Characterization of Promiscuity and Specificity in Proteases
Characterization of Promiscuity and Specificity in Proteases
Matching Funds - Tirol
Disciplines
Computer Sciences (100%)
Keywords
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Computer Simulations,
Conformational Selection,
Enhanced Sampling,
Markov state models,
Grid Inhomogeneous Solvation Theory
Proteins form the central machinery of life. They interact with other biomolecules to perform nearly all important tasks in living cells. Some of these interactions have to be precisely governed specifically towards individual interaction partners whereas others are much more universal. In this way proteins are the essentials tools of our body. Some of these tools are very specialized whereas other serve much more general purposes. This project focuses on proteases. Proteases are protein-tools in this machinery that are responsible for cutting other proteins and peptides. Evolution has reinvented proteases many times, surprisingly coming up with similar solutions over and over again. Nearly three percent of our genes code for the 560 different proteases in our body. Many drugs inhibit proteases, e.g., to control blood coagulation, to treat hypertension and diabetes, to fight cancer and to combat viral diseases like HIV or Hepatitis C. On the one hand, there are proteases, like the ones responsible for digestion, which are designed by evolution to be nearly universal cutting tools. On the other hand, there are proteases, which are so extremely specialized, that only a single substrate, which is cut by these proteases, could be found yet. Surprisingly in a static view, these very universal and very specialized proteases do have nearly identical structures. There are strong hints that major differences can only be identified by looking at dynamic properties of these proteases, i.e., their flexibility. Flexible proteases might be more promiscuous, as they could adapt to a larger number of interaction partners, whereas rigid proteases could be more specific. Ideal techniques to analyze flexibility are computer simulations of the proteases dynamics. The project aims at systematically characterizing flexibility and other important physics-based properties which are responsible for promiscuity and specificity of two sets of proteases, which have a very similar structure but very different binding specificities. Ultimately we envisage that this characterization can be transferred to other biomolecular interfaces to predict their promiscuity and specificity. This would help to understand many biochemically processes and might be used to optimize the specificity of biopharmaceuticals.
A varying degree of promiscuity and specificity of protein interfaces for binding partners is fundamental to many biological processes. Prototypic large protein families that are well known to comprise both rather promiscuous and rather specific members are, e.g., antibodies, kinases and proteases. In all these cases, the degree of specificity and promiscuity is decisive and fundamental for the proteins' biological functions. In the project we have focused on proteases and the study of their interface properties. Proteases cleave the peptide bond between amino acids and perform a wide variety of biochemical functions, comprising central roles in seemingly very different aspects of life ranging, e.g., from signaling cascades over key aspects of the immune system and programmed cell death to digestion. Although these very different functions imply vast differences in specificity and promiscuity, they are usually performed by remarkably similar proteases. Efficient and reliable techniques have been developed to characterize substrate preferences of proteases, resulting in the construction of MEROPS, a large proteases' substrate database. Proteases bind their peptide substrates in a rather linear binding cleft in a beta-strand like conformation. This linear binding cleft recognizes side chains of the peptide towards the N- and C-terminal end of the peptide with a varying degree of tolerance. We have developed methods to quantify and compare this tolerance and to localize the areas of promiscuity and specificity in the binding cleft. We have developed different computational techniques to unravel the physicochemical principles underlying differences in promiscuity within the binding cleft of individual proteases and differences in substrate specificities of seemingly similar proteases. We have focused on enthalpic and entropic features of the binding interfaces as well as on differences in solvation in order to characterize and rationalize differences within and inbetween proteases. Therefore, we have combined enhanced sampling techniques for computer simulations and Markov state models with grid-based methods and inhomogeneous solvation theory. The results have helped to provide detailed understanding and a comprehensive picture of characteristics of protease promiscuity and specificity.
- Universität Innsbruck - 100%
Research Output
- 1122 Citations
- 51 Publications
- 5 Datasets & models
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2021
Title Ensembles in solution as a new paradigm for antibody structure prediction and design DOI 10.1080/19420862.2021.1923122 Type Journal Article Author Fernández-Quintero M Journal mAbs Pages 1923122 Link Publication -
2021
Title Germline-Dependent Antibody Paratope States and Pairing Specific VH-VL Interface Dynamics DOI 10.3389/fimmu.2021.675655 Type Journal Article Author Fernández-Quintero M Journal Frontiers in Immunology Pages 675655 Link Publication -
2021
Title Mutation of Framework Residue H71 Results in Different Antibody Paratope States in Solution DOI 10.3389/fimmu.2021.630034 Type Journal Article Author Fernández-Quintero M Journal Frontiers in Immunology Pages 630034 Link Publication -
2021
Title Shark Antibody Variable Domains Rigidify Upon Affinity Maturation—Understanding the Potential of Shark Immunoglobulins as Therapeutics DOI 10.3389/fmolb.2021.639166 Type Journal Article Author Fernández-Quintero M Journal Frontiers in Molecular Biosciences Pages 639166 Link Publication -
2021
Title OCD.py - Characterizing immunoglobulin inter-domain orientations DOI 10.1101/2021.03.15.435379 Type Preprint Author Hoerschinger V Pages 2021.03.15.435379 Link Publication -
2021
Title X-Entropy: A Parallelized Kernel Density Estimator with Automated Bandwidth Selection to Calculate Entropy DOI 10.1021/acs.jcim.0c01375 Type Journal Article Author Kraml J Journal Journal of Chemical Information and Modeling Pages 1533-1538 Link Publication -
2021
Title Conformational Shifts of Stacked Heteroaromatics: Vacuum vs. Water Studied by Machine Learning DOI 10.3389/fchem.2021.641610 Type Journal Article Author Loeffler J Journal Frontiers in Chemistry Pages 641610 Link Publication -
2020
Title Polarizable and non-polarizable force fields: Protein folding, unfolding, and misfolding DOI 10.1063/5.0022135 Type Journal Article Author Kamenik A Journal The Journal of Chemical Physics Pages 185102 Link Publication -
2020
Title The interplay of VSCF/VCI calculations and matrix-isolation IR spectroscopy – Mid infrared spectrum of CH3CH2F and CD3CD2F DOI 10.1016/j.jms.2019.111224 Type Journal Article Author Dinu D Journal Journal of Molecular Spectroscopy Pages 111224 Link Publication -
2020
Title Sodium-induced population shift drives activation of thrombin DOI 10.1038/s41598-020-57822-0 Type Journal Article Author Kahler U Journal Scientific Reports Pages 1086 Link Publication -
2019
Title Characterizing the Diversity of the CDR-H3 Loop Conformational Ensembles in Relationship to Antibody Binding Properties DOI 10.3389/fimmu.2018.03065 Type Journal Article Author Fernández-Quintero M Journal Frontiers in Immunology Pages 3065 Link Publication -
2019
Title Solvation Free Energy as a Measure of Hydrophobicity: Application to Serine Protease Binding Interfaces DOI 10.1021/acs.jctc.9b00742 Type Journal Article Author Kraml J Journal Journal of Chemical Theory and Computation Pages 5872-5882 Link Publication -
2019
Title Transitions of CDR-L3 Loop Canonical Cluster Conformations on the Micro-to-Millisecond Timescale DOI 10.3389/fimmu.2019.02652 Type Journal Article Author Fernández-Quintero M Journal Frontiers in Immunology Pages 2652 Link Publication -
2019
Title Antibody humanization—the Influence of the antibody framework on the CDR-H3 loop ensemble in solution DOI 10.1093/protein/gzaa004 Type Journal Article Author Fernández-Quintero M Journal Protein Engineering, Design and Selection Pages 411-422 Link Publication -
2019
Title Conformational selection of allergen-antibody complexes—surface plasticity of paratopes and epitopes DOI 10.1093/protein/gzaa014 Type Journal Article Author Fernández-Quintero M Journal Protein Engineering, Design and Selection Pages 513-523 Link Publication -
2018
Title Electrostatic recognition in substrate binding to serine proteases DOI 10.1002/jmr.2727 Type Journal Article Author Waldner B Journal Journal of Molecular Recognition Link Publication -
2020
Title Conformational Ensembles of Antibodies Determine Their Hydrophobicity DOI 10.1016/j.bpj.2020.11.010 Type Journal Article Author Waibl F Journal Biophysical Journal Pages 143-157 Link Publication -
2020
Title On the synergy of matrix-isolation infrared spectroscopy and vibrational configuration interaction computations DOI 10.1007/s00214-020-02682-0 Type Journal Article Author Dinu D Journal Theoretical Chemistry Accounts Pages 174 Link Publication -
2020
Title Antibodies exhibit multiple paratope states influencing VH–VL domain orientations DOI 10.1038/s42003-020-01319-z Type Journal Article Author Fernández-Quintero M Journal Communications Biology Pages 589 Link Publication -
2020
Title Polyreactive Broadly Neutralizing B cells Are Selected to Provide Defense against Pandemic Threat Influenza Viruses DOI 10.1016/j.immuni.2020.10.005 Type Journal Article Author Guthmiller J Journal Immunity Link Publication -
2020
Title Protein-Protein Binding as a Two-Step Mechanism: Preselection of Encounter Poses during the Binding of BPTI and Trypsin DOI 10.1016/j.bpj.2020.06.032 Type Journal Article Author Kahler U Journal Biophysical Journal Pages 652-666 Link Publication -
2020
Title T-Cell Receptor CDR3 Loop Conformations in Solution Shift the Relative Va-Vß Domain Distributions DOI 10.3389/fimmu.2020.01440 Type Journal Article Author Fernández-Quintero M Journal Frontiers in Immunology Pages 1440 Link Publication -
2020
Title Solvation Thermodynamics in Different Solvents: Water–Chloroform Partition Coefficients from Grid Inhomogeneous Solvation Theory DOI 10.1021/acs.jcim.0c00289 Type Journal Article Author Kraml J Journal Journal of Chemical Information and Modeling Pages 3843-3853 Link Publication -
2020
Title Macrocycle Cell Permeability Measured by Solvation Free Energies in Polar and Apolar Environments DOI 10.1021/acs.jcim.0c00280 Type Journal Article Author Kamenik A Journal Journal of Chemical Information and Modeling Pages 3508-3517 Link Publication -
2020
Title Local and Global Rigidification Upon Antibody Affinity Maturation DOI 10.3389/fmolb.2020.00182 Type Journal Article Author Fernández-Quintero M Journal Frontiers in Molecular Biosciences Pages 182 Link Publication -
2020
Title Decomposing anharmonicity and mode-coupling from matrix effects in the IR spectra of matrix-isolated carbon dioxide and methane DOI 10.1039/d0cp02121k Type Journal Article Author Dinu D Journal Physical Chemistry Chemical Physics Pages 17932-17947 Link Publication -
2019
Title CDR-H3 loop ensemble in solution – conformational selection upon antibody binding DOI 10.1080/19420862.2019.1618676 Type Journal Article Author Fernández-Quintero M Journal mAbs Pages 1077-1088 Link Publication -
2020
Title Charge Anisotropy of Nitrogen: Where Chemical Intuition Fails DOI 10.1021/acs.jctc.0c00204 Type Journal Article Author Spinn A Journal Journal of Chemical Theory and Computation Pages 4443-4453 Link Publication -
2020
Title Catalytic Site pK a Values of Aspartic, Cysteine, and Serine Proteases: Constant pH MD Simulations DOI 10.1021/acs.jcim.0c00190 Type Journal Article Author Hofer F Journal Journal of Chemical Information and Modeling Pages 3030-3042 Link Publication -
2020
Title T-Cell Receptor Variable ß Domains Rigidify During Affinity Maturation DOI 10.1038/s41598-020-61433-0 Type Journal Article Author Fernández-Quintero M Journal Scientific Reports Pages 4472 Link Publication -
2020
Title Surprisingly Fast Interface and Elbow Angle Dynamics of Antigen-Binding Fragments DOI 10.3389/fmolb.2020.609088 Type Journal Article Author Fernández-Quintero M Journal Frontiers in Molecular Biosciences Pages 609088 Link Publication -
2020
Title Antibody CDR loops as ensembles in solution vs. canonical clusters from X-ray structures DOI 10.1080/19420862.2020.1744328 Type Journal Article Author Fernández-Quintero M Journal mAbs Pages 1744328 Link Publication -
2019
Title Morpholine-based buffers activate aerobic photobiocatalysis via spin correlated ion pair formation DOI 10.1039/c8cy02524j Type Journal Article Author Gonçalves L Journal Catalysis Science & Technology Pages 1365-1371 Link Publication -
2022
Title Explicit solvation thermodynamics in ionic solution: extending grid inhomogeneous solvation theory to solvation free energy of salt–water mixtures DOI 10.1007/s10822-021-00429-y Type Journal Article Author Waibl F Journal Journal of Computer-Aided Molecular Design Pages 101-116 Link Publication -
2022
Title Nanobody Paratope Ensembles in Solution Characterized by MD Simulations and NMR DOI 10.3390/ijms23105419 Type Journal Article Author Fernández-Quintero M Journal International Journal of Molecular Sciences Pages 5419 Link Publication -
2022
Title Grid inhomogeneous solvation theory for cross-solvation in rigid solvents DOI 10.1063/5.0087549 Type Journal Article Author Waibl F Journal The Journal of Chemical Physics Pages 204101 Link Publication -
2022
Title Comparison of hydrophobicity scales for predicting biophysical properties of antibodies DOI 10.3389/fmolb.2022.960194 Type Journal Article Author Waibl F Journal Frontiers in Molecular Biosciences Pages 960194 Link Publication -
2022
Title The influence of antibody humanization on shark variable domain (VNAR) binding site ensembles DOI 10.3389/fimmu.2022.953917 Type Journal Article Author Fernández-Quintero M Journal Frontiers in Immunology Pages 953917 Link Publication -
2021
Title Paratope states in solution improve structure prediction and docking DOI 10.1016/j.str.2021.11.001 Type Journal Article Author Fernández-Quintero M Journal Structure Link Publication -
2021
Title Correcting cis-trans-transgressions in macromolecular structure models DOI 10.1111/febs.15884 Type Journal Article Author Waibl F Journal The FEBS Journal Pages 2793-2804 -
2019
Title Coil–Globule Transition Thermodynamics of Poly(N-isopropylacrylamide) DOI 10.1021/acs.jpcb.9b06125 Type Journal Article Author Podewitz M Journal The Journal of Physical Chemistry B Pages 8838-8847 -
2019
Title Toward Elimination of Discrepancies between Theory and Experiment: Anharmonic Rotational–Vibrational Spectrum of Water in Solid Noble Gas Matrices DOI 10.1021/acs.jpca.9b07221 Type Journal Article Author Dinu D Journal The Journal of Physical Chemistry A Pages 8234-8242 Link Publication -
2019
Title Hydration of Aromatic Heterocycles as an Adversary of p-Stacking DOI 10.1021/acs.jcim.9b00395 Type Journal Article Author Loeffler J Journal Journal of Chemical Information and Modeling Pages 4209-4219 Link Publication -
2022
Title CDR loop interactions can determine heavy and light chain pairing preferences in bispecific antibodies DOI 10.1080/19420862.2021.2024118 Type Journal Article Author Fernández-Quintero M Journal mAbs Pages 2024118 Link Publication -
2022
Title Comparing Antibody Interfaces to Inform Rational Design of New Antibody Formats DOI 10.3389/fmolb.2022.812750 Type Journal Article Author Fernández-Quintero M Journal Frontiers in Molecular Biosciences Pages 812750 Link Publication -
2020
Title pH-Induced Local Unfolding of the Phl p 6 Pollen Allergen From cpH-MD. DOI 10.3389/fmolb.2020.603644 Type Journal Article Author Hofer F Journal Frontiers in molecular biosciences Pages 603644 -
2020
Title STACKED – Solvation Theory of Aromatic Complexes as Key for Estimating Drug Binding DOI 10.1021/acs.jcim.9b01165 Type Journal Article Author Loeffler J Journal Journal of Chemical Information and Modeling Pages 2304-2313 Link Publication -
2020
Title Dynamics Rationalize Proteolytic Susceptibility of the Major Birch Pollen Allergen Bet v 1 DOI 10.3389/fmolb.2020.00018 Type Journal Article Author Kamenik A Journal Frontiers in Molecular Biosciences Pages 18 Link Publication -
2020
Title Hydration thermodynamics of cytosolic phospholipase A2 GIVA predict its membrane-associated parts and its highly hydrated binding site DOI 10.1080/07391102.2020.1733665 Type Journal Article Author Vasilakaki S Journal Journal of Biomolecular Structure and Dynamics Pages 953-959 Link Publication -
2020
Title VH-VL interdomain dynamics observed by computer simulations and NMR DOI 10.1002/prot.25872 Type Journal Article Author Fernández-Quintero M Journal Proteins: Structure, Function, and Bioinformatics Pages 830-839 Link Publication -
2015
Title On shift radix systems over imaginary quadratic euclidean domains DOI 10.14232/actacyb.22.2.2015.14 Type Journal Article Author Petho A Journal Acta Cybernetica Pages 485-498 Link Publication
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2022
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Title GFP Nanobody NMR Structure DOI 10.13018/bmr31020 Type Database/Collection of data Public Access Link Link -
2020
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Title Data Set to 'Sodium-induced population shift drives activation of thrombin' DOI 10.5281/zenodo.3688506 Type Database/Collection of data Public Access Link Link -
2020
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Title Data Set to 'Sodium-induced population shift drives activation of thrombin' DOI 10.5281/zenodo.3688505 Type Database/Collection of data Public Access Link Link -
2019
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Title Supporting data for 'Key structural features, thermodynamics and kinetics along the pathway between active and inactive forms of thrombin' DOI 10.5281/zenodo.2598542 Type Database/Collection of data Public Access Link Link -
2019
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Title Supporting data for 'Key structural features, thermodynamics and kinetics along the pathway between active and inactive forms of thrombin' DOI 10.5281/zenodo.2598541 Type Database/Collection of data Public Access Link Link