Epistasis and intramolecular networks in protein evolution
Proteins are molecular machines composed of complex, highly connected amino acid
networks. Their functional optimization requires the reorganization of these intramolecular …
networks. Their functional optimization requires the reorganization of these intramolecular …
Exploring and learning the universe of protein allostery using artificial intelligence augmented biophysical and computational approaches
Allosteric mechanisms are commonly employed regulatory tools used by proteins to
orchestrate complex biochemical processes and control communications in cells. The …
orchestrate complex biochemical processes and control communications in cells. The …
Development of epistatic YES and AND protein logic gates and their assembly into signalling cascades
The construction and assembly of artificial allosteric protein switches into information and
energy processing networks connected to both biological and non-biological systems is a …
energy processing networks connected to both biological and non-biological systems is a …
Protein engineering via Bayesian optimization-guided evolutionary algorithm and robotic experiments
Directed protein evolution applies repeated rounds of genetic mutagenesis and phenotypic
screening and is often limited by experimental throughput. Through in silico prioritization of …
screening and is often limited by experimental throughput. Through in silico prioritization of …
Evolutionary insights into the stereoselectivity of imine reductases based on ancestral sequence reconstruction
XX Zhu, WQ Zheng, ZW Xia, XR Chen, T Jin… - Nature …, 2024 - nature.com
The stereoselectivity of enzymes plays a central role in asymmetric biocatalytic reactions, but
there remains a dearth of evolution-driven biochemistry studies investigating the …
there remains a dearth of evolution-driven biochemistry studies investigating the …
Deep mutational scanning and machine learning reveal structural and molecular rules governing allosteric hotspots in homologous proteins
A fundamental question in protein science is where allosteric hotspots–residues critical for
allosteric signaling–are located, and what properties differentiate them. We carried out deep …
allosteric signaling–are located, and what properties differentiate them. We carried out deep …
Probing conformational landscapes and mechanisms of allosteric communication in the functional states of the ABL kinase domain using multiscale simulations and …
In the current study, multiscale simulation approaches and dynamic network methods are
employed to examine the dynamic and energetic details of conformational landscapes and …
employed to examine the dynamic and energetic details of conformational landscapes and …
Tailoring industrial enzymes for thermostability and activity evolution by the machine learning-based iCASE strategy
N Zheng, Y Cai, Z Zhang, H Zhou, Y Deng, S Du… - Nature …, 2025 - nature.com
The pursuit of obtaining enzymes with high activity and stability remains a grail in enzyme
evolution due to the stability-activity trade-off. Here, we develop an isothermal …
evolution due to the stability-activity trade-off. Here, we develop an isothermal …
[HTML][HTML] Rheostats, toggles, and neutrals, Oh my! A new framework for understanding how amino acid changes modulate protein function.
L Swint-Kruse, AW Fenton - Journal of Biological Chemistry, 2024 - Elsevier
Advances in personalized medicine and protein engineering require accurately predicting
outcomes of amino acid substitutions. Many algorithms correctly predict that evolutionarily …
outcomes of amino acid substitutions. Many algorithms correctly predict that evolutionarily …
Identifying LasR Quorum Sensors with Improved Signal Specificity by Mapping the Sequence–Function Landscape
Programmable intercellular signaling using components of naturally occurring quorum
sensing can allow for coordinated functions to be engineered in microbial consortia. LuxR …
sensing can allow for coordinated functions to be engineered in microbial consortia. LuxR …