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Characterization of Promiscuity and Specificity in Proteases

Characterization of Promiscuity and Specificity in Proteases

Klaus R. Liedl (ORCID: 0000-0002-0985-2299)
  • Grant DOI 10.55776/P30565
  • Funding program Principal Investigator Projects
  • Status ended
  • Start March 1, 2018
  • End February 28, 2022
  • Funding amount € 393,115

Matching Funds - Tirol

Disciplines

Computer Sciences (100%)

Keywords

    Computer Simulations, Conformational Selection, Enhanced Sampling, Markov state models, Grid Inhomogeneous Solvation Theory

Abstract Final report

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.

Research institution(s)
  • Universität Innsbruck - 100%

Research Output

  • 1122 Citations
  • 51 Publications
  • 5 Datasets & models
Publications
  • 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
Datasets & models
  • 2022 Link
    Title GFP Nanobody NMR Structure
    DOI 10.13018/bmr31020
    Type Database/Collection of data
    Public Access
    Link Link
  • 2020 Link
    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 Link
    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 Link
    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 Link
    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

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