• Rio de Janeiro Brasil
  • 14-18 Novembro 2022

Comparative study of protein-ligand complex supramolecular interactions of some quaternary ammonium salts with choline kinase enzyme

Autores

Beltrán-gonzález, S. (UNIVERSIDAD DE CALDAS) ; Rodas-rodríguez, J.M. (UNIVERSIDAD DE CALDAS) ; Rios-vásquez, L.A. (UNIVERSIDAD DE CALDAS) ; Ocampo-cardona, R. (UNIVERSIDAD DE CALDAS)

Resumo

Supported on QTAIM theory and Hirshfeld surface analysis, noncovalent bonding interactions were studied for three crystalline quaternary ammonium salts QAS of general structure [(p-YC6H4)2C=CH(CH2)nN(CH2X)(CH3)2]+ I- and their protein-ligand complex with choline kinase enzyme (ChoK uniprot code P35790). Then, a study of docking and molecular dynamics was performed and, in turn, a structural analysis of protein-ligand complexes was carried out using QTAIM theory. It was found mainly hydrogen type interactions such as H-H and H-π and H-I in the crystalline systems or H-O in the ChoK-QAS complex. Also, to a lesser extent, interactions such as π-π and others were found. Calculations were performed at the HF theory level using the basis set 6-311++G(d,p) or def2-TZVP for iodine atom.

Palavras chaves

Supramolecular assembly; Complex ChoK-QAS; Dynamics/Docking

Introdução

Although very diverse in its nature, Quaternary Ammonium Salts QAS are widely used for industrial and medical purposes (EGOROVA et al., P. 7132, 2017), and some of them are used as blanks in drug design (HERNANDES et al., p. 303, 2017). QASs type [Ar2C=CH(CH2)nN(CH3)2CH2X]+ I-, have been studied as anti-leishmanial (DUQUE- BENÍTEZ et al., p. 1, 2016) or anti-Chagas (LÓPEZ-MUÑOZ et al. p. 300, 2019) or antitumor agents (research in progress). From the structural resemblance of the quaternary ammonium head with choline, a question aims to understand what region of the molecule plays a more protagonist role on its bioactivity. As choline kinase enzyme (ChoK) catalyzes the magnesium-mediated phosphate transfer from ATP to phosphocholine (ÁLVAREZ AYERZA, 2014), higher phosphocholine levels in comparison to healthy tissue might be often associated to cancer, so ChoK enzyme becomes an important anti-cancer target (SCHIAFFINO ORTEGA, 2012). Computational studies on non-covalent interactions operating in systems similar to our subjects, it deserves mention the work on ammonium salts coordinated to molybdenum/zinc (DUTTA et al., 2018; JOHNSTON & AGHO, 2019), or the study of ammonium salts bearing halogen atoms (DEY et al., 2012, p. 201; JOHNSTON & AGHO, 2019; MEIJIDE et al., 2019; ROSELLÓ et al., 2019). Their approach involves the study of molecular dynamics and docking, and to a lesser extension, application of Quantum Theory of Atom in Molecules (QTAIM), or analysis of Hirshfeld surfaces (DEY et al., 2012, p.201; JOHNSTON & AGHO, 2019; MEIJIDE et al., 2019; ROSELLÓ et al., 2019). This work deals with computational calculation of interactions in QAS of structure [(p-YC6H4)2C=CH(CH2)nN(CH2X)(CH3)2]+I-, both crystalline and as ChoK protein-ligand complexes.

Material e métodos

Three QASs 1 of general structure [(p-YC6H4)2C=CH(CH2)nN(CH2X)(CH3)2]+ I- were chosen for the theoretical study: 1a with Y=H, n=2, X= I; 1b with Y=H, n=3, X= I; 1c with Y=H, n=3, X= I. Their interactions were studied both as crystalline systems and as ChoK-QAS enzyme-ligand complexes. Interactions operating in crystalline QASs 1a, 1b and 1c were determined by analysis of Hirshfeld surfaces using CrystalExplorer software (SPACKMAN et al., 2021), and by QTAIM as well. Wave functions were obtained by ORCA package (NEESE, 2012) at HF level with a basis set 6-311++G(d,p) and def2-TZVP for iodine atom. Then, they were processed with Multiwfn package (LU & CHEN, 2012). For the study of the respective enzyme-ligand complexes (ChoK-QSA), first step consisted of 3D modeling of the protein structure using CABS-fold (BLASZCZYK et al., 2013) and MODELLER software (ŠALI & BLUNDELL, 1993). Then, the study on enzyme-ligand coupling was performed using each QASs (1a, 1b or 1c) as substrates with programs Autodock 4 (MORRIS et al., 1998, 2009) and Autodock Vina (EBERHARDT et al., 2021; TROTT & OLSON, 2010). Once the complexes were completed, molecular dynamics was carried out during 300 ns with program GROMACS (JAMES ABRAHAM et al., 2015) and the force field AMBER14SB (MAIER et al., 2015). Parameters for QASs 1a, 1b and 1c were obtained by ANTECHAMBER (J. WANG et al., 2006) and the force field GAFF (J. WANG et al., 2004). Trajectories were processed by clustering, and then, wave functions were calculated from the more representative conformations using ORCA and Multiwfn for the respective QTAIM analysis. Results were matched using Ligplot package (WALLACE et al., 1995).

Resultado e discussão

Interactions in crystalline QSAs 1. According with analysis of Hirshfeld surfaces, the most significant interactions inside crystals involve hydrogen atoms, with non-covalent contacts associated to H, I, F and C atoms. The nature of such interactions are mainly I…H, F…H and H…π. On the other hand, QTAIM analysis allowed not only to verify and quantify the amount of interactions, but also to identify additional interactions such as I…F, F…π, I…π and π…π, among others. Interactions in protein-complex ChoK-QSAs 1. As mentioned above, after processing the structures of the ChoK-QSA complexes, the analysis of interactions was performed using LigPlot (as shown in figure 1), suggesting no hydrogen bond interaction within the active site. This behavior is consistent for almost all of the clusters formed by the different complexes of the family. Figure 1 These results were matched with a QTAIM analysis, leading to the conclusion that the interactions vary widely depending on the kind of salt. Also, it was found that such interactions may involve a pair of acidic residues (Asp and Glu), a basic one (Arg) or a great variety of neutral residues (as shown in figure 2). Figure 2 Furthermore, this analysis strongly suggests that mentioned amino acid residues involves interactions such as H…H, H…O and H…π, usually found in greater quantity, with interactions such as I…C, π…π, H…N or I…π being less frequent.

Figure 1

Ligplot evaluation of three representative conformations of QSAs 1

Figure 2

Number of interactions found by QTAIM in QSAs 1

Conclusões

Crystalline interactions involve mainly H type interactions with C, H or iodide, and their frequency of appearance decrease a little when replaced by I…I-, F…I- or Cl…I- (if Cl or F are present). Also, in protein-complexes ChoK-QAS, principal representative interactions involve H type. Trp, Tyr, Phe and Glu are the residues mainly involved in non- covalent interactions, mostly H type, i.e H…O, H…pi or H…H. As expected, I…I, F…I or Cl…I characteristic of crystalline QASs are not observed anymore in protein-complexes because of iodide anion dilution and molecular disposition in space.

Agradecimentos

Authors thankfully acknowledge to Universidad de Caldas (Vicerrectoría de Investigaciones y Postgrados) for the financial support (project code 0430817).

Referências

ÁLVAREZ AYERZA, N. (2014). Mecanismo de acción de los inhibidores de colina quinasa en cáncer de mama. Madrid: Universidad Autónoma de Madrid.

BLASZCZYK, M., JAMROZ, M., KMIECIK, S., & KOLINSKI, A. CABS-fold: Server for the de novo and consensus-based prediction of protein structure. Nucleic Acids Research, 41(W1), W406-W411, 2013

DEY, S. K., DATTA, B. K., & DAS, G. Binding discrepancy of fluoride in quaternary ammonium and alkali salts by a tris(amide) receptor in solid and solution states. CRYSTENGCOMM, 14(16), 5305-5314, 2012

DUQUE-BENÍTEZ, S. M. et al. Synthesis of Novel Quaternary Ammonium Salts and Their in Vitro Antileishmanial Activity and U-937 Cell Cytotoxicity. Molecules 21, 1–16, 2016

DUTTA, D., NASHRE-UL-ISLAM, S. M., SAHA, U., CHETRY, S., GUHA, A. K., & BHATTACHARYYA, M. K. Structural Topology of Weak Non-covalent Interactions in a Layered Supramolecular Coordination Solid of Zinc Involving 3-Aminopyridine and Benzoate: Experimental and Theoretical Studies. Journal of Chemical Crystallography, 48(4), 156-163, 2018

EGOROVA, K. S., GORDEEV, E. G., ANANIKOV, V. P. Biological Activity of Ionic Liquids and Their Application in Pharmaceutics and Medicine. Chem. Rev. 117, 7132–7189, 2017

EBERHARDT, J., SANTOS-MARTINS, D., TILLACK, A. F., & FORLI, S. AutoDock Vina 1.2. 0: New docking methods, expanded force field, and python bindings. Journal of Chemical Information and Modeling, 61(8), 3891-3898, 2021

FERNANDES, M. Z., CAVALCANTI, S. M. T., MOREIRA, D. R. M., DE AZEVEDO, J., FILGUEIRA, W., & LEITE, A. C. L. Halogen atoms in the modern medicinal chemistry: Hints for the drug design. Current drug targets, 11(3), 303-314, 2010

JAMES ABRAHAM, M., MURTOLA, T., SCHULZ, R., PÁLL, S., SMITH, J. C., HESS, B., & LINDAHL, E. GROMACS: High performance molecular simulations through multi-level parallelism from laptops to supercomputers. SoftwareX, 1-2, 19-25, 2015

JOHNSTON, D. H., & AGHO, I. Crystal Structures and Hydrogen-Bonding Analysis Of A series of solvated ammonium salts of molybdenum (II) chloride clusters. Acta Crystallographica Section E: Crystallographic Communications, 75(11), 1705-1711, 2019

LÓPEZ-MUÑOZ, M., GÓMEZ-PEÑA, J. J., RÍOS-VÁSQUEZ, L. A. et al. Novel fluorinated quaternary ammonium salts and their in vitro activity as trypanocidal agents. Med. Chem. Res. 28, 300–319, 2019

LU, T., & CHEN, F. Multiwfn: A multifunctional wavefunction analyzer. Journal of Computational Chemistry, 33(5), 580-592, 2012

MAIER, J. A., MARTINEZ, C., KASAVAJHALA, K., WICKSTROM, L., HAUSER, K. E., & SIMMERLING, C. Ff14SB: Improving the Accuracy of Protein Side Chain and Backbone Parameters from ff99SB. Journal of Chemical Theory and Computation, 11(8), 3696-3713, 2015

MEIJIDE, F., VÁZQUEZ-TATO, M. P., SEIJAS, J. A., DE FRUTOS, S., TRILLO NOVO, J. V., SOTO, V. H., & VÁZQUEZ TATO, J. Crystal Structure of a Cationic Bile Salt Derivative ([3β,5β,7α,12α]-3-(2-naphthyloylamino)-7,12-dihydroxycholan-24-triethylammonium iodide). Crystals, 9(3), 135, 2019

MORRIS, G. M., GOODSELL, D. S., HALLIDAY, R. S., HUEY, R., HART, W. E., BELEW, R. K., & OLSON, A. J. Automated docking using a Lamarckian genetic algorithm and an empirical binding free energy function. Journal of computational chemistry, 19(14), 1639-1662, 1998

NEESE, F. Orca 4.2. 1. Wiley Interdiscip. Rev.: Comput. Mol. Sci., 2, 73, 2012

ROSELLÓ, Y., BENITO, M., MOLINS, E., BARCELÓ OLIVER, M., & FRONTERA, A. Adenine as a Halogen Bond Acceptor: A Combined Experimental and DFT Study. Crystals, 9(4), 224, 2019

ŠALI, A., & BLUNDELL, T. L. Comparative Protein Modelling by Satisfaction of Spatial Restraints. Journal of Molecular Biology, 234(3), 779-815, 1993

SCHIAFFINO ORTEGA, S. (2012). Nuevos inhibidores de colina quinasa no simétricos y simétricos más polares con actividad antitumural y antimalárica. Universidad de Granada.

SPACKMAN, P. R., TURNER, M. J., MCKINNON, J. J., WOLFF, S. K., GRIMWOOD, D. J., JAYATILAKA, D., & SPACKMAN, M. A. ıt CrystalExplorer: A program for Hirshfeld surface analysis, visualization and quantitative analysis of molecular crystals. Journal of Applied Crystallography, 54(3), 1006, 2021

TROTT, O., & OLSON, A. J. AutoDock Vina: Improving the speed and accuracy of docking with a new scoring function, efficient optimization, and multithreading. Journal of computational chemistry, 31(2), 455-461, 2010

WALLACE, A. C., LASKOWSKI, R. A., & THORNTON, J. M. LIGPLOT: a program to generate schematic diagrams of protein-ligand interactions. Protein engineering, design and selection, 8(2), 127-134, 1995

WANG, W., BAI, Z., ZHANG, F., WANG, C., YUAN, Y., & SHAO, J. Synthesis and biological activity evaluation of emodin quaternary ammonium salt derivatives as potential anticancer agents. European journal of medicinal chemistry, 56, 320-331, 2012

WANG, J., WANG, W., KOLLMAN, P. A., & CASE, D. A. Automatic atom type and bond type perception in molecular mechanical calculations. Journal of molecular graphics and modelling, 25(2), 247-260, 2006

WANG, J., WOLF, R. M., CALDWELL, J. W., KOLLMAN, P. A., & CASE, D. A. Development and testing of a general amber force field. Journal of Computational Chemistry, 25(9), 1157-1174, 2004

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Conselho Federal de Química
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Conselho Nacional de Desenvolvimento Científico e Tecnológico

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Elsevier
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Apoio

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