Åqvist lab

Our research is focused on analysis and predictions of function and interactions of biological macromolecules using various computational and bioinformatical methods. Through the use of modern computational methods it is possible to perform large-scale simulations of biological macromolecules such as proteins and nucleic acids. We are especially interested in the energetics of ligand binding and biological catalysis. Current projects include studies enzyme evolution and adaptation to extreme environments as well as computational enzyme design.
Popular science presentation
Our research deals with design of new enzymes based on our understanding of how evolution has managed to create enzymes that can work under extreme conditions. This pertains, for example, to enzymes from different microorganisms that can function despite strong cold or heat, under very acidic conditions, under extremely high pressure or salt concentration. Also cold-adapted fishes that live near the freezing point of liquid water have enzymes that can catalyze chemical reactions despite the cold conditions. The amino acid sequences of cold- and warm-adapted orthologous enzymes are often very similar and there are a limited number of mutations that cause the adaptation to environmental conditions. It turns out that mutations that have to do with temperature optimization mainly are located on the surface of the enzyme. This knowledge has now led to our ability to design the enzyme temperature dependence through a combination of computation and biochemical experiments, which is of major biotechnological interest.
Research projects
Our projects are focused on computational design of new enzymes based on our understanding of existing ones from extremophilic species. We have been working with enzymes from psychrophilic (cold-adapted), mesophilic and thermophilic species and analyzed the structural and energetic origins of their catalytic temperature dependence, both by computer simulations and experiments. A major problem has been to explain how cold-adapted enzymes are able to work at low temperatures, where mesophilic and thermophilic enzymes have basically lost most of their activity. This involves calculations and experimental measurements of their catalytic rates, temperature optima and melting temperatures and we have now reached a point we are able to design these properties based on computations. It has led to our discovery that temperature adaptation is largely associated with mutations on the enzyme surface, which primarily modulate its flexibility. We could thus prove a direct connection between this phenomenon and the thermodynamic activation parameters of the catalyzed reaction, which in turn determine the temperature dependence of the rate. We have developed a unique computational approach during the last decade for attacking these problems by computer simulations and are now combining this with deep learning methods to design the temperature dependence of several types of enzyme reactions and validate the computational results by biochemical experiments. We have already succeeded with this type of computational design in a few cases. This also has many biotechnological applications and there is currently a huge interest in different types of extremophilic enzymes.
Group members
Publications
Part of Journal of Chemical Theory and Computation, p. 4191-4198, 2026
- DOI for Thermodynamic Activation Parameters for Chemical Reactions in Enzymes and Solution from Computer Simulations at a Single Temperature
- Download full text (pdf) of Thermodynamic Activation Parameters for Chemical Reactions in Enzymes and Solution from Computer Simulations at a Single Temperature
Computational Design of Highly Efficient Cold-Adapted Enzymes with Elevated Temperature Optima
Part of ACS Catalysis, p. 11257-11265, 2025
- DOI for Computational Design of Highly Efficient Cold-Adapted Enzymes with Elevated Temperature Optima
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Part of Journal of Physical Chemistry B, p. 12422-12431, 2025
- DOI for l-DOPA-Containing Protein Autoxidation: An Empirical Valence Bond Simulation of the Rate-Limiting Step
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The need to implement FAIR principles in biomolecular simulations
Part of Nature Methods, p. 641-645, 2025
Part of Journal of Chemical Theory and Computation, p. 451-458, 2024
- DOI for Accurate Computation of Thermodynamic Activation Parameters in the Chorismate Mutase Reaction from Empirical Valence Bond Simulations
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Why Do Empirical Valence Bond Simulations Yield Accurate Arrhenius Plots?
Part of Journal of Chemical Theory and Computation, p. 2582-2591, 2024
- DOI for Why Do Empirical Valence Bond Simulations Yield Accurate Arrhenius Plots?
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Computational design of the temperature optimum of an enzyme reaction
Part of Science Advances, 2023
- DOI for Computational design of the temperature optimum of an enzyme reaction
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Efficient Empirical Valence Bond Simulations with GROMACS
Part of Journal of Chemical Theory and Computation, p. 6037-6045, 2023
- DOI for Efficient Empirical Valence Bond Simulations with GROMACS
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Part of Molecular biology and evolution, 2023
- DOI for Principles of Cold Adaptation of Fish Lactate Dehydrogenases Revealed by Computer Simulations of the Catalytic Reaction
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Part of ACS Catalysis, p. 10007-10009, 2023
- DOI for Reply to Comment on: "Computer Simulations Reveal an Entirely Entropic Activation Barrier for the Chemical Step in a Designer Enzyme"
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Calculation of Heat Capacity Changes in Enzyme Catalysis and Ligand Binding
Part of Journal of Chemical Theory and Computation, p. 6345-6353, 2022
- DOI for Calculation of Heat Capacity Changes in Enzyme Catalysis and Ligand Binding
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Part of ACS Catalysis, p. 1452-1460, 2022
- DOI for Computer Simulations Reveal an Entirely Entropic Activation Barrier for the Chemical Step in a Designer Enzyme
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Structure and Mechanism of a Cold-Adapted Bacterial Lipase
Part of Biochemistry, p. 933-942, 2022
- DOI for Structure and Mechanism of a Cold-Adapted Bacterial Lipase
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Part of Biochemistry, p. 514-522, 2022
Part of Journal of Medicinal Chemistry, p. 458-480, 2021
Part of PloS Computational Biology, 2021
- DOI for Deciphering conformational selectivity in the A(2A) adenosine G protein-coupled receptor by free energy simulations
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Part of Frontiers in Molecular Biosciences, 2021
- DOI for Structural Basis of Inhibition of Human Insulin-Regulated Aminopeptidase (IRAP) by Benzopyran-based Inhibitors
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Structure and mechanism of a phage-encoded SAM lyase revises catalytic function of enzyme family
Part of eLIFE, 2021
- DOI for Structure and mechanism of a phage-encoded SAM lyase revises catalytic function of enzyme family
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Part of Biochemistry, p. 2186-2194, 2021
Computer simulations explain the anomalous temperature optimum in a cold-adapted enzyme
Part of Nature Communications, 2020
- DOI for Computer simulations explain the anomalous temperature optimum in a cold-adapted enzyme
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Part of ACS Catalysis, p. 15019-15032, 2020
- DOI for Dissecting the Mechanism of (R)-3-Hydroxybutyrate Dehydrogenase by Kinetic Isotope Effects, Protein Crystallography, and Computational Chemistry
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Part of Biomolecules, 2020
- DOI for Evolution of Angiotensin Peptides and Peptidomimetics as Angiotensin II Receptor Type 2 (AT2) Receptor Agonists
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Hidden conformational states and strange temperature optima in enzyme catalysis
Part of Biochemistry, p. 3844-3855, 2020
- DOI for Hidden conformational states and strange temperature optima in enzyme catalysis
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Macrocyclic Peptidomimetics as Inhibitors of Insulin-Regulated Aminopeptidase (IRAP)
Part of RSC Medicinal chemistry, p. 234-244, 2020
Part of ChemistryOpen, p. 325-337, 2020
- DOI for Synthesis, Evaluation and Proposed Binding Pose of Substituted Spiro-Oxindole Dihydroquinazolinones as IRAP Inhibitors
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Part of Angewandte Chemie International Edition, p. 16536-16543, 2020
Part of ChemistryOpen, p. 114-125, 2019
- DOI for A Series of Analogues to the AT2R Prototype Antagonist C38 Allow Fine Tuning of the Previously Reported Antagonist Binding Mode
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Free energy calculations of RNA interactions
Part of Methods, p. 85-95, 2019
Inhibition of translation termination by small molecules targeting ribosomal release factors
Part of Scientific Reports, 2019
- DOI for Inhibition of translation termination by small molecules targeting ribosomal release factors
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Principles of tRNA(Ala) Selection by Alanyl-tRNA Synthetase Based on the Critical G3.U70 Base Pair
Part of ACS Omega, p. 15539-15548, 2019
- DOI for Principles of tRNA(Ala) Selection by Alanyl-tRNA Synthetase Based on the Critical G3.U70 Base Pair
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QligFEP: an automated workflow for small molecule free energy calculations in Q
Part of Journal of Cheminformatics, 2019
- DOI for QligFEP: an automated workflow for small molecule free energy calculations in Q
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QresFEP: An Automated Protocol for Free Energy Calculations of Protein Mutations in Q
Part of Journal of Chemical Theory and Computation, p. 5461-5473, 2019
Towards Rational Computational Engineering of Psychrophilic Enzymes
Part of Scientific Reports, 2019
- DOI for Towards Rational Computational Engineering of Psychrophilic Enzymes
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Catalytic Adaptation of Psychrophilic Elastase
Part of Biochemistry, p. 2984-2993, 2018
Part of Proceedings of the National Academy of Sciences of the United States of America, p. 4649-4654, 2018
Part of Molecular Pharmacology, p. 323-334, 2018
- DOI for Elucidation of the Binding Mode of the Carboxyterminal Region of Peptide YY to the Human Y-2 Receptor
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Mechanistic alternatives for peptide bond formation on the ribosome
Part of Nucleic Acids Research, p. 5345-5354, 2018
- DOI for Mechanistic alternatives for peptide bond formation on the ribosome
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Molecular mechanisms in the selectivity of nonsteroidal anti-inflammatory drugs
Part of Biochemistry, p. 1236-1248, 2018
Q6: A comprehensive toolkit for empirical valence bond and related free energy calculations
Part of SoftwareX, p. 388-395, 2018
- DOI for Q6: A comprehensive toolkit for empirical valence bond and related free energy calculations
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Structural Basis of Inhibition of Human Insulin-Regulated Aminopeptidase (IRAP) by Aryl Sulfonamides
Part of ACS Omega, p. 4509-4521, 2018
- DOI for Structural Basis of Inhibition of Human Insulin-Regulated Aminopeptidase (IRAP) by Aryl Sulfonamides
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A close-up view of codon selection in eukaryotic initiation
Part of RNA Biology, p. 815-819, 2017
Cold Adaptation of Triosephosphate Isomerase
Part of Biochemistry, p. 4169-4176, 2017
Part of Journal of Medicinal Chemistry, p. 7502-7511, 2017
Origin of the omnipotence of eukaryotic release factor 1
Part of Nature Communications, 2017
- DOI for Origin of the omnipotence of eukaryotic release factor 1
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Probing the Time Dependency of Cyclooxygenase-1 Inhibitors by Computer Simulations
Part of Biochemistry, p. 1911-1920, 2017
Structure-Based Design of Potent and Selective Ligands at the Four Adenosine Receptors
Part of Molecules, 2017
- DOI for Structure-Based Design of Potent and Selective Ligands at the Four Adenosine Receptors
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Part of Scientific Reports, 2017
- DOI for The GPR139 reference agonists 1a and 7c, and tryptophan and phenylalanine share a common binding site
- Download full text (pdf) of The GPR139 reference agonists 1a and 7c, and tryptophan and phenylalanine share a common binding site
Thermodynamics of the Purine Nucleoside Phosphorylase Reaction Revealed by Computer Simulations
Part of Biochemistry, p. 306-312, 2017
Part of ACS Chemical Neuroscience, p. 1383-1392, 2016
Part of Molecular Pharmacology, p. 413-424, 2016
Q - our Molecular dynamics program
Q is a molecular dynamics package designed for free energy calculations in biomolecular systems.
The website for the package is found at:
And the full code under git versioning can be found at github under a GPL Version 2 License at:
A set of tutorials for starting simulations is also versioned at github and found here: