s applicability, we apply enzyme engineering to develop suitable green biocatalysts able to perform desired modifications on valuable non-native substrates.
Halogenation is a transformation not often explored for industrial processes due to typically difficult-to-handle reaction conditions. Biocatalytic halogenations thus offer an elegant avenue toward the safe and selective installation of halogen atoms into bioactive molecules. Current halogenating enzymes, however, very often suffer from instability and a narrow substrate scope. We address these drawbacks by enzyme engineering and thus alter the selected enzymes’ properties in order to prepare robust and broad-use biocatalysts for aliphatic and aromatic halogenations for academic and industrial use.
SHCs catalyze one of the most complex biochemical reactions, the cyclisation of squalene to hopene and hopanol by incorporation of five novel C-C bonds. Furthermore, these enzymes were found to exhibit a large degree of promiscuity towards industrially relevant conversions in the flavor and fragrance segment. We have generated a diverse toolbox of SHCs including novel and/or thermophilic enzymes and are currently exploring the substrate and reaction scope of these enzymes and are further optimizing them by directed evolution.
- Peters et al., 2019 Z. Naturforsch. C 74: 63
Ene-reductases catalyze the asymmetric reduction of activated C=C bonds generating up to two new stereo centers. Our toolbox of ene-reductases is constantly increasing and tested for modification of chemical compounds of interest for the chemical industry.
Antibiotic resistant bacteria are on the rise and pose a major threat to global health. Antimicrobial peptides are promising compounds to tackle this crisis, but their clinical application is limited because of rapid degradation. (Bio)chemical modifications can result in more stable and active peptides circumventing these drawbacks. Together with Rémy Bruggmann and Vincent Perreten (University of Bern), we are developing a toolbox of enzymatic epimerases capable of carrying out specific peptide modifications.
Plastic has become an indispensable part of our everyday life. Its increased production and use, however, accelerates the accumulation of plastic waste, a burden on the environment and human health. Enzymatic PET degradation has emerged as a green alternative in PET recycling and, if further improved, may become a more widely applicable strategy for general plastic waste management.
- Papadopoulou et al., 2019 Chimia 73: 743