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Geertjens NHJ, de Vink PJ, Wezeman T, Markvoort AJ, Brunsveld L. Straightforward model construction and analysis of multicomponent biomolecular systems in equilibrium. RSC Chem Biol 2023; 4:252-260. [PMID: 37034407 PMCID: PMC10074561 DOI: 10.1039/d2cb00211f] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2022] [Accepted: 01/17/2023] [Indexed: 01/19/2023] Open
Abstract
Mathematical modelling of molecular systems can be extremely helpful in elucidating complex phenomena in (bio)chemistry. However, equilibrium conditions in systems consisting of more than two components, such as for molecular glues bound to two proteins, can typically not be analytically determined without assumptions and (semi-)numerical models are not trivial to derive by the non-expert. Here we present a framework for equilibrium models, geared towards molecular glues and other contemporary multicomponent chemical biology challenges. The framework utilizes a general derivation method capable of generating custom mass-balance models for equilibrium conditions of complex molecular systems, based on the simple, reversible biomolecular reactions describing these systems. Several chemical biology concepts are revisited via the framework to demonstrate the simplicity, generality and validity of the approach. The ease of use of the framework and the ability to both analyze systems and gain additional insights in the underlying parameters driving equilibria formation strongly aids the analysis and understanding of biomolecular systems. New directions for research and analysis are brought forward based on the model formation and system and parameter analysis. This conceptual framework severely reduces the time and expertise requirements which currently impede the broad integration of such valuable equilibrium models into molecular glue development and chemical biology research.
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Affiliation(s)
- Nick H J Geertjens
- Laboratory of Chemical Biology, Department of Biomedical Engineering and Institute for Complex Molecular Systems, Eindhoven University of Technology, Den Dolech 2 Eindhoven 5612 AZ The Netherlands
| | - Pim J de Vink
- Laboratory of Chemical Biology, Department of Biomedical Engineering and Institute for Complex Molecular Systems, Eindhoven University of Technology, Den Dolech 2 Eindhoven 5612 AZ The Netherlands
| | - Tim Wezeman
- Laboratory of Chemical Biology, Department of Biomedical Engineering and Institute for Complex Molecular Systems, Eindhoven University of Technology, Den Dolech 2 Eindhoven 5612 AZ The Netherlands
| | - Albert J Markvoort
- Computational Biology Group, Department of Biomedical Engineering and Institute for Complex Molecular Systems, Eindhoven University of Technology, P.O. Box 513 Eindhoven 5600 MB The Netherlands
| | - Luc Brunsveld
- Laboratory of Chemical Biology, Department of Biomedical Engineering and Institute for Complex Molecular Systems, Eindhoven University of Technology, Den Dolech 2 Eindhoven 5612 AZ The Netherlands
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2
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Interceptor potential of C 60 fullerene aqueous solution: a comparative analysis using the example of the antitumor antibiotic mitoxantrone. EUROPEAN BIOPHYSICS JOURNAL : EBJ 2022; 51:297-307. [PMID: 35307756 DOI: 10.1007/s00249-022-01597-x] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/26/2021] [Revised: 02/06/2022] [Accepted: 03/12/2022] [Indexed: 01/05/2023]
Abstract
We performed a qualitative and quantitative analysis of intermolecular interactions in aqueous solution between the antitumor antibiotic mitoxantrone and C60 fullerene in comparison with interactions between the antibiotic and well-known aromatic molecules such as caffeine and flavin mononucleotide, commonly referred to as interceptor molecules. For these purposes, we obtained equilibrium hetero-association constants of these interactions using a UV/Vis titration experiment. Special attention was paid to the interaction of C60 fullerene with mitoxantrone, which has been quantified for the first time. Based on the theory of interceptor-protector action and using a set of measured equilibrium constants we managed to estimate the relative biological effect of these mixtures in a model living system, taking human buccal epithelium cells as an example. We demonstrated that C60 fullerene is able to restore the functional activity of the buccal epithelium cell nucleus after exposure to mitoxantrone, which makes it possible to use C60 fullerene as regulator of medico-biological activity of the antibiotic.
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Wong YS, Ng M, Yeung MCL, Yam VWW. Platinum(II)-Based Host–Guest Coordination-Driven Supramolecular Co-Assembly Assisted by Pt···Pt and π–π Stacking Interactions: A Dual-Selective Luminescence Sensor for Cations and Anions. J Am Chem Soc 2021; 143:973-982. [DOI: 10.1021/jacs.0c11162] [Citation(s) in RCA: 23] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Affiliation(s)
- Yip-Sang Wong
- Institute of Molecular Functional Materials, State Key Laboratory of Synthetic Chemistry and Department of Chemistry, The University of Hong Kong, Pokfulam Road, Hong Kong, People’s Republic of China
| | - Maggie Ng
- Institute of Molecular Functional Materials, State Key Laboratory of Synthetic Chemistry and Department of Chemistry, The University of Hong Kong, Pokfulam Road, Hong Kong, People’s Republic of China
| | - Margaret Ching-Lam Yeung
- Institute of Molecular Functional Materials, State Key Laboratory of Synthetic Chemistry and Department of Chemistry, The University of Hong Kong, Pokfulam Road, Hong Kong, People’s Republic of China
| | - Vivian Wing-Wah Yam
- Institute of Molecular Functional Materials, State Key Laboratory of Synthetic Chemistry and Department of Chemistry, The University of Hong Kong, Pokfulam Road, Hong Kong, People’s Republic of China
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Drozdov AD, deClaville Christiansen J. The effect of saccharides on equilibrium swelling of thermo-responsive gels. RSC Adv 2020; 10:30723-30733. [PMID: 35547557 PMCID: PMC9088206 DOI: 10.1039/d0ra05845a] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/04/2020] [Accepted: 08/10/2020] [Indexed: 11/21/2022] Open
Abstract
Mechanical and optical properties of thermo-responsive (TR) gels change drastically at their volume phase transition temperature. As the critical temperature is strongly affected by the presence of small amounts of additives in aqueous solutions, TR gels can be employed as sensors for detection and recognition of multiple analytes (from specific ions to hazardous biochemicals to pathogenic proteins) and actuators for biomedical applications. A simplified mean-field model is developed for equilibrium swelling of TR gels in aqueous solutions of additives. Its advantage is that the model involves a relatively small (compared with the conventional approaches) number of material constants and accounts for changes in the thermo-mechanical response at transition from the swollen to collapsed state. The ability of the model to describe experimental swelling diagrams and to predict the influence of additives on the equilibrium degree of swelling and the volume phase transition temperature of TR gels is confirmed by comparison of observations on poly(N-isopropylacrylamide) gel in aqueous solutions of saccharides (glucose, sucrose and galactose) with results of numerical analysis.
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Affiliation(s)
- A D Drozdov
- Department of Materials and Production, Aalborg University Fibigerstraede 16 Aalborg 9220 Denmark
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ten Eikelder HMM, Markvoort AJ. Mass-Balance Models for Scrutinizing Supramolecular (Co)polymerizations in Thermodynamic Equilibrium. Acc Chem Res 2019; 52:3465-3474. [PMID: 31756081 PMCID: PMC6921686 DOI: 10.1021/acs.accounts.9b00487] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2019] [Indexed: 01/01/2023]
Abstract
Recent years have witnessed increasing attention on supramolecular polymerization, i.e., the formation of one-dimensional aggregates in which the monomeric units bind together via reversible and usually highly directional non-covalent interactions. Because of the presence of these reversible interactions, such as hydrogen bonding, π-π interactions, or metal coordination, supramolecular polymers exhibit numerous desirable properties ranging from high thermoresponsiveness to self-healing and great capacity for processability and recycling. These properties relate to intriguing experimentally observed nonlinear effects such as the monomer-dependent presence of a critical temperature for aggregation and a solvent- and temperature-tunable aggregate morphology. For coassemblies this is complemented with monomer-ratio- and monomer-compatibility-dependent internal order as well as majority-rules-type chiral amplification. However, the dynamic nature of the (co)polymers and the intricate interplay of many interactions make these effects difficult to rationalize without theoretical models. This Account presents recent advances in the development and use of equilibrium models for supramolecular copolymerization based on mass balances, mainly developed by our group. The basic idea of these models is that we describe a supramolecular (co)polymerization by a set of independent equilibrium reactions, like monomer associations and dissociations, and that in thermodynamic equilibrium the concentrations of the reactants and products in each reaction are coupled via the equilibrium constant of that reaction. Recursion then allows the concentration of each possible aggregate to be written as a function of the free monomer concentrations. Because a monomer should be present either as a free monomer or in one of the aggregates, a set of n equations can be formed with the n free monomer concentrations as the only unknowns. This set of mass-balance equations can then be solved numerically, yielding the free monomer concentrations, from which the complete system can be reconstituted. By a step-by-step extension of the model for the aggregation of a single monomer type to include the formation of multiple aggregate types and the coassembly of multiple monomer types, we can capture increasingly complex supramolecular (co)polymerizations. In each step we illustrate how the extended model explains in detail another of the experimentally observed nonlinear effects, with the common denominator that small differences in association energies are intricately amplified at the supramolecular level. We finally arrive at our latest and most general approach to modeling (cooperative) supramolecular (co)polymerization, which encompasses all of our earlier models and shows great promise to help rationalize also future systems featuring ever-increasing complexity.
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Affiliation(s)
- Huub M. M. ten Eikelder
- Computational Biology Group and Institute
for Complex Molecular Systems, Eindhoven
University of Technology, P.O. Box 513, 5600 MB Eindhoven, The Netherlands
| | - Albert J. Markvoort
- Computational Biology Group and Institute
for Complex Molecular Systems, Eindhoven
University of Technology, P.O. Box 513, 5600 MB Eindhoven, The Netherlands
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Grebinyk A, Prylutska S, Buchelnikov A, Tverdokhleb N, Grebinyk S, Evstigneev M, Matyshevska O, Cherepanov V, Prylutskyy Y, Yashchuk V, Naumovets A, Ritter U, Dandekar T, Frohme M. C 60 Fullerene as an Effective Nanoplatform of Alkaloid Berberine Delivery into Leukemic Cells. Pharmaceutics 2019; 11:pharmaceutics11110586. [PMID: 31717305 PMCID: PMC6920783 DOI: 10.3390/pharmaceutics11110586] [Citation(s) in RCA: 23] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/08/2019] [Revised: 11/04/2019] [Accepted: 11/05/2019] [Indexed: 12/20/2022] Open
Abstract
A herbal alkaloid Berberine (Ber), used for centuries in Ayurvedic, Chinese, Middle-Eastern, and native American folk medicines, is nowadays proved to function as a safe anticancer agent. Yet, its poor water solubility, stability, and bioavailability hinder clinical application. In this study, we have explored a nanosized carbon nanoparticle-C60 fullerene (C60)-for optimized Ber delivery into leukemic cells. Water dispersions of noncovalent C60-Ber nanocomplexes in the 1:2, 1:1, and 2:1 molar ratios were prepared. UV-Vis spectroscopy, dynamic light scattering (DLS), and atomic force microscopy (AFM) evidenced a complexation of the Ber cation with the negatively charged C60 molecule. The computer simulation showed that π-stacking dominates in Ber and C60 binding in an aqueous solution. Complexation with C60 was found to promote Ber intracellular uptake. By increasing C60 concentration, the C60-Ber nanocomplexes exhibited higher antiproliferative potential towards CCRF-CEM cells, in accordance with the following order: free Ber < 1:2 < 1:1 < 2:1 (the most toxic). The activation of caspase 3/7 and accumulation in the sub-G1 phase of CCRF-CEM cells treated with C60-Ber nanocomplexes evidenced apoptosis induction. Thus, this study indicates that the fast and easy noncovalent complexation of alkaloid Ber with C60 improved its in vitro efficiency against cancer cells.
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Affiliation(s)
- Anna Grebinyk
- Division Molecular Biotechnology and Functional Genomics, Technical University of Applied Sciences Wildau, Hochschulring 1, 15745 Wildau, Germany; (A.G.); s (S.G.)
- Department of Bioinformatics, Biocenter, University of Würzburg, Am Hubland, 97074 Würzburg, Germany;
| | - Svitlana Prylutska
- Taras Shevchenko National University of Kyiv, Volodymyrska 64, 01601 Kyiv, Ukraine; (S.P.); (Y.P.); (V.Y.)
| | - Anatoliy Buchelnikov
- Laboratory of Molecular and Cell Biophysics, Sevastopol State University, 299053 Sevastopol, Crimea; (A.B.); (N.T.); (M.E.)
| | - Nina Tverdokhleb
- Laboratory of Molecular and Cell Biophysics, Sevastopol State University, 299053 Sevastopol, Crimea; (A.B.); (N.T.); (M.E.)
| | - Sergii Grebinyk
- Division Molecular Biotechnology and Functional Genomics, Technical University of Applied Sciences Wildau, Hochschulring 1, 15745 Wildau, Germany; (A.G.); s (S.G.)
| | - Maxim Evstigneev
- Laboratory of Molecular and Cell Biophysics, Sevastopol State University, 299053 Sevastopol, Crimea; (A.B.); (N.T.); (M.E.)
- Laboratory of Organic Synthesis and NMR Spectroscopy, Belgorod State University, 308015 Belgorod, Russia
| | - Olga Matyshevska
- Palladin Institute of Biochemistry, NAS of Ukraine, Leontovicha Str. 9, 01030 Kyiv, Ukraine;
| | - Vsevolod Cherepanov
- Institute of Physics, NAS of Ukraine, 46 av. Nauki, 03028 Kyiv, Ukraine; (V.C.); (A.N.)
| | - Yuriy Prylutskyy
- Taras Shevchenko National University of Kyiv, Volodymyrska 64, 01601 Kyiv, Ukraine; (S.P.); (Y.P.); (V.Y.)
| | - Valeriy Yashchuk
- Taras Shevchenko National University of Kyiv, Volodymyrska 64, 01601 Kyiv, Ukraine; (S.P.); (Y.P.); (V.Y.)
| | - Anton Naumovets
- Institute of Physics, NAS of Ukraine, 46 av. Nauki, 03028 Kyiv, Ukraine; (V.C.); (A.N.)
| | - Uwe Ritter
- Institute of Chemistry and Biotechnology, University of Technology Ilmenau, Weimarer Straße 25 (Curiebau), 98693 Ilmenau, Germany;
| | - Thomas Dandekar
- Department of Bioinformatics, Biocenter, University of Würzburg, Am Hubland, 97074 Würzburg, Germany;
| | - Marcus Frohme
- Division Molecular Biotechnology and Functional Genomics, Technical University of Applied Sciences Wildau, Hochschulring 1, 15745 Wildau, Germany; (A.G.); s (S.G.)
- Correspondence: ; Tel.: +49-(0)-3375-508-249
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Eikelder HMM, Adelizzi B, Palmans ARA, Markvoort AJ. Equilibrium Model for Supramolecular Copolymerizations. J Phys Chem B 2019; 123:6627-6642. [PMID: 31287320 PMCID: PMC6681264 DOI: 10.1021/acs.jpcb.9b04373] [Citation(s) in RCA: 29] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/08/2019] [Revised: 06/17/2019] [Indexed: 12/24/2022]
Abstract
The coassembly of different building blocks into supramolecular copolymers provides a promising avenue to control their properties and to thereby expand the potential of supramolecular polymers in applications. However, contrary to covalent copolymerization which nowadays can be well controlled, the control over sequence, polymer length, and morphology in supramolecular copolymers is to date less developed, and their structures are more determined by the delicate balance in binding free energies between the distinct building blocks than by kinetics. Consequently, to rationalize the structures of supramolecular copolymers, a thorough understanding of their thermodynamic behavior is needed. Though this is well established for single-component assemblies and over the past years several models have been proposed for specific copolymerization cases, a generally applicable model for supramolecular cooperative copolymers is still lacking. Here, we provide a generalization of our earlier mass-balance models for supramolecular copolymerizations that encompasses all our earlier models. In this model, the binding free energies of each pair of monomer types in each aggregate type can be set independently. We provide scripts to solve the model numerically for any (co)polymerization of one or two types of monomer into an arbitrary number of distinct aggregate types. We illustrate the applicability of the model on data from literature as well as on new experimental data of triarylamine triamide-based copolymers in three distinct solvents. We show that apart from common properties such as the degree of polymerization and length distributions, our approach also allows us to investigate properties such as the copolymer microstructure, that is, the internal ordering of monomers within the copolymers. Moreover, we show that in some cases, also intriguing analytical approximations can be derived from the mass balances.
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Affiliation(s)
- Huub M. M. ten
Eikelder
- Institute
for Complex Molecular Systems, Computational Biology Group,
and Laboratory for
Macromolecular and Organic Chemistry, Eindhoven
University of Technology, PO Box 513, 5600 MB Eindhoven, The Netherlands
| | - Beatrice Adelizzi
- Institute
for Complex Molecular Systems, Computational Biology Group,
and Laboratory for
Macromolecular and Organic Chemistry, Eindhoven
University of Technology, PO Box 513, 5600 MB Eindhoven, The Netherlands
| | - Anja R. A. Palmans
- Institute
for Complex Molecular Systems, Computational Biology Group,
and Laboratory for
Macromolecular and Organic Chemistry, Eindhoven
University of Technology, PO Box 513, 5600 MB Eindhoven, The Netherlands
| | - Albert J. Markvoort
- Institute
for Complex Molecular Systems, Computational Biology Group,
and Laboratory for
Macromolecular and Organic Chemistry, Eindhoven
University of Technology, PO Box 513, 5600 MB Eindhoven, The Netherlands
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The theory of interceptor-protector action of DNA binding drugs. PROGRESS IN BIOPHYSICS AND MOLECULAR BIOLOGY 2019; 149:131-146. [PMID: 30991057 DOI: 10.1016/j.pbiomolbio.2019.04.003] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/20/2019] [Revised: 04/01/2019] [Accepted: 04/09/2019] [Indexed: 11/21/2022]
Abstract
The review discusses the theory of interceptor-protector action (the IPA theory) as the new self-consistent biophysical theory establishing a quantitative interrelation between parameters measured in independent physico-chemical experiment and in vitro biological experiment for the class of DNA binding drugs. The elements of the theory provide complete algorithm of analysis, which may potentially be applied to any system of DNA targeting aromatic drugs. Such analytical schemes, apart from extension of current scientific knowledge, are important in the context of rational drug design for managing drug's response by changing the physico-chemical parameters of molecular complexation.
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