Binding of a multivalent ligand to a multivalent receptor consists of kinetically different elemetary steps. The first binding event is an intermolecular process, whereas, the subsequent steps are intramolecular. Thus, understanding the timescales of these different steps and the characterization of the "rebinding" effect is a mathematical challenge.
In this project we develope methods for the multiscale simulation and the extraction of kinetical information from multivalent molecular binding processes.

"Multivalency as chemical organisation and action principle: New architectures, functions and applications". Subproject C2 aims at determining entropy and enthalpy differences between different multivalently binding systems, using the conformation dynamics approach. Qualitative and quantitative results of these calculations are intended to enhance the understanding of multivalency in chemical systems. Finally, these findings are hoped to contribute to designing optimal molecular spacers for practical applications of multivalent binding. In this context, central research topics include the development of efficient and stable numerical methods for high-dimensional conformation spaces, as well as the mathematical modelling of energy contributions involved in multivalent binding.

Preliminary work

As preparatory work for the sucessful DFG examination in 2007, we dealt with protein-resistant surfaces. Simulation experiments helped to link the effectiveness of protein resistance to the flexibility of the molecular structures under observation, i.e. entropy differences between the different polymer variants attached to the surface.

Methods, algorithms and software

Using the algorithmic framework of conformation dynamics, advanced sampling methods have been developed to facilitate the computation of equilibrium densities in metastable dynamical systems (Kube, Weber 2008), available in the software package ZIBgridfree. Furthermore, the conformation dynamics approach has been adapted so as to resolve the statistics of chemical binding processes (Bujotzek, Weber 2009). In order to cope with the large-scale chemical systems under observation in Collaborative Research Center 765, there is an ongoing implementation effort to adapt these methods to highly parallel computer architectures. The focus of this effort is to produce efficient and reliable interfaces to well-established high-performance MD software packages such as Gromacs.

Another central question in chemical multivalency is the role of entropy throughout the binding process. Methods have been developed to estimate entropy differences directly from simulation trajectories (Weber, Andrae 2010). Currently, new approaches for statistical reweighting of partial densities gained from decoupled samplings (as, e.g., produced by ZIBgridfree) are under development.

Applications

Bivalent estrogen receptor ligands

Bivalent ligands for human estrogen receptor (ER) represent a promising application of chemical multivalency. In this context, we are working on designing chain-like molecular spacers that are able to bridge the distance between the binding sites with good fit. To achieve this aim, structure, energy and entropy have to be considered. We are also investigating interactions of the spacer with its ligand groups, possibly hindering high-affinity binding. Furthermore, we conduct docking experiments to evaluate novel ER ligands developed by cooperation partners.

Nucleid acid conjugates as molecular spacers

In contrast to the chain-like spacers of the ER project, DNA spacers offer a more defined structure. In this case, however, molecular simulations can help to resove optimal distances between ligand presentations sites and the structural properties of the linker itself. Finally, we want to introduce single-stranded segments into the DNA to determine the implications on the overall flexibility, possibly in context with the dimeric target protein domein Syk-tSH2.

Conformation dynamics of tetraarylporphyrins

Tetraarylporphyrins are an interesting model for the role of entropy during conformational changes. We are exploring the conformational properties of the tetraarylporphyrine core structure with different substituents of increasing size and molecular weight.

Funding period 2: Multivalent kinetics

By now, Collaborative Research Center 765 has started off into the second funding period. The focus for subproject C2 is the unraveling of multivalent binding processes and the development of new theoretical approaches.

Quantifying the rebinding effect in multivalent ligand-receptor systems

An additional factor that has been proposed to contribute to the multivalency effect is “rebinding”: As soon as a single ligand-receptor complex dissociates, the presence of another ligand “on coat-tails” will increase the probability of another binding event, which in turn will drive the system to a state where all ligands are bound. This phenomenon has also been described in terms of “a locally increased concentration of ligands”, such that ligands which are close to the receptor contribute with higher binding rates to the overall binding kinetics.

We present a novel approach for the quantitative description of the rebinding effect. In order to model the inherent memory effect of a spacer-connected system, we derive a mathematical approach based on Markov State Models and Conformation Dynamics. These theoretical frameworks are used for extracting the long time dynamics of a given molecular system from (rather short term) simulation trajectories. Both approaches divide conformational space into long-lived (metastable) states, which is equivalent to coarse-graining time. The theoretical investigations are illustrated by studying different prototypic, but highly simplified, ligand-receptor systems regarding the contribution of the rebinding effect. We propose a criterion to determine if and in how far rebinding is going to occur for a given system.

Outlook

Currently, work is directed on tracing rebinding effects in "real-world" ligand-receptor systems and the validation of our model with data from wet chemistry. This is mainly done using the new implementation of ZIBgridfree, which includes the explicit modeling of solvent. Furthermore, new polyvalent polymer-based systems from Collaborative Research Center 765 will be in the focus of our research.

Publications

2022
Parameter estimation on multivalent ITC data sets Scientific Reports, Vol.12, p. 13402, 2022 Franziska Erlekam, Maximilian Zumbansen, Marcus Weber BibTeX
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Kinetics and Design of Multivalent Processes
2019
Generalized Markov modeling of nonreversible molecular kinetics The Journal of Chemical Physics, 17(150), p. 174103, 2019 Bernhard Reuter, Konstantin Fackeldey, Marcus Weber BibTeX
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Kinetics and Design of Multivalent Processes
Modeling of Multivalent Ligand-Receptor Binding Measured by kinITC Computation, 7(3), p. 46, 2019 Franziska Erlekam, Sinaida Igde, Susanna Röblitz, Laura Hartmann, Marcus Weber BibTeX
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Kinetics and Design of Multivalent Processes
Mussel-glue inspired adhesives: A study on the relevance of L-Dopa and the function of the sequence at nanomaterial-peptide interfaces Advanced Materials Interfaces, 6(13), p. 1900501, 2019 Narendra Lagumaddepalli Venkatareddy, Patrick Wilke, Natalia Ernst, Justus Horch, Marcus Weber, Andre Dallmann, Hans G. Börner BibTeX
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Kinetics and Design of Multivalent Processes
2018
Prediction of perturbed proton transfer networks PLoS ONE, 13(12), pp. e0207718-e0207718, 2018 Marco Reidelbach, Marcus Weber, Petra Imhof BibTeX
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Kinetics and Design of Multivalent Processes
2017
Linear Precision Glycomacromolecules with Varying Interligand Spacing and Linker Functionalities Binding to Concanavalin A and the Bacterial Lectin FimH Marcomolecular Bioscience, 17(12), p. 1700198, 2017 Sinaida Igde, Susanna Röblitz, Anne Müller, Katharina Kolbe, Sophia Boden, Claudia Fessele, Thisbe Lindhorst, Marcus Weber, Laura Hartmann BibTeX
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Kinetics and Design of Multivalent Processes
2016
Allosteric and Chelate Cooperativity in Divalent Crown Ether–Ammonium Complexes with Strong Binding Enhancements Chem. Eur. J., 22(43), pp. 15475-15484, 2016 Larissa K. S. Krebek, von, Andreas J. Achazi, Marthe Solleder, Marcus Weber, Beate Paulus, Christoph A. Schalley BibTeX
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Kinetics and Design of Multivalent Processes
Computation Schemes for Transfer Operators Doctoral thesis, Freie Universität Berlin, Marcus Weber (Advisor), 2016 Adam Nielsen BibTeX
Kinetics and Design of Multivalent Processes
2015
Estimating exit rates in rare event dynamical systems via extrapolation ZIB-Report 15-54 Marcus Weber, Jannes Quer PDF
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Kinetics and Design of Multivalent Processes
G-PCCA: Spectral Clustering for Non-reversible Markov Chains ZIB-Report 15-35 Marcus Weber, Konstantin Fackeldey PDF
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Kinetics and Design of Multivalent Processes
High affinity flourescence labelled ligands for the estrogen receptor Eur. J. Org. Chem., 2015(10), pp. 2157-2166, 2015 Frank Abendroth, Marthe Solleder, Pia Welker, Kai Licha, Marcus Weber, Oliver Seitz, Dorothea Mangoldt BibTeX
Kinetics and Design of Multivalent Processes
Identifying Multivalent Binding Kinetics of Precision Glycomacromolecules: A Kinetic Study Using kinITC Münster Symposium on Cooperative Effects 2015 - SFB 858, at Westfälische Wilhelms-Universität Münster, 2015, 2015 Sinaida Igde, Hendrik Wölk, Susanna Röblitz, Marco Reidelbach, Marcus Weber, Laura Hartmann BibTeX
Kinetics and Design of Multivalent Processes
Markov model-based polymer assembly from force field-parameterized building blocks Journal of Computer-Aided Molecular Design, Vol.29, pp. 225-232, 2015 Vedat Durmaz BibTeX
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Kinetics and Design of Multivalent Processes
Peptide polymer ligands for a tandem WW-domain, a soft multivalent protein-protein interaction: lessons on the thermodynamic fitness of flexible ligands Beilstein J. Org. Chem., Vol.11, pp. 837-847, 2015 Koschek, Vedat Durmaz, Krylova, Wieczorek, Pooja Gupta, Richter, Alexander Bujotzek, Fischer, Rainer Haag, Freund, Marcus Weber, Rademann BibTeX
Kinetics and Design of Multivalent Processes
2014
Computing the Minimal Rebinding Effect Included in a Given Kinetics Multiscale Model. Simul., 12(1), pp. 318-334, 2014 (preprint available as ZIB-Report 13-12) Marcus Weber, Konstantin Fackeldey PDF (ZIB-Report)
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Kinetics and Design of Multivalent Processes
Local Quantum-Like Updates in Classical Molecular Simulation Realized Within an Uncoupling-Coupling Approach Progress in Industrial Mathematics at ECMI 2012, pp. 309-313, Vol.19, Mathematics in Industry, 2014 Konstantin Fackeldey, Alexander Bujotzek BibTeX
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Kinetics and Design of Multivalent Processes
Modularity revisited: A novel dynamics-based concept for decomposing complex networks Journal of Computational Dynamics, 1(1), pp. 191-212, 2014 Marco Sarich, Natasa Djurdjevac Conrad, Sharon Bruckner, Tim Conrad, Christof Schütte PDF
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Kinetics and Design of Multivalent Processes
ZIBgridfree: Efficient Conformational Analysis by Partition-of-Unity Coupling Journal of Mathematical Chemistry, 52(3), pp. 781-804, 2014 (preprint available as ZIB-Report 13-58) Alexander Bujotzek, Ole Schütt, Adam Nielsen, Konstantin Fackeldey, Marcus Weber PDF (ZIB-Report)
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Kinetics and Design of Multivalent Processes
2013
A Square Root Approximation of Transition Rates for a Markov State Model SIAM. J. Matrix Anal. Appl., 34(2), pp. 738-756, 2013 (preprint available as ZIB-Report 13-43) Han Cheng Lie, Konstantin Fackeldey, Marcus Weber PDF (ZIB-Report)
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Kinetics and Design of Multivalent Processes
Investigations of Host-Guest Interactions with Shape-persistent Nonionic Dendritic Micelles J. Phys. Chem. C, 117(23), pp. 12307-12317, 2013 Rahul Tyagi, Shashwat Malhotra, Andreas F. Thünemann, Amir Sedighi, Marcus Weber, Andreas Schäfer, Rainer Haag BibTeX
Kinetics and Design of Multivalent Processes
Molecular Simulation of Multivalent Ligand-Receptor Systems Doctoral thesis, Freie Universität Berlin, Marcus Weber (Advisor), 2013 Alexander Bujotzek BibTeX
Kinetics and Design of Multivalent Processes
2012
A meshless discretization method for Markov state models applied to explicit water peptide folding simulations Meshfree Methods for Partial Differential Equations VI, pp. 141-154, Vol.89, Lecture Notes in Computational Science and Engineering, 2012 Konstantin Fackeldey, Alexander Bujotzek, Marcus Weber BibTeX
Kinetics and Design of Multivalent Processes
Multivalency as a Chemical Organization and Action Principle Angew. Chem. Int. Ed., 51(42), pp. 10472-10498, 2012 Carlo Fasting, Christoph A. Schalley, Marcus Weber, Oliver Seitz, Stefan Hecht, Beate Koksch, Jens Dernedde, Christina Graf, Ernst-Walter Knapp, Rainer Haag BibTeX
Kinetics and Design of Multivalent Processes
Quantifying the rebinding effect in multivalent chemical ligand-receptor systems J. Chem. Phys., 137(5), p. 054111, 2012 Marcus Weber, Alexander Bujotzek, Rainer Haag BibTeX
Kinetics and Design of Multivalent Processes