1
|
Bairagya HR, Tasneem A, Sarmadhikari D. Structural and thermodynamic properties of conserved water molecules in Mpro native: A combined approach by MD simulation and Grid Inhomogeneous Solvation Theory. Proteins 2024; 92:735-749. [PMID: 38213131 DOI: 10.1002/prot.26665] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2023] [Revised: 12/28/2023] [Accepted: 01/01/2024] [Indexed: 01/13/2024]
Abstract
The new viral strains of severe acute respiratory syndrome coronavirus-2 (SARS-CoV-2) are continuously rising, becoming more virulent, and transmissible. Therefore, the development of new antiviral drugs is essential. Due to its significant role in the viral life cycle of SARS-CoV-2, the main protease (Mpro) enzyme is a leading target for antiviral drug design. The Mpro monomer consists of domain DI, DII, and DI-DII interface. Twenty-one conserved water molecules (W4-W24) are occupied at these domains according to multiple crystal structure analyses. The crystal and MD structures reveal the presence of eight conserved water sites in domain DI, DII and remaining in the DI-DII interface. Grid-based inhomogeneous fluid solvation theory (GIST) was employed on MD structures of Mpro native to predict structural and thermodynamic properties of each conserved water site for focusing to identify the specific conserved water molecules that can easily be displaced by proposed ligands. Finally, MD water W13 is emerged as a promising candidate for water mimic drug design due to its low mean interaction energy, loose binding character with the protein, and its involvement in a water-mediated H-bond with catalytic His41 via the interaction Thr25(OG)---W13---W---His41(NE2). In this context, water occupancy, relative interaction energy, entropy, and topologies of W13 are thermodynamically acceptable for the water displacement method. Therefore, the strategic use of W13's geometrical position in the DI domain may be implemented for drug discovery against COVID disease by designing new ligands with appropriately oriented chemical groups to mimic its structural, electronic, and thermodynamic properties.
Collapse
Affiliation(s)
- Hridoy R Bairagya
- Computational Drug Design and Bio-molecular Simulation Lab, Department of Bioinformatics, Maulana Abul Kalam Azad University of Technology, Haringhata, West Bengal, India
| | - Alvea Tasneem
- Mathematical and Computational Biology Laboratory, Centre for Interdisciplinary Research in Basic Sciences, Jamia Millia Islamia, New Delhi, India
| | - Debapriyo Sarmadhikari
- Computational Drug Design and Bio-molecular Simulation Lab, Department of Bioinformatics, Maulana Abul Kalam Azad University of Technology, Haringhata, West Bengal, India
| |
Collapse
|
2
|
Zhao C, Kleiman DE, Shukla D. Resolving binding pathways and solvation thermodynamics of plant hormone receptors. J Biol Chem 2023; 299:105456. [PMID: 37949229 PMCID: PMC10704434 DOI: 10.1016/j.jbc.2023.105456] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/12/2023] [Revised: 10/19/2023] [Accepted: 10/24/2023] [Indexed: 11/12/2023] Open
Abstract
Plant hormones are small molecules that regulate plant growth, development, and responses to biotic and abiotic stresses. They are specifically recognized by the binding site of their receptors. In this work, we resolved the binding pathways for eight classes of phytohormones (auxin, jasmonate, gibberellin, strigolactone, brassinosteroid, cytokinin, salicylic acid, and abscisic acid) to their canonical receptors using extensive molecular dynamics simulations. Furthermore, we investigated the role of water displacement and reorganization at the binding site of the plant receptors through inhomogeneous solvation theory. Our findings predict that displacement of water molecules by phytohormones contributes to free energy of binding via entropy gain and is associated with significant free energy barriers for most systems analyzed. Also, our results indicate that displacement of unfavorable water molecules in the binding site can be exploited in rational agrochemical design. Overall, this study uncovers the mechanism of ligand binding and the role of water molecules in plant hormone perception, which creates new avenues for agrochemical design to target plant growth and development.
Collapse
Affiliation(s)
- Chuankai Zhao
- Department of Chemical and Biomolecular Engineering, University of Illinois at Urbana-Champaign, Urbana, Illinois, USA
| | - Diego E Kleiman
- Center for Biophysics and Quantitative Biology, University of Illinois at Urbana-Champaign, Urbana, Illinois, USA
| | - Diwakar Shukla
- Department of Chemical and Biomolecular Engineering, University of Illinois at Urbana-Champaign, Urbana, Illinois, USA; Center for Biophysics and Quantitative Biology, University of Illinois at Urbana-Champaign, Urbana, Illinois, USA; Department of Plant Biology, University of Illinois at Urbana-Champaign, Urbana, Illinois, USA; Department of Bioengineering, University of Illinois at Urbana-Champaign, Urbana, Illinois, USA.
| |
Collapse
|
3
|
Eberhardt J, Forli S. WaterKit: Thermodynamic Profiling of Protein Hydration Sites. J Chem Theory Comput 2023; 19:2535-2556. [PMID: 37094087 PMCID: PMC10732097 DOI: 10.1021/acs.jctc.2c01087] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/26/2023]
Abstract
Water desolvation is one of the key components of the free energy of binding of small molecules to their receptors. Thus, understanding the energetic balance of solvation and desolvation resulting from individual water molecules can be crucial when estimating ligand binding, especially when evaluating different molecules and poses as done in High-Throughput Virtual Screening (HTVS). Over the most recent decades, several methods were developed to tackle this problem, ranging from fast approximate methods (usually empirical functions using either discrete atom-atom pairwise interactions or continuum solvent models) to more computationally expensive and accurate ones, mostly based on Molecular Dynamics (MD) simulations, such as Grid Inhomogeneous Solvation Theory (GIST) or Double Decoupling. On one hand, MD-based methods are prohibitive to use in HTVS to estimate the role of waters on the fly for each ligand. On the other hand, fast and approximate methods show an unsatisfactory level of accuracy, with low agreement with results obtained with the more expensive methods. Here we introduce WaterKit, a new grid-based sampling method with explicit water molecules to calculate thermodynamic properties using the GIST method. Our results show that the discrete placement of water molecules is successful in reproducing the position of crystallographic waters with very high accuracy, as well as providing thermodynamic estimates with accuracy comparable to more expensive MD simulations. Unlike these methods, WaterKit can be used to analyze specific regions on the protein surface, (such as the binding site of a receptor), without having to hydrate and simulate the whole receptor structure. The results show the feasibility of a general and fast method to compute thermodynamic properties of water molecules, making it well-suited to be integrated in high-throughput pipelines such as molecular docking.
Collapse
Affiliation(s)
- Jerome Eberhardt
- Department of Integrative Structural and Computational Biology, Scripps Research, La Jolla, California 92037, United States
| | - Stefano Forli
- Department of Integrative Structural and Computational Biology, Scripps Research, La Jolla, California 92037, United States
| |
Collapse
|
4
|
Wehrhan L, Leppkes J, Dimos N, Loll B, Koksch B, Keller BG. Water Network in the Binding Pocket of Fluorinated BPTI-Trypsin Complexes─Insights from Simulation and Experiment. J Phys Chem B 2022; 126:9985-9999. [PMID: 36409613 DOI: 10.1021/acs.jpcb.2c05496] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
Abstract
Structural waters in the S1 binding pocket of β-trypsin are critical for the stabilization of the complex of β-trypsin with its inhibitor bovine pancreatic trypsin inhibitor (BPTI). The inhibitor strength of BPTI can be modulated by replacing the critical lysine residue at the P1 position by non-natural amino acids. We study BPTI variants in which the critical Lys15 in BPTI has been replaced by α-aminobutyric acid (Abu) and its fluorinated derivatives monofluoroethylglycine (MfeGly), difluoroethylglycine (DfeGly), and trifluoroethylglycine (TfeGly). We investigate the hypothesis that additional water molecules in the binding pocket can form specific noncovalent interactions with the fluorinated side chains and thereby act as an extension of the inhibitors. We report potentials of mean force (PMF) of the unbinding process for all four complexes and enzyme activity inhibition assays. Additionally, we report the protein crystal structure of the Lys15MfeGly-BPTI-β-trypsin complex (pdb: 7PH1). Both experimental and computational data show a stepwise increase in inhibitor strength with increasing fluorination of the Abu side chain. The PMF additionally shows a minimum for the encounter complex and an intermediate state just before the bound state. In the bound state, the computational analysis of the structure and dynamics of the water molecules in the S1 pocket shows a highly dynamic network of water molecules that does not indicate a rigidification or stabilizing trend in regard to energetic properties that could explain the increase in inhibitor strength. The analysis of the energy and the entropy of the water molecules in the S1 binding pocket using grid inhomogeneous solvation theory confirms this result. Overall, fluorination systematically changes the binding affinity, but the effect cannot be explained by a persistent water network in the binding pocket. Other effects, such as the hydrophobicity of fluorinated amino acids and the stability of the encounter complex as well as the additional minimum in the potential of mean force in the bound state, likely influence the affinity more directly.
Collapse
Affiliation(s)
- Leon Wehrhan
- Department of Biology, Chemistry, and Pharmacy, Freie Universität Berlin, Institute of Chemistry and Biochemistry, Arnimallee 22, Berlin14195, Germany
| | - Jakob Leppkes
- Department of Biology, Chemistry, and Pharmacy, Freie Universität Berlin, Institute of Chemistry and Biochemistry, Arnimallee 20, Berlin14195, Germany
| | - Nicole Dimos
- Department of Biology, Chemistry, and Pharmacy, Freie Universität Berlin, Institute of Chemistry and Biochemistry, Takustr. 6, Berlin14195, Germany
| | - Bernhard Loll
- Department of Biology, Chemistry, and Pharmacy, Freie Universität Berlin, Institute of Chemistry and Biochemistry, Takustr. 6, Berlin14195, Germany
| | - Beate Koksch
- Department of Biology, Chemistry, and Pharmacy, Freie Universität Berlin, Institute of Chemistry and Biochemistry, Arnimallee 20, Berlin14195, Germany
| | - Bettina G Keller
- Department of Biology, Chemistry, and Pharmacy, Freie Universität Berlin, Institute of Chemistry and Biochemistry, Arnimallee 22, Berlin14195, Germany
| |
Collapse
|
5
|
Kenny PW. Hydrogen-Bond Donors in Drug Design. J Med Chem 2022; 65:14261-14275. [DOI: 10.1021/acs.jmedchem.2c01147] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Peter W. Kenny
- Berwick-on-Sea, North Coast Road, Blanchisseuse, Saint George, Trinidad and Tobago
| |
Collapse
|
6
|
Tateing S, Suree N. Decoding molecular recognition of inhibitors targeting HDAC2 via molecular dynamics simulations and configurational entropy estimation. PLoS One 2022; 17:e0273265. [PMID: 35981056 PMCID: PMC9387782 DOI: 10.1371/journal.pone.0273265] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/01/2022] [Accepted: 08/05/2022] [Indexed: 11/18/2022] Open
Abstract
Molecular recognition by enzymes is a complicated process involving thermodynamic energies governing protein-ligand interactions. In order to aid the estimation of inhibitory activity of compounds targeting an enzyme, several computational methods can be employed to dissect this intermolecular contact. Herein, we report a structural dynamics investigation of an epigenetic enzyme HDAC2 in differentiating its binding to various inhibitors within the sub-sites of its active site. Molecular dynamics (MD) simulation was employed to elucidate the intermolecular interactions as well as the dynamics behavior of ligand binding. MD trajectories of five distinct HDAC2-inhibitor complexes reveal that compounds lacking adequate contacts with the opening rim of the active site possess high fluctuation along the cap portion, thus weakening the overall affinity. Key intermolecular interactions determining the effective binding of inhibitors include hydrogen bonds with Gly154, Asp181, and Tyr308; hydrophobic interactions between Phe155/Phe210 and the linker region; and a pi-stacking with Arg39 at the foot pocket. Decomposition of the binding free energy calculated per-residue by MM/PBSA also indicates that the interactions within the internal foot pocket, especially with residues Met35, Leu144, Gly305, and Gly306, can contribute significantly to the ligand binding. Additionally, configurational entropy of the binding was estimated and compared to the scale of the binding free energy in order to assess its contribution to the binding and to differentiate various ligand partners. It was found that the levels of entropic contribution are comparable among a set of structurally similar carbamide ligands, while it is greatly different for the set of unrelated ligands, ranging from 2.75 to 16.38 kcal/mol for the five inhibitors examined. These findings exemplify the importance of assessing molecular dynamics as well as estimating the entropic contribution in evaluating the ligand binding mechanism.
Collapse
Affiliation(s)
- Suriya Tateing
- Interdisciplinary Program in Biotechnology, Graduate School, Chiang Mai University, Chiang Mai, Thailand
- Division of Biochemistry and Biochemical Innovation, Department of Chemistry, Faculty of Science, Chiang Mai University, Chiang Mai, Thailand
- Department of Plant and Soil Sciences, Faculty of Agriculture, Chiang Mai University, Chiang Mai, Thailand
| | - Nuttee Suree
- Division of Biochemistry and Biochemical Innovation, Department of Chemistry, Faculty of Science, Chiang Mai University, Chiang Mai, Thailand
- Center of Excellence in Materials Science and Technology, Faculty of Science, Chiang Mai University, Chiang Mai, Thailand
- * E-mail:
| |
Collapse
|
7
|
Peccati F, Jiménez-Osés G. Enthalpy-Entropy Compensation in Biomolecular Recognition: A Computational Perspective. ACS OMEGA 2021; 6:11122-11130. [PMID: 34056267 PMCID: PMC8153931 DOI: 10.1021/acsomega.1c00485] [Citation(s) in RCA: 21] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/26/2021] [Accepted: 04/07/2021] [Indexed: 05/08/2023]
Abstract
This mini-review provides an overview of the enthalpy-entropy compensation phenomenon in the simulation of biomacromolecular recognition, with particular emphasis on ligand binding. We approach this complex phenomenon from the point of view of practical computational chemistry. Without providing a detailed description of the plethora of existing methodologies already reviewed in depth elsewhere, we present a series of examples to illustrate different approaches to interpret and predict compensation phenomena at an atomistic level, which is far from trivial to predict using canonical, classic textbook assumptions.
Collapse
Affiliation(s)
- Francesca Peccati
- Center
for Cooperative Research in Biosciences (CIC bioGUNE), Basque Research
and Technology Alliance (BRTA), Bizkaia
Technology Park, Building
801A, 48160 Derio, Spain
| | - Gonzalo Jiménez-Osés
- Center
for Cooperative Research in Biosciences (CIC bioGUNE), Basque Research
and Technology Alliance (BRTA), Bizkaia
Technology Park, Building
801A, 48160 Derio, Spain
- Ikerbasque, Basque
Foundation for Science, 48013 Bilbao, Spain
| |
Collapse
|
8
|
Wallerstein J, Ekberg V, Ignjatović MM, Kumar R, Caldararu O, Peterson K, Wernersson S, Brath U, Leffler H, Oksanen E, Logan DT, Nilsson UJ, Ryde U, Akke M. Entropy-Entropy Compensation between the Protein, Ligand, and Solvent Degrees of Freedom Fine-Tunes Affinity in Ligand Binding to Galectin-3C. JACS AU 2021; 1:484-500. [PMID: 34467311 PMCID: PMC8395690 DOI: 10.1021/jacsau.0c00094] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/03/2020] [Indexed: 06/13/2023]
Abstract
Molecular recognition is fundamental to biological signaling. A central question is how individual interactions between molecular moieties affect the thermodynamics of ligand binding to proteins and how these effects might propagate beyond the immediate neighborhood of the binding site. Here, we investigate this question by introducing minor changes in ligand structure and characterizing the effects of these on ligand affinity to the carbohydrate recognition domain of galectin-3, using a combination of isothermal titration calorimetry, X-ray crystallography, NMR relaxation, and computational approaches including molecular dynamics (MD) simulations and grid inhomogeneous solvation theory (GIST). We studied a congeneric series of ligands with a fluorophenyl-triazole moiety, where the fluorine substituent varies between the ortho, meta, and para positions (denoted O, M, and P). The M and P ligands have similar affinities, whereas the O ligand has 3-fold lower affinity, reflecting differences in binding enthalpy and entropy. The results reveal surprising differences in conformational and solvation entropy among the three complexes. NMR backbone order parameters show that the O-bound protein has reduced conformational entropy compared to the M and P complexes. By contrast, the bound ligand is more flexible in the O complex, as determined by 19F NMR relaxation, ensemble-refined X-ray diffraction data, and MD simulations. Furthermore, GIST calculations indicate that the O-bound complex has less unfavorable solvation entropy compared to the other two complexes. Thus, the results indicate compensatory effects from ligand conformational entropy and water entropy, on the one hand, and protein conformational entropy, on the other hand. Taken together, these different contributions amount to entropy-entropy compensation among the system components involved in ligand binding to a target protein.
Collapse
Affiliation(s)
- Johan Wallerstein
- Biophysical
Chemistry, Center for Molecular Protein Science, Department of Chemistry, Lund University, 221 00 Lund, Sweden
| | - Vilhelm Ekberg
- Theoretical
Chemistry, Department of Chemistry, Lund
University, 221 00 Lund, Sweden
| | | | - Rohit Kumar
- Biochemistry
and Structural Biology, Center for Molecular Protein Science, Department
of Chemistry, Lund University, 221 00 Lund, Sweden
| | - Octav Caldararu
- Theoretical
Chemistry, Department of Chemistry, Lund
University, 221 00 Lund, Sweden
| | - Kristoffer Peterson
- Centre
for Analysis and Synthesis, Department of Chemistry, Lund University, 221 00 Lund, Sweden
| | - Sven Wernersson
- Biophysical
Chemistry, Center for Molecular Protein Science, Department of Chemistry, Lund University, 221 00 Lund, Sweden
| | - Ulrika Brath
- The
Swedish NMR Center, University of Gothenburg, 405 30 Gothenburg, Sweden
| | - Hakon Leffler
- Microbiology,
Immunology, and Glycobiology, Department of Experimental Medicine, Lund University, 221 00 Lund, Sweden
| | - Esko Oksanen
- European
Spallation Source ESS ERIC, 225 92 Lund, Sweden
| | - Derek T. Logan
- Biochemistry
and Structural Biology, Center for Molecular Protein Science, Department
of Chemistry, Lund University, 221 00 Lund, Sweden
| | - Ulf J. Nilsson
- Centre
for Analysis and Synthesis, Department of Chemistry, Lund University, 221 00 Lund, Sweden
| | - Ulf Ryde
- Theoretical
Chemistry, Department of Chemistry, Lund
University, 221 00 Lund, Sweden
| | - Mikael Akke
- Biophysical
Chemistry, Center for Molecular Protein Science, Department of Chemistry, Lund University, 221 00 Lund, Sweden
| |
Collapse
|
9
|
Olson B, Cruz A, Chen L, Ghattas M, Ji Y, Huang K, Ayoub S, Luchko T, McKay DJ, Kurtzman T. An online repository of solvation thermodynamic and structural maps of SARS-CoV-2 targets. J Comput Aided Mol Des 2020; 34:1219-1228. [PMID: 32918236 PMCID: PMC7486166 DOI: 10.1007/s10822-020-00341-x] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2020] [Accepted: 08/29/2020] [Indexed: 12/01/2022]
Abstract
SARS-CoV-2 recently jumped species and rapidly spread via human-to-human transmission to cause a global outbreak of COVID-19. The lack of effective vaccine combined with the severity of the disease necessitates attempts to develop small molecule drugs to combat the virus. COVID19_GIST_HSA is a freely available online repository to provide solvation thermodynamic maps of COVID-19-related protein small molecule drug targets. Grid inhomogeneous solvation theory maps were generated using AmberTools cpptraj-GIST, 3D reference interaction site model maps were created with AmberTools rism3d.snglpnt and hydration site analysis maps were created using SSTMap code. The resultant data can be applied to drug design efforts: scoring solvent displacement for docking, rational lead modification, prioritization of ligand- and protein- based pharmacophore elements, and creation of water-based pharmacophores. Herein, we demonstrate the use of the solvation thermodynamic mapping data. It is hoped that this freely provided data will aid in small molecule drug discovery efforts to defeat SARS-CoV-2.
Collapse
Affiliation(s)
- Brian Olson
- Ph.D. Program in Biochemistry, The Graduate Center of the City University of New York, 365 5th Avenue, New York, NY, 10016, USA
- Department of Biology and Chemistry, County College of Morris, 214 Center Grove Rd, Randolph, NJ, 07869, USA
| | - Anthony Cruz
- Lehman College Department of Chemistry, 205 W Bedford Park Blvd, Bronx, NY, 10468, USA
- Ph.D. Program in Chemistry, The Graduate Center of the City University of New York, 365 5th Avenue, New York, NY, 10016, USA
| | - Lieyang Chen
- Lehman College Department of Chemistry, 205 W Bedford Park Blvd, Bronx, NY, 10468, USA
- Ph.D. Program in Biochemistry, The Graduate Center of the City University of New York, 365 5th Avenue, New York, NY, 10016, USA
| | - Mossa Ghattas
- Lehman College Department of Chemistry, 205 W Bedford Park Blvd, Bronx, NY, 10468, USA
- Ph.D. Program in Chemistry, The Graduate Center of the City University of New York, 365 5th Avenue, New York, NY, 10016, USA
| | - Yeonji Ji
- Lehman College Department of Chemistry, 205 W Bedford Park Blvd, Bronx, NY, 10468, USA
- Ph.D. Program in Biochemistry, The Graduate Center of the City University of New York, 365 5th Avenue, New York, NY, 10016, USA
| | - Kunhui Huang
- Lehman College Department of Chemistry, 205 W Bedford Park Blvd, Bronx, NY, 10468, USA
- Ph.D. Program in Biochemistry, The Graduate Center of the City University of New York, 365 5th Avenue, New York, NY, 10016, USA
| | - Steven Ayoub
- Department of Chemistry and Biochemistry, California State University, Northridge, 18111 Nordhoff Street, Northridge, CA, 91330, USA
| | - Tyler Luchko
- Department of Physics and Astronomy, Center for Biological Physics, California State University, Northridge, 18111 Nordhoff Street, Northridge, CA, 91330, USA
| | - Daniel J McKay
- Ventus Therapeutics, Frederick-Banting, Montreal, QC, H9S 2A1, Canada
| | - Tom Kurtzman
- Lehman College Department of Chemistry, 205 W Bedford Park Blvd, Bronx, NY, 10468, USA.
- Ph.D. Program in Chemistry, The Graduate Center of the City University of New York, 365 5th Avenue, New York, NY, 10016, USA.
- Ph.D. Program in Biochemistry, The Graduate Center of the City University of New York, 365 5th Avenue, New York, NY, 10016, USA.
| |
Collapse
|
10
|
Colaço E, Lefèvre D, Maisonhaute E, Brouri D, Guibert C, Dupont-Gillain C, El Kirat K, Demoustier-Champagne S, Landoulsi J. Enzyme-assisted mineralization of calcium phosphate: exploring confinement for the design of highly crystalline nano-objects. NANOSCALE 2020; 12:10051-10064. [PMID: 32347883 DOI: 10.1039/d0nr01638a] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/11/2023]
Abstract
In hard tissues of vertebrates, calcium phosphate (CaP) biomineralization is a fascinating process that combines specific physicochemical and biochemical reactions, resulting in the formation of extracellular matrices with elegant nanoarchitectures. Although several "biomimetic" strategies have been developed for the design of mineralized nanostructured biointerfaces, the control of the crystallization process remains complex. Herein, we report an innovative approach to overcome this challenge by generating, in situ, CaP precursors in a confined medium. For this purpose, we explore a combination of (i) the layer-by-layer assembly, (ii) the template-based method and (iii) the heterogeneous enzymatic catalysis. We show the possibility of embedding active alkaline phosphatase in a nanostructured multilayered film and inducing the nucleation and growth of CaP compounds under different conditions. Importantly, we demonstrate that the modulation of the crystal phase from spheroid-shaped amorphous CaP to crystalline platelet-shaped hydroxyapatite depends on the degree of confinement of active enzymes. This leads to the synthesis of highly anisotropic mineralized nanostructures that are mechanically stable and with controlled dimensions, composition and crystal phase. The present study provides a straightforward, yet powerful, way to design anisotropic nanostructured materials, including a self-supported framework, which may be used in broad biomedical applications.
Collapse
Affiliation(s)
- E Colaço
- Laboratoire de Biomécanique & Bioingénierie, CNRS, Université de Technologie de Compiègne, BP 20529, F-60205 Compiègne Cedex, France
| | - D Lefèvre
- Institute of Condensed Matter and Nanosciences, Bio & Soft Matter, Université catholique de Louvain, Croix du Sud 1 (L7.04.02), 1348, Louvain-la-Neuve, Belgium.
| | - E Maisonhaute
- Sorbonne Université, CNRS, Laboratoire Interfaces et Systèmes Electrochimiques, LISE, F-75005 Paris, France
| | - D Brouri
- Sorbonne Université, CNRS, Laboratoire de Réactivité de Surface, LRS, F-75005 Paris, France.
| | - C Guibert
- Sorbonne Université, CNRS, Laboratoire de Réactivité de Surface, LRS, F-75005 Paris, France.
| | - C Dupont-Gillain
- Institute of Condensed Matter and Nanosciences, Bio & Soft Matter, Université catholique de Louvain, Croix du Sud 1 (L7.04.02), 1348, Louvain-la-Neuve, Belgium.
| | - K El Kirat
- Laboratoire de Biomécanique & Bioingénierie, CNRS, Université de Technologie de Compiègne, BP 20529, F-60205 Compiègne Cedex, France
| | - S Demoustier-Champagne
- Institute of Condensed Matter and Nanosciences, Bio & Soft Matter, Université catholique de Louvain, Croix du Sud 1 (L7.04.02), 1348, Louvain-la-Neuve, Belgium.
| | - J Landoulsi
- Laboratoire de Biomécanique & Bioingénierie, CNRS, Université de Technologie de Compiègne, BP 20529, F-60205 Compiègne Cedex, France and Sorbonne Université, CNRS, Laboratoire de Réactivité de Surface, LRS, F-75005 Paris, France.
| |
Collapse
|
11
|
Olson B, Cruz A, Chen L, Ghattas M, Ji Y, Huang K, McKay DJ, Kurtzman T. An online repository of solvation thermodynamic and structural maps of SARS-CoV-2 targets. CHEMRXIV : THE PREPRINT SERVER FOR CHEMISTRY 2020:10.26434/chemrxiv.12275705.v1. [PMID: 32511289 PMCID: PMC7263766 DOI: 10.26434/chemrxiv.12275705] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Revised: 05/13/2020] [Indexed: 11/09/2022]
Abstract
SARS-CoV-2 recently jumped species and rapidly spread via human-to-human transmission to cause a global outbreak of COVID-19. The lack of effective vaccine combined with the severity of the disease necessitates attempts to develop small molecule drugs to combat the virus. COVID19_GIST_HSA is a freely available online repository to provide solvation thermodynamic maps of COVID-19-related protein small molecule drug targets. Grid Inhomogeneous Solvation Theory maps were generated using AmberTools cpptraj-GIST and Hydration Site Analysis maps were created using SSTmap code. The resultant data can be applied to drug design efforts: scoring solvent displacement for docking, rational lead modification, prioritization of ligand- and protein- based pharmacophore elements, and creation of water-based pharmacophores. Herein, we demonstrate the use of the solvation thermodynamic mapping data. It is hoped that this freely provided data will aid in small molecule drug discovery efforts to defeat SARS-CoV-2.
Collapse
Affiliation(s)
- Brian Olson
- Ph.D. Program in Biochemistry, The Graduate Center of the City University of New York, 365 5th Avenue, New York New York, United States of America, 10016
- County College of Morris, Department of Biology and Chemistry, 214 Center Grove Rd, Randolph, NJ, United States of America, 07869
| | - Anthony Cruz
- Lehman College Department of Chemistry, 205 W Bedford Park Blvd Bronx, NY, United States of America, 10468
- Ph.D. Program in Chemistry, The Graduate Center of the City University of New York, 365 5th Avenue, New York New York, United States of America, 10016
| | - Lieyang Chen
- Lehman College Department of Chemistry, 205 W Bedford Park Blvd Bronx, NY, United States of America, 10468
- Ph.D. Program in Biochemistry, The Graduate Center of the City University of New York, 365 5th Avenue, New York New York, United States of America, 10016
| | - Mossa Ghattas
- Lehman College Department of Chemistry, 205 W Bedford Park Blvd Bronx, NY, United States of America, 10468
- Ph.D. Program in Chemistry, The Graduate Center of the City University of New York, 365 5th Avenue, New York New York, United States of America, 10016
| | - Yeonji Ji
- Lehman College Department of Chemistry, 205 W Bedford Park Blvd Bronx, NY, United States of America, 10468
- Ph.D. Program in Biochemistry, The Graduate Center of the City University of New York, 365 5th Avenue, New York New York, United States of America, 10016
| | - Kunhui Huang
- Lehman College Department of Chemistry, 205 W Bedford Park Blvd Bronx, NY, United States of America, 10468
- Ph.D. Program in Biochemistry, The Graduate Center of the City University of New York, 365 5th Avenue, New York New York, United States of America, 10016
| | - Daniel J McKay
- Ventus Therapeutics, 7150 Frederick-Banting Montreal, Quebec H9S 2A1
| | - Tom Kurtzman
- Lehman College Department of Chemistry, 205 W Bedford Park Blvd Bronx, NY, United States of America, 10468
- Ph.D. Program in Chemistry, The Graduate Center of the City University of New York, 365 5th Avenue, New York New York, United States of America, 10016
- Ph.D. Program in Biochemistry, The Graduate Center of the City University of New York, 365 5th Avenue, New York New York, United States of America, 10016
| |
Collapse
|
12
|
Kuo TC, Wu MW, Lin WC, Matulis D, Yang YS, Li SY, Chen WY. Reduction of interstrand charge repulsion of DNA duplexes by salts and by neutral phosphotriesters – Contrary effects for harnessing duplex formation. J Taiwan Inst Chem Eng 2020. [DOI: 10.1016/j.jtice.2020.02.023] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
|
13
|
Hüfner-Wulsdorf T, Klebe G. Role of Water Molecules in Protein–Ligand Dissociation and Selectivity Discrimination: Analysis of the Mechanisms and Kinetics of Biomolecular Solvation Using Molecular Dynamics. J Chem Inf Model 2020; 60:1818-1832. [DOI: 10.1021/acs.jcim.0c00156] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Affiliation(s)
- Tobias Hüfner-Wulsdorf
- Institut für Pharmazeutische Chemie, Philipps Universität Marburg, Marbacher Weg 6, 35037 Marburg, Germany
| | - Gerhard Klebe
- Institut für Pharmazeutische Chemie, Philipps Universität Marburg, Marbacher Weg 6, 35037 Marburg, Germany
| |
Collapse
|
14
|
He P, Sarkar S, Gallicchio E, Kurtzman T, Wickstrom L. Role of Displacing Confined Solvent in the Conformational Equilibrium of β-Cyclodextrin. J Phys Chem B 2019; 123:8378-8386. [PMID: 31509409 DOI: 10.1021/acs.jpcb.9b07028] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
This study investigates the role of hydration and its relationship to the conformational equilibrium of the host molecule β-cyclodextrin. Molecular dynamics simulations indicate that the unbound β-cyclodextrin exhibits two state behavior in explicit solvent due to the opening and closing of its cavity. In implicit solvent, these transitions are not observed, and there is one dominant conformation of β-cyclodextrin with an open cavity. Based on these observations, we investigate the hypothesis that the expulsion of thermodynamically unfavorable water molecules into the bulk plays an important role in controlling the accessibility of the closed macrostate at room temperature. We compare the results of the molecular mechanics analytical generalized Born plus nonpolar solvation approach to those obtained through grid inhomogeneous solvation theory analysis with explicit solvation to elucidate the thermodynamic forces at play. The work illustrates the use of continuum solvent models to tease out solvation effects related to the inhomogeneity and the molecular nature of water and demonstrates the key role of the thermodynamics of enclosed hydration in driving the conformational equilibrium of molecules in solution.
Collapse
Affiliation(s)
- Peng He
- Center for Biophysics & Computational Biology/ICMS, Department of Chemistry , Temple University , Philadelphia , Pennsylvania 19122 , United States
| | - Sheila Sarkar
- Department of Science , Borough of Manhattan Community College, The City University of New York , New York , New York 10007 , United States
| | - Emilio Gallicchio
- Department of Chemistry , Brooklyn College, The City University of New York , Brooklyn , New York 11210 , United States.,Ph.D. Programs in Chemistry & Biochemistry , The Graduate Center of the City University of New York , 365 Fifth Avenue , New York , New York 10016 , United States
| | - Tom Kurtzman
- Department of Chemistry , Lehman College, The City University of New York , Bronx , New York 10468 , United States.,Ph.D. Programs in Chemistry & Biochemistry , The Graduate Center of the City University of New York , 365 Fifth Avenue , New York , New York 10016 , United States
| | - Lauren Wickstrom
- Department of Science , Borough of Manhattan Community College, The City University of New York , New York , New York 10007 , United States
| |
Collapse
|
15
|
Pal RK, Gadhiya S, Ramsey S, Cordone P, Wickstrom L, Harding WW, Kurtzman T, Gallicchio E. Inclusion of enclosed hydration effects in the binding free energy estimation of dopamine D3 receptor complexes. PLoS One 2019; 14:e0222902. [PMID: 31568493 PMCID: PMC6768453 DOI: 10.1371/journal.pone.0222902] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/16/2019] [Accepted: 08/30/2019] [Indexed: 01/04/2023] Open
Abstract
Confined hydration and conformational flexibility are some of the challenges encountered for the rational design of selective antagonists of G-protein coupled receptors. We present a set of C3-substituted (-)-stepholidine derivatives as potent binders of the dopamine D3 receptor. The compounds are characterized biochemically, as well as by computer modeling using a novel molecular dynamics-based alchemical binding free energy approach which incorporates the effect of the displacement of enclosed water molecules from the binding site. The free energy of displacement of specific hydration sites is obtained using the Hydration Site Analysis method with explicit solvation. This work underscores the critical role of confined hydration and conformational reorganization in the molecular recognition mechanism of dopamine receptors and illustrates the potential of binding free energy models to represent these key phenomena.
Collapse
Affiliation(s)
- Rajat Kumar Pal
- Department of Chemistry, Brooklyn College, 2900 Bedford Avenue, Brooklyn, NY 11210, United States of America
- PhD Program in Biochemistry, The Graduate Center of the City University of New York, New York, NY 10016, United States of America
| | - Satishkumar Gadhiya
- PhD Program in Chemistry, The Graduate Center of the City University of New York, New York, NY 10016, United States of America
- Department of Chemistry, Hunter College, 695 Park Avenue, NY 10065, United States of America
| | - Steven Ramsey
- PhD Program in Biochemistry, The Graduate Center of the City University of New York, New York, NY 10016, United States of America
- Department of Chemistry, Lehman College, 250 Bedford Park Blvd. West, Bronx, NY 10468, United States of America
| | - Pierpaolo Cordone
- PhD Program in Biochemistry, The Graduate Center of the City University of New York, New York, NY 10016, United States of America
- Department of Chemistry, Hunter College, 695 Park Avenue, NY 10065, United States of America
| | - Lauren Wickstrom
- Department of Science, Borough of Manhattan Community College, 199 Chambers Street, New York, NY 10007, United States of America
| | - Wayne W. Harding
- PhD Program in Biochemistry, The Graduate Center of the City University of New York, New York, NY 10016, United States of America
- PhD Program in Chemistry, The Graduate Center of the City University of New York, New York, NY 10016, United States of America
- Department of Chemistry, Hunter College, 695 Park Avenue, NY 10065, United States of America
| | - Tom Kurtzman
- PhD Program in Biochemistry, The Graduate Center of the City University of New York, New York, NY 10016, United States of America
- PhD Program in Chemistry, The Graduate Center of the City University of New York, New York, NY 10016, United States of America
- Department of Chemistry, Lehman College, 250 Bedford Park Blvd. West, Bronx, NY 10468, United States of America
| | - Emilio Gallicchio
- Department of Chemistry, Brooklyn College, 2900 Bedford Avenue, Brooklyn, NY 11210, United States of America
- PhD Program in Biochemistry, The Graduate Center of the City University of New York, New York, NY 10016, United States of America
- PhD Program in Chemistry, The Graduate Center of the City University of New York, New York, NY 10016, United States of America
- * E-mail:
| |
Collapse
|
16
|
Narayanan S, Firlar E, Rasul MG, Foroozan T, Farajpour N, Covnot L, Shahbazian-Yassar R, Shokuhfar T. On the structure and chemistry of iron oxide cores in human heart and human spleen ferritins using graphene liquid cell electron microscopy. NANOSCALE 2019; 11:16868-16878. [PMID: 31482911 DOI: 10.1039/c9nr01541h] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/10/2023]
Abstract
Ferritin is a protein that regulates the iron ions in humans by storing them in the form of iron oxides. Despite extensive efforts to understand the ferritin iron oxide structures, it is still not clear how ferritin proteins with a distinct light (L) and heavy (H) chain subunit ratio impact the biomineralization process. In situ graphene liquid cell-transmission electron microscopy (GLC-TEM) provides an indispensable platform to study the atomic structure of ferritin mineral cores in their native liquid environment. In this study, we report differences in the iron oxide formation in human spleen ferritins (HSFs) and human heart ferritins (HHFs) using in situ GLC-TEM. Scanning transmission electron microscopy (STEM) along with selected area electron diffraction (SAED) of the mineral core and electron energy loss spectroscopy (EELS) analyses enabled the visualization of morphologies, crystal structures and the chemistry of iron oxide cores in HSFs and HHFs. Our study revealed the presence of metastable ferrihydrite (5Fe2O3·9H2O) as a dominant phase in hydrated HSFs and HHFs, while a stable hematite (α-Fe2O3) phase predominated in non-hydrated HSFs and HHFs. In addition, a higher Fe3+/Fe2+ ratio was found in HHFs in comparison with HSFs. This study provides new understanding on iron-oxide phases that exist in hydrated ferritin proteins from different human organs. Such new insights are needed to map ferritin biomineralization pathways and possible correlations with various iron-related disorders in humans.
Collapse
Affiliation(s)
- Surya Narayanan
- University of Illinois at Chicago, Department of Bioengineering, Chicago, IL 60607, USA.
| | | | | | | | | | | | | | | |
Collapse
|
17
|
Robalo JR, Streacker LM, Mendes de Oliveira D, Imhof P, Ben-Amotz D, Verde AV. Hydrophobic but Water-Friendly: Favorable Water–Perfluoromethyl Interactions Promote Hydration Shell Defects. J Am Chem Soc 2019; 141:15856-15868. [DOI: 10.1021/jacs.9b06862] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/18/2023]
Affiliation(s)
- João R. Robalo
- Department of Theory & Bio-systems, Max Planck Institute for Colloids and Interfaces, Science Park, Potsdam 14476, Germany
| | - Louis M. Streacker
- Department of Chemistry, Purdue University, West Lafayette, Indiana 47907, United States
| | | | - Petra Imhof
- Institute for Theoretical Physics, Free University of Berlin, Arnimallee 14, 14195 Berlin, Germany
| | - Dor Ben-Amotz
- Department of Chemistry, Purdue University, West Lafayette, Indiana 47907, United States
| | - Ana Vila Verde
- Department of Theory & Bio-systems, Max Planck Institute for Colloids and Interfaces, Science Park, Potsdam 14476, Germany
| |
Collapse
|
18
|
Verteramo ML, Stenström O, Ignjatović MM, Caldararu O, Olsson MA, Manzoni F, Leffler H, Oksanen E, Logan DT, Nilsson UJ, Ryde U, Akke M. Interplay between Conformational Entropy and Solvation Entropy in Protein-Ligand Binding. J Am Chem Soc 2019; 141:2012-2026. [PMID: 30618244 DOI: 10.1021/jacs.8b11099] [Citation(s) in RCA: 74] [Impact Index Per Article: 14.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
Abstract
Understanding the driving forces underlying molecular recognition is of fundamental importance in chemistry and biology. The challenge is to unravel the binding thermodynamics into separate contributions and to interpret these in molecular terms. Entropic contributions to the free energy of binding are particularly difficult to assess in this regard. Here we pinpoint the molecular determinants underlying differences in ligand affinity to the carbohydrate recognition domain of galectin-3, using a combination of isothermal titration calorimetry, X-ray crystallography, NMR relaxation, and molecular dynamics simulations followed by conformational entropy and grid inhomogeneous solvation theory (GIST) analyses. Using a pair of diastereomeric ligands that have essentially identical chemical potential in the unbound state, we reduced the problem of dissecting the thermodynamics to a comparison of the two protein-ligand complexes. While the free energies of binding are nearly equal for the R and S diastereomers, greater differences are observed for the enthalpy and entropy, which consequently exhibit compensatory behavior, ΔΔ H°(R - S) = -5 ± 1 kJ/mol and - TΔΔ S°(R - S) = 3 ± 1 kJ/mol. NMR relaxation experiments and molecular dynamics simulations indicate that the protein in complex with the S-stereoisomer has greater conformational entropy than in the R-complex. GIST calculations reveal additional, but smaller, contributions from solvation entropy, again in favor of the S-complex. Thus, conformational entropy apparently dominates over solvation entropy in dictating the difference in the overall entropy of binding. This case highlights an interplay between conformational entropy and solvation entropy, pointing to both opportunities and challenges in drug design.
Collapse
Affiliation(s)
- Maria Luisa Verteramo
- Centre for Analysis and Synthesis, Department of Chemistry , Lund University , 221 00 Lund , Sweden
| | - Olof Stenström
- Biophysical Chemistry, Center for Molecular Protein Science, Department of Chemistry , Lund University , 221 00 Lund , Sweden
| | | | - Octav Caldararu
- Theoretical Chemistry, Department of Chemistry , Lund University , 221 00 Lund , Sweden
| | - Martin A Olsson
- Theoretical Chemistry, Department of Chemistry , Lund University , 221 00 Lund , Sweden
| | - Francesco Manzoni
- Biochemistry and Structural Biology, Center for Molecular Protein Science, Department of Chemistry , Lund University , 221 00 Lund , Sweden
| | - Hakon Leffler
- Microbiology, Immunology, and Glycobiology, Department of Laboratory Medicine , Lund University , 221 00 Lund , Sweden
| | - Esko Oksanen
- European Spallation Source ESS ERIC , 225 92 Lund , Sweden
| | - Derek T Logan
- Biochemistry and Structural Biology, Center for Molecular Protein Science, Department of Chemistry , Lund University , 221 00 Lund , Sweden
| | - Ulf J Nilsson
- Centre for Analysis and Synthesis, Department of Chemistry , Lund University , 221 00 Lund , Sweden
| | - Ulf Ryde
- Theoretical Chemistry, Department of Chemistry , Lund University , 221 00 Lund , Sweden
| | - Mikael Akke
- Biophysical Chemistry, Center for Molecular Protein Science, Department of Chemistry , Lund University , 221 00 Lund , Sweden
| |
Collapse
|
19
|
Mukherjee S, Nithin C, Divakaruni Y, Bahadur RP. Dissecting water binding sites at protein–protein interfaces: a lesson from the atomic structures in the Protein Data Bank. J Biomol Struct Dyn 2018; 37:1204-1219. [DOI: 10.1080/07391102.2018.1453379] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Affiliation(s)
- Sunandan Mukherjee
- Computational Structural Biology Lab, Department of Biotechnology, Indian Institute of Technology Kharagpur, Kharagpur, India
| | - Chandran Nithin
- Computational Structural Biology Lab, Department of Biotechnology, Indian Institute of Technology Kharagpur, Kharagpur, India
| | - Yasaswi Divakaruni
- Computational Structural Biology Lab, Department of Biotechnology, Indian Institute of Technology Kharagpur, Kharagpur, India
| | - Ranjit Prasad Bahadur
- Computational Structural Biology Lab, Department of Biotechnology, Indian Institute of Technology Kharagpur, Kharagpur, India
| |
Collapse
|
20
|
Haider K, Cruz A, Ramsey S, Gilson MK, Kurtzman T. Solvation Structure and Thermodynamic Mapping (SSTMap): An Open-Source, Flexible Package for the Analysis of Water in Molecular Dynamics Trajectories. J Chem Theory Comput 2018; 14:418-425. [PMID: 29161510 PMCID: PMC5760325 DOI: 10.1021/acs.jctc.7b00592] [Citation(s) in RCA: 28] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
We have developed SSTMap, a software package for mapping structural and thermodynamic water properties in molecular dynamics trajectories. The package introduces automated analysis and mapping of local measures of frustration and enhancement of water structure. The thermodynamic calculations are based on Inhomogeneous Fluid Solvation Theory (IST), which is implemented using both site-based and grid-based approaches. The package also extends the applicability of solvation analysis calculations to multiple molecular dynamics (MD) simulation programs by using existing cross-platform tools for parsing MD parameter and trajectory files. SSTMap is implemented in Python and contains both command-line tools and a Python module to facilitate flexibility in setting up calculations and for automated generation of large data sets involving analysis of multiple solutes. Output is generated in formats compatible with popular Python data science packages. This tool will be used by the molecular modeling community for computational analysis of water in problems of biophysical interest such as ligand binding and protein function.
Collapse
Affiliation(s)
- Kamran Haider
- Department of Physics, City College of New York, The City University of New York, 160 Convent Ave, New York, NY 10031
| | - Anthony Cruz
- Department of Chemistry, Lehman College, The City University of New York, 250 Bedford Park Boulevard West, Bronx, New York, NY 10468
- Ph.D. Program in Chemistry, The Graduate Center of The City University of New York, 365 Fifth Avenue, New York, New York, 10016, United States
| | - Steven Ramsey
- Department of Chemistry, Lehman College, The City University of New York, 250 Bedford Park Boulevard West, Bronx, New York, NY 10468
- Ph.D. Program in Biochemistry, The Graduate Center of The City University of New York, 365 Fifth Avenue, New York, New York, 10016, United States
| | - Michael K Gilson
- Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California San Diego, 9500 Gilman Drive, La Jolla, California, CA, 92093-0736
| | - Tom Kurtzman
- Department of Chemistry, Lehman College, The City University of New York, 250 Bedford Park Boulevard West, Bronx, New York, NY 10468
- Ph.D. Program in Chemistry, The Graduate Center of The City University of New York, 365 Fifth Avenue, New York, New York, 10016, United States
- Ph.D. Program in Biochemistry, The Graduate Center of The City University of New York, 365 Fifth Avenue, New York, New York, 10016, United States
| |
Collapse
|
21
|
Deng N, Wickstrom L, Cieplak P, Lin C, Yang D. Resolving the Ligand-Binding Specificity in c-MYC G-Quadruplex DNA: Absolute Binding Free Energy Calculations and SPR Experiment. J Phys Chem B 2017; 121:10484-10497. [PMID: 29086571 DOI: 10.1021/acs.jpcb.7b09406] [Citation(s) in RCA: 31] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
Abstract
We report the absolute binding free energy calculation and surface plasmon resonance (SPR) experiment for ligand binding with the c-MYC G-quadruplex DNA. The unimolecular parallel DNA G-quadruplex formed in nuclease hypersensitivity element III1 of the c-MYC gene promoter regulates the c-MYC transcription and is recognized as an emerging drug target for cancer therapy. Quindoline derivatives have been shown to stabilize the G-quadruplex and inhibit the c-MYC expression in cancer cells. NMR revealed two binding sites located at the 5' and 3' termini of the G-quadruplex. Questions about which site is more favored and the basis for the ligand-induced binding site formation remain unresolved. Here, we employ two absolute binding free energy methods, the double decoupling and the potential of mean force methods, to dissect the ligand-binding specificity in the c-MYC G-quadruplex. The calculated absolute binding free energies are in general agreement with the SPR result and suggest that quindoline has a slight preference for the 5' site. The flanking residues around the two sites undergo significant reorganization as the ligand unbinds, which provides evidence for ligand-induced binding pocket formation. The results help interpret experimental data and inform rational design of small molecules targeting the c-MYC G-quadruplex.
Collapse
Affiliation(s)
- Nanjie Deng
- Department of Chemistry and Physical Sciences, Pace University , 1 Pace Plaza, New York, New York 10038, United States
| | - Lauren Wickstrom
- Department of Science, Borough of Manhattan Community College, the City University of New York , New York, New York 10007, United States
| | - Piotr Cieplak
- Sanford Burnham Prebys Medical Discovery Institute , La Jolla, San Diego, California 92037, United States
| | - Clement Lin
- Department of Medicinal Chemistry and Molecular Pharmacology, College of Pharmacy, Purdue University , West Lafayette, Indiana 47907, United States
| | - Danzhou Yang
- Department of Medicinal Chemistry and Molecular Pharmacology, College of Pharmacy, Purdue University , West Lafayette, Indiana 47907, United States
| |
Collapse
|
22
|
Ion-induced alterations of the local hydration environment elucidate Hofmeister effect in a simple classical model of Trp-cage miniprotein. J Mol Model 2017; 23:298. [PMID: 28956172 DOI: 10.1007/s00894-017-3471-0] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2017] [Accepted: 09/10/2017] [Indexed: 10/18/2022]
Abstract
Protein stability is known to be influenced by the presence of Hofmeister active ions in the solution. In addition to direct ion-protein interactions, this influence manifests through the local alterations of the interfacial water structure induced by the anions and cations present in this region. In our earlier works it was pointed out that the effects of Hofmeister active salts on the stability of Trp-cage miniprotein can be modeled qualitatively using non-polarizable force fields. These simulations reproduced the structure-stabilization and structure-destabilization effects of selected kosmotropic and chaotropic salts, respectively. In the present study we use the same model system to elucidate atomic processes behind the chaotropic destabilization and kosmotropic stabilization of the miniprotein. We focus on changes of the local hydration environment of the miniprotein upon addition of NaClO4 and NaF salts to the solution. The process is separated into two parts. In the first, 'promotion' phase, the protein structure is fixed, and the local hydration properties induced by the simultaneous presence of protein and ions are investigated, with a special focus on the interaction of Hofmeister active anions with the charged and polar sites. In the second, 'rearrangement' phase we follow changes of the hydration of ions and the protein, accompanying the conformational relaxation of the protein. We identify significant factors of an enthalpic and entropic nature behind the ion-induced free energy changes of the protein-water system, and also propose a possible atomic mechanism consistent with the Collins's rule, for the chaotropic destabilization and kosmotropic stabilization of protein conformation.
Collapse
|
23
|
Cramer J, Krimmer SG, Heine A, Klebe G. Paying the Price of Desolvation in Solvent-Exposed Protein Pockets: Impact of Distal Solubilizing Groups on Affinity and Binding Thermodynamics in a Series of Thermolysin Inhibitors. J Med Chem 2017; 60:5791-5799. [DOI: 10.1021/acs.jmedchem.7b00490] [Citation(s) in RCA: 30] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Affiliation(s)
- Jonathan Cramer
- Institute of Pharmaceutical
Chemistry, University of Marburg, Marbacher Weg 6, 35032 Marburg, Germany
| | - Stefan G. Krimmer
- Institute of Pharmaceutical
Chemistry, University of Marburg, Marbacher Weg 6, 35032 Marburg, Germany
| | - Andreas Heine
- Institute of Pharmaceutical
Chemistry, University of Marburg, Marbacher Weg 6, 35032 Marburg, Germany
| | - Gerhard Klebe
- Institute of Pharmaceutical
Chemistry, University of Marburg, Marbacher Weg 6, 35032 Marburg, Germany
| |
Collapse
|
24
|
Rechlin C, Scheer F, Terwesten F, Wulsdorf T, Pol E, Fridh V, Toth P, Diederich WE, Heine A, Klebe G. Price for Opening the Transient Specificity Pocket in Human Aldose Reductase upon Ligand Binding: Structural, Thermodynamic, Kinetic, and Computational Analysis. ACS Chem Biol 2017; 12:1397-1415. [PMID: 28287700 DOI: 10.1021/acschembio.7b00062] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
Insights into the thermodynamic and kinetic signature of the transient opening of a protein-binding pocket resulting from accommodation of suitable substituents attached to a given parent ligand scaffold are presented. As a target, we selected human aldose reductase, an enzyme involved in the development of late-stage diabetic complications. To recognize a large scope of substrate molecules, this reductase opens a transient specificity pocket. The pocket-opening step was studied by X-ray crystallography, microcalorimetry, and surface plasmon resonance using a narrow series of 2-carbamoyl-phenoxy-acetic acid derivatives. Molecular dynamics simulations suggest that pocket opening occurs only once an appropriate substituent is attached to the parent scaffold. Transient pocket opening of the uncomplexed protein is hardly recorded. Hydration-site analysis suggests that up to five water molecules entering the opened pocket cannot stabilize this state. Sole substitution with a benzyl group stabilizes the opened state, and the energetic barrier for opening is estimated to be ∼5 kJ/mol. Additional decoration of the pocket-opening benzyl substituent with a nitro group results in a huge enthalpy-driven potency increase; on the other hand, an isosteric carboxylic acid group reduces the potency 1000-fold, and binding occurs without pocket opening. We suggest a ligand induced-fit mechanism for the pocket-opening step, which, however, does not represent the rate-determining step in binding kinetics.
Collapse
Affiliation(s)
- Chris Rechlin
- Institut
für Pharmazeutische Chemie, Philipps-Universität Marburg, Marbacher Weg
6, D-35032 Marburg, Germany
| | - Frithjof Scheer
- Institut
für Pharmazeutische Chemie, Zentrum für Tumor- und Immunbiologie (ZTI), Philipps-Universität Marburg, Hans-Meerwein-Straße
3, 35043 Marburg, Germany
| | - Felix Terwesten
- Institut
für Pharmazeutische Chemie, Philipps-Universität Marburg, Marbacher Weg
6, D-35032 Marburg, Germany
| | - Tobias Wulsdorf
- Institut
für Pharmazeutische Chemie, Philipps-Universität Marburg, Marbacher Weg
6, D-35032 Marburg, Germany
| | - Ewa Pol
- GE Healthcare Bio-Sciences AB, Björkgatan 30, SE-751 84 Uppsala, Sweden
| | - Veronica Fridh
- GE Healthcare Bio-Sciences AB, Björkgatan 30, SE-751 84 Uppsala, Sweden
| | - Philipp Toth
- Institut
für Pharmazeutische Chemie, Zentrum für Tumor- und Immunbiologie (ZTI), Philipps-Universität Marburg, Hans-Meerwein-Straße
3, 35043 Marburg, Germany
| | - Wibke E. Diederich
- Institut
für Pharmazeutische Chemie, Zentrum für Tumor- und Immunbiologie (ZTI), Philipps-Universität Marburg, Hans-Meerwein-Straße
3, 35043 Marburg, Germany
- Core
Facility Medicinal Chemistry, Philipps-Universität Marburg, Hans-Meerwein-Straße 3, 35043 Marburg, Germany
| | - Andreas Heine
- Institut
für Pharmazeutische Chemie, Philipps-Universität Marburg, Marbacher Weg
6, D-35032 Marburg, Germany
| | - Gerhard Klebe
- Institut
für Pharmazeutische Chemie, Philipps-Universität Marburg, Marbacher Weg
6, D-35032 Marburg, Germany
| |
Collapse
|
25
|
Pal RK, Haider K, Kaur D, Flynn W, Xia J, Levy RM, Taran T, Wickstrom L, Kurtzman T, Gallicchio E. A combined treatment of hydration and dynamical effects for the modeling of host-guest binding thermodynamics: the SAMPL5 blinded challenge. J Comput Aided Mol Des 2017; 31:29-44. [PMID: 27696239 PMCID: PMC5477994 DOI: 10.1007/s10822-016-9956-6] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2016] [Accepted: 08/25/2016] [Indexed: 01/02/2023]
Abstract
As part of the SAMPL5 blinded experiment, we computed the absolute binding free energies of 22 host-guest complexes employing a novel approach based on the BEDAM single-decoupling alchemical free energy protocol with parallel replica exchange conformational sampling and the AGBNP2 implicit solvation model specifically customized to treat the effect of water displacement as modeled by the Hydration Site Analysis method with explicit solvation. Initial predictions were affected by the lack of treatment of ionic charge screening, which is very significant for these highly charged hosts, and resulted in poor relative ranking of negatively versus positively charged guests. Binding free energies obtained with Debye-Hückel treatment of salt effects were in good agreement with experimental measurements. Water displacement effects contributed favorably and very significantly to the observed binding affinities; without it, the modeling predictions would have grossly underestimated binding. The work validates the implicit/explicit solvation approach employed here and it shows that comprehensive physical models can be effective at predicting binding affinities of molecular complexes requiring accurate treatment of conformational dynamics and hydration.
Collapse
Affiliation(s)
- Rajat Kumar Pal
- Department of Chemistry, Brooklyn College, 2900 Bedford Avenue, Brooklyn, New York, 11210, USA
- Ph.D. Program in Biochemistry, The Graduate Center of the City University of New York, New York, NY, 10016, USA
| | - Kamran Haider
- Department of Chemistry, Lehman College, The City University of New York, 250 Bedford Park Blvd. West, Bronx, New York, NY, 10468, USA
| | - Divya Kaur
- Ph.D. Program in Chemistry, The Graduate Center of the City University of New York, New York, NY, 10016, USA
| | - William Flynn
- Center for Biophysics and Computational Biology, Institute of Computational Molecular Science and Department of Chemistry, Temple University, Philadelphia, PA, USA
- Department of Physics and Astronomy, Rutgers University, Piscataway, NJ, 08854, USA
| | - Junchao Xia
- Center for Biophysics and Computational Biology, Institute of Computational Molecular Science and Department of Chemistry, Temple University, Philadelphia, PA, USA
| | - Ronald M Levy
- Center for Biophysics and Computational Biology, Institute of Computational Molecular Science and Department of Chemistry, Temple University, Philadelphia, PA, USA
| | - Tetiana Taran
- Borough of Manhattan Community College, Department of Science, The City University of New York, 199 Chambers Street, New York, NY, 10007, USA
| | - Lauren Wickstrom
- Borough of Manhattan Community College, Department of Science, The City University of New York, 199 Chambers Street, New York, NY, 10007, USA
| | - Tom Kurtzman
- Department of Chemistry, Lehman College, The City University of New York, 250 Bedford Park Blvd. West, Bronx, New York, NY, 10468, USA
- Ph.D. Program in Biochemistry, The Graduate Center of the City University of New York, New York, NY, 10016, USA
- Ph.D. Program in Chemistry, The Graduate Center of the City University of New York, New York, NY, 10016, USA
| | - Emilio Gallicchio
- Department of Chemistry, Brooklyn College, 2900 Bedford Avenue, Brooklyn, New York, 11210, USA.
- Ph.D. Program in Biochemistry, The Graduate Center of the City University of New York, New York, NY, 10016, USA.
- Ph.D. Program in Chemistry, The Graduate Center of the City University of New York, New York, NY, 10016, USA.
| |
Collapse
|