Machine learning-guided protein engineering

P Kouba, P Kohout, F Haddadi, A Bushuiev… - ACS …, 2023 - ACS Publications
Recent progress in engineering highly promising biocatalysts has increasingly involved
machine learning methods. These methods leverage existing experimental and simulation …

Loop dynamics and the evolution of enzyme activity

M Corbella, GP Pinto, SCL Kamerlin - Nature Reviews Chemistry, 2023 - nature.com
In the early 2000s, Tawfik presented his 'New View'on enzyme evolution, highlighting the
role of conformational plasticity in expanding the functional diversity of limited repertoires of …

Engineering functional thermostable proteins using ancestral sequence reconstruction

RES Thomson, SE Carrera-Pacheco… - Journal of Biological …, 2022 - ASBMB
Natural proteins are often only slightly more stable in the native state than the denatured
state, and an increase in environmental temperature can easily shift the balance toward …

Engineering the protein dynamics of an ancestral luciferase

A Schenkmayerova, GP Pinto, M Toul, M Marek… - Nature …, 2021 - nature.com
Protein dynamics are often invoked in explanations of enzyme catalysis, but their design has
proven elusive. Here we track the role of dynamics in evolution, starting from the evolvable …

FireProt 2.0: web-based platform for the fully automated design of thermostable proteins

M Musil, A Jezik, J Horackova, S Borko… - Briefings in …, 2024 - academic.oup.com
Thermostable proteins find their use in numerous biomedical and biotechnological
applications. However, the computational design of stable proteins often results in single …

Catalytic mechanism for Renilla-type luciferases

A Schenkmayerova, M Toul, D Pluskal, R Baatallah… - Nature Catalysis, 2023 - nature.com
The widely used coelenterazine-powered Renilla luciferase was discovered over 40 years
ago, but the oxidative mechanism by which it generates blue photons remains unclear. Here …

Tools for computational design and high-throughput screening of therapeutic enzymes

M Vasina, J Velecký, J Planas-Iglesias… - Advanced Drug Delivery …, 2022 - Elsevier
Therapeutic enzymes are valuable biopharmaceuticals in various biomedical applications.
They have been successfully applied for fibrinolysis, cancer treatment, enzyme replacement …

Evolutionary adaptation from hydrolytic to oxygenolytic catalysis at the α/β-hydrolase fold

S Bui, S Gil-Guerrero, P van Der Linden… - Chemical …, 2023 - pubs.rsc.org
Protein fold adaptation to novel enzymatic reactions is a fundamental evolutionary process.
Cofactor-independent oxygenases degrading N-heteroaromatic substrates belong to the α/β …

Manipulating conformational dynamics to repurpose ancient proteins for modern catalytic functions

JM Gardner, M Biler, VA Risso, JM Sanchez-Ruiz… - ACS …, 2020 - ACS Publications
Conformational flexibility plays a critical role in enzyme function and regulation.
Conformational changes, which can occur on multiple length and time scales, facilitate, for …

[HTML][HTML] Impact of ancestral sequence reconstruction on mechanistic and structural enzymology

CR Nicoll, M Massari, MW Fraaije, ML Mascotti… - Current Opinion in …, 2023 - Elsevier
Ancestral sequence reconstruction (ASR) provides insight into the changes within a protein
sequence across evolution. More specifically, it can illustrate how specific amino acid …