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Studies of NMR, molecular docking, and molecular dynamics simulation of new promising inhibitors of cruzaine from the parasite Trypanosoma cruzi

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Abstract

Cruzaine is the major cysteine protease of Trypanosoma cruzi. Cruzaine is involved throughout the parasite’s life cycle in host cells, and is a promising target in the search for new antichagasic agents. Quantum chemical calculations based on density functional theory (DFT B3LYP/cc-pVDZ) were performed to obtain nuclear magnetic resonance data and to optimize the geometry of four dihydrochalcones. The results showed good agreement with the experimental data and were used to suggest the relative stereochemistry of one of the four dihydrochalcones studied. In addition, we evaluated the interaction of cruzaine with these new inhibitors. We used molecular dynamics simulations, free energy calculations, and a per-residue energy decomposition method. It was observed that these molecules are capable of interacting with residues important for enzymatic activity, like Cys25, His161, and Asp160. The ranking of the inhibitors obtained from the binding free energy calculations is in agreement with that experimentally reported. The evaluation of the energy components involved in these calculations demonstrated that the van der Waals term is the major contributor to the drug–receptor stabilizing interactions.

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References

  • A Khan J, Wahab A, Javaid S, AL-Ghamdi M, Huwait E, Shaikh M, Shafqat A, Choudhary MI (2017) Studies on new urease inhibitors by using biochemical, STD-NMR spectroscopy, and molecular docking methods. Med Chem Res 26:2452–2467

    Article  CAS  Google Scholar 

  • Arafet K, Ferrer S, Moliner V (2017) Computational study of the catalytic mechanism of the cruzain cysteine protease. ACS Catal 7:1207–1215

    Article  CAS  Google Scholar 

  • Borges RS, Vale JKL, Pereira GAN, Veiga AAS, Junior JB, da Silva ABF, L Vale JK, N Pereira GA, S Veiga AA, Batista Jr. J, F da Silva AB (2016) An antioxidant mechanism of morphine and related derivatives. Med Chem Res 25:852–857

    Article  CAS  Google Scholar 

  • Brak K, Doyle PS, McKerrow JH, Ellman JA (2008) Identification of a new class of nonpeptidic inhibitors of cruzain. J Am Chem Soc 130:6404–6410

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  • Brasil DSB, Alves CN, Guilhon GMSP, Muller AH, de S. Secco R, Peris G, Llusar R (2008) Crystal structure and theoretical study of IR and 1H and 13C NMR spectra of cordatin, a natural product with antiulcerogenic activity. Int J Quantum Chem 108:2564–2575

    Article  CAS  Google Scholar 

  • Burger MC, de M, Fernandes JB, da Silva MF, das GF, Escalante A, Prudhomme J, Le Roch KG, Izidoro MA, Vieira PC (2014) Structures and bioactivities of dihydrochalcones from Metrodorea stipularis. J Nat Prod 77:2418–2422

    Article  PubMed  CAS  Google Scholar 

  • Caputto ME, Fabian LE, Benítez D, Merlino A, Ríos N, Cerecetto H, Moltrasio GY, Moglioni AG, González M, Finkielsztein LM (2011) Thiosemicarbazones derived from 1-indanones as new anti-Trypanosoma cruzi agents. Bioorg Med Chem 19:6818–26

    Article  PubMed  CAS  Google Scholar 

  • Carneiro CM, Sánchez-Montalvá A, Corrêa-Oliveira R, Sales Jr. PA, Fonseca Murta SM, Salvador F, Molina I (2017) Experimental and clinical treatment of chagas disease: A review. Am J Trop Med Hyg 97:1289–1303

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  • Case DA, Cheatham TE, Darden T, Gohlke H, Luo R, Merz KM, Onufriev A, Simmerling C, Wang B, Woods RJ (2005) The Amber biomolecular simulation programs. J Comput Chem 26:1668–1688

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  • Chagas C, Chagas C (1909) Nova tripanozomiaze humana: estudos sobre a morfolojia e o ciclo evolutivo do Schizotrypanum cruzi n. gen., n. sp., ajente etiolojico de nova entidade morbida do homem. Mem Inst Oswaldo Cruz 1:159–218

    Article  Google Scholar 

  • Chatelain E (2017) Chagas disease research and development: Is there light at the end of the tunnel? Comput Struct Biotechnol J 15:98–103

    Article  PubMed  Google Scholar 

  • Cimino P, Gomez-Paloma L, Duca D, Riccio R, Bifulco G (2004) Comparison of different theory models and basis sets in the calculation of 13C NMR chemical shifts of natural products. Magn Reson Chem 42:S26–S33

    Article  PubMed  CAS  Google Scholar 

  • Cornell WD, Cieplak P, Bayly CI, Kollman PA (1993) Application of RESP charges to calculate conformational energies, hydrogen bond energies, and free energies of solvation. J Am Chem Soc 115:9620–9631

    Article  CAS  Google Scholar 

  • Coura JR (2015) The main sceneries of Chagas disease transmission. The vectors, blood and oral transmissions-a comprehensive review. Mem Inst Oswaldo Cruz 110:277–82

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  • Cruz JN, Costa JFS, Khayat AS, Kuca K, Barros CAL, Neto AMJC (2018) Molecular dynamics simulation and binding free energy studies of novel leads belonging to the benzofuran class inhibitors of Mycobacterium tuberculosis polyketide synthase 13. J Biomol Struct Dyn 5:1–12

    Article  CAS  Google Scholar 

  • Darden T, York D, Pedersen L (1993) Particle mesh Ewald: An N ⋅log(N) method for Ewald sums in large systems. J Chem Phys 98:10089–10092

    Article  CAS  Google Scholar 

  • Dennington R, Keith TA, Millam JM (2015) GaussView Version 5 Semichem Inc., Shawnee Mission, KS.

  • Dolinsky TJ, Nielsen JE, McCammon JA, Baker NA (2004) PDB2PQR: an automated pipeline for the setup of Poisson-Boltzmann electrostatics calculations. Nucleic Acids Res 32:W665–W667

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  • Farady CJ, Craik CS (2010) Mechanisms of macromolecular protease inhibitors. Chembiochem 11:2341–6

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  • Frisch MJ, Trucks GW, Schlegel HB, Scuseria GE, Robb MA, Cheeseman JR, Scalmani G, Barone V, Mennucci B, Petersson GA, Nakatsuji H, Caricato M, Li X, Hratchian HP, Izmaylov AF, Bloino J, Zheng G, Sonnenberg JL, Hada M, Ehara M, Toyota K, Fukuda R, Hasegawa J, Ishida M, Nakajima T, Honda Y, Kitao O, Nakai H, Vreven T, Montgomery JA, Peralta JE, Ogliaro F, Bearpark M, Heyd JJ, Brothers E, Kudin KN, Staroverov VN, Kobayashi R, Normand J, Raghavachari K, Rendell A, Burant JC, Iyengar SS, Tomasi J, Cossi M, Rega N, Millam JM, Klene M, Knox JE, Cross JB, Bakken V, Adamo C, Jaramillo J, Gomperts R, Stratmann RE, Yazyev O, Austin AJ, Cammi R, Pomelli C, Ochterski JW, Martin RL, Morokuma K, Zakrzewski VG, Voth GA, Salvador P, Dannenberg JJ, Dapprich S, Daniels AD, Farkas, Foresman JB, Ortiz JV, Cioslowski J, Fox DJ (2009) Gaussian 09, Revision B.01. Gaussian, Inc., Wallingford, CT

    Google Scholar 

  • Gauss J, Stanton JF (1995) Gauge‐invariant calculation of nuclear magnetic shielding constants at the coupled–cluster singles and doubles level. J Chem Phys 102:251–253

    Article  CAS  Google Scholar 

  • Genheden S, Ryde U (2015) The MM/PBSA and MM/GBSA methods to estimate ligand-binding affinities. Expert Opin Drug Discov 10:449–461

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  • Gohlke H, Kiel C, Case DA (2003) Insights into protein-protein binding by binding free energy calculation and free energy decomposition for the Ras-Raf and Ras-RalGDS complexes. J Mol Biol 330:891–913

    Article  PubMed  CAS  Google Scholar 

  • Huang L, Brinen LS, Ellman JA (2003) Crystal structures of reversible ketone-Based inhibitors of the cysteine protease cruzain. Bioorg Med Chem 11:21–29

    Article  PubMed  Google Scholar 

  • Izaguirre JA, Catarello DP, Wozniak JM, Skeel RD (2001) Langevin stabilization of molecular dynamics. J Chem Phys 114:2090–2098

    Article  CAS  Google Scholar 

  • Jorgensen WL, Chandrasekhar J, Madura JD, Impey RW, Klein ML (1983) Comparison of simple potential functions for simulating liquid water. J Chem Phys 79:926–935

    Article  CAS  Google Scholar 

  • Kaur K, Kumar V, Beniwal V, Kumar V, Aneja KR, Sharma V, Jaglan S (2015) Solvent-free synthesis of novel (E)-2-(3,5-dimethyl-4-(aryldiazenyl)-1H-pyrazol-1-yl)-4-arylthiazoles: determination of their biological activity. Med Chem Res 24:3863–3875

    Article  CAS  Google Scholar 

  • Kollman PA, Massova I, Reyes C, Kuhn B, Huo S, Chong L, Lee M, Lee T, Duan Y, Wang W, Donini O, Cieplak P, Srinivasan J, Case DA, Cheatham TE (2000) Calculating structures and free energies of complex molecules: combining molecular mechanics and continuum models. Acc Chem Res 33:889–97

    Article  PubMed  CAS  Google Scholar 

  • Laskowski M, Qasim MA (2000) What can the structures of enzyme-inhibitor complexes tell us about the structures of enzyme substrate complexes? Biochim Biophys Acta-Protein Struct Mol Enzymol 1477:324–337

    Article  CAS  Google Scholar 

  • Lee C, Yang W, Parr RG (1988) Development of the Colle-Salvetti correlation-energy formula into a functional of the electron density. Phys Rev B Condens Matter 37:785–789

    Article  PubMed  CAS  Google Scholar 

  • Magalhaes Moreira DR, de Oliveira ADT, Teixeira de Moraes Gomes PA, de Simone CA, Villela FS, Ferreira RS, da Silva AC, dos Santos TAR, Brelaz de Castro MCA, Pereira VRA, Leite ACL (2014) Conformational restriction of aryl thiosemicarbazones produces potent and selective anti-Trypanosoma cruzi compounds which induce apoptotic parasite death. Eur J Med Chem 75:467–478

    Article  PubMed  CAS  Google Scholar 

  • Maier JA, Martinez C, Kasavajhala K, Wickstrom L, Hauser KE, Simmerling C (2015) ff14SB: Improving the accuracy of protein side chain and backbone parameters from ff99SB. J Chem Theory Comput 11:3696–3713

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  • Massarico Serafim RA, Gonçalves JE, de Souza FP, de Melo Loureiro AP, Storpirtis S, Krogh R, Andricopulo AD, Dias LC, Ferreira EI (2014) Design, synthesis and biological evaluation of hybrid bioisoster derivatives of N-acylhydrazone and furoxan groups with potential and selective anti-Trypanosoma cruzi activity. Eur J Med Chem 82:418–425

    Article  PubMed  CAS  Google Scholar 

  • McGrath ME, Eakin AE, Engel JC, McKerrow JH, Craik CS, Fletterick RJ (1995) The crystal structure of cruzain: A therapeutic target for Chagas’ disease. J Mol Biol 247:251–259

    Article  PubMed  CAS  Google Scholar 

  • Miertuš S, Scrocco E, Tomasi J (1981) Electrostatic interaction of a solute with a continuum. A direct utilizaion of AB initio molecular potentials for the prevision of solvent effects. Chem Phys 55:117–129

    Article  Google Scholar 

  • Moreira RYO, Brasil DSB, Alves CN, Guilhon GMSP, Santos LS, Arruda MSP, Müller AH, Barbosa PS, Abreu AS, Silva EO, Rumjanek VM, Souza J, da Silva ABF, Santos RH, de A (2008) Crystal structure and theoretical calculations of Julocrotine, a natural product with antileishmanial activity. Int J Quantum Chem 108:513–520

    Article  CAS  Google Scholar 

  • Morillo CA, Marin-Neto JA, Avezum A, Sosa-Estani S, Rassi A, Rosas F, Villena E, Quiroz R, Bonilla R, Britto C, Guhl F, Velazquez E, Bonilla L, Meeks B, Rao-Melacini P, Pogue J, Mattos A, Lazdins J, Rassi A, Connolly SJ, Yusuf S (2015) Randomized trial of benznidazole for chronic chagas’ cardiomyopathy. N Engl J Med 373:1295–1306

    Article  PubMed  CAS  Google Scholar 

  • Pérez-Molina JA, Molina I (2018) Chagas disease. Lancet (Lond, Engl) 391:82–94

    Article  Google Scholar 

  • Rauhut G, Puyear S, Wolinski K, Pulay P (1996) Comparison of NMR shieldings calculated from Hartree−Fock and density functional wave functions using gauge-including atomic orbitals. J Phys Chem 100:6310–6316

    Article  CAS  Google Scholar 

  • Ryckaert JP, Ciccotti G, Berendsen HJC (1977) Numerical integration of the cartesian equations of motion of a system with constraints: molecular dynamics of n-alkanes. J Comput Phys 23:327–341

    Article  CAS  Google Scholar 

  • Serafim RAM, de Oliveira TF, Loureiro APM, Krogh R, Andricopulo AD, Dias LC, Ferreira EI (2017) Molecular modeling and structure–activity relationships studies of bioisoster hybrids of N-acylhydrazone and furoxan groups on cruzain. Med Chem Res 26:760–769

    Article  CAS  Google Scholar 

  • Thomsen R, Christensen MH (2006) MolDock: A new technique for high-accuracy molecular docking. J Med Chem 49:3315–3321

    Article  PubMed  CAS  Google Scholar 

  • Turk D, Guncar G, Podobnik M, Turk B (1998) Revised definition of substrate binding sites of papain-like cysteine proteases. Biol Chem 379:137–47

    Article  PubMed  CAS  Google Scholar 

  • Wang J, Cieplak P, Kollman PA (2000) How well does a restrained electrostatic potential (RESP) model perform in calculating conformational energies of organic and biological molecules? J Comput Chem 21:1049–1074

    Article  CAS  Google Scholar 

  • Wang J, Wolf RM, Caldwell JW, Kollman PA, Case DA (2004) Development and testing of a general amber force field. J Comput Chem 25:1157–1174

    Article  PubMed  CAS  Google Scholar 

  • Wiggers HJ, Rocha JR, Fernandes WB, Sesti-Costa R, Carneiro ZA, Cheleski J, da Silva ABF, Juliano L, Cezari MHS, Silva JS, McKerrow JH, Montanari CA (2013) Non-peptidic cruzain inhibitors with trypanocidal activity discovered by virtual screening and in vitro assay. PLoS Negl Trop Dis 7:e2370

    Article  PubMed  PubMed Central  CAS  Google Scholar 

  • Wild DJ (2005) MINITAB Release 14. J Chem Inf Model 45:212

    Article  CAS  Google Scholar 

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Acknowledgements

Jorddy N. Cruz appreciate the support of the Federal University of Pará and the National Council for Scientific and Technological Development (CNPq). Conflict of interest The authors declare that there is no conflict of interest regarding the publication of this paper.

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Costa, R.A., Cruz, J.N., Nascimento, F.C.A. et al. Studies of NMR, molecular docking, and molecular dynamics simulation of new promising inhibitors of cruzaine from the parasite Trypanosoma cruzi. Med Chem Res 28, 246–259 (2019). https://doi.org/10.1007/s00044-018-2280-z

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