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Naveja JJ, Oviedo-Osornio CI, Trujillo-Minero NN, Medina-Franco JL. Chemoinformatics: a perspective from an academic setting in Latin America. Mol Divers 2017; 22:247-258. [PMID: 29204824 DOI: 10.1007/s11030-017-9802-3] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2017] [Accepted: 11/26/2017] [Indexed: 12/13/2022]
Abstract
This perspective discusses the current progress of a chemoinformatics group in a major university in Latin America. Three major aspects are discussed in a critical manner: research, education, and collaboration with industry and other public research networks. It is also presented an overview of the progress in applied research and development of research concepts. Efforts to teach chemoinformatics at the undergraduate and graduate levels are discussed. It is addressed how the partnership with industry and other not-for-profit research institutions not only brings additional sources of funding but, more importantly, increases the impact of the multidisciplinary work and offers the students to be exposed to other research environments. We also discuss the main perspectives and challenges that remain to be addressed in these settings.
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Affiliation(s)
- J Jesús Naveja
- School of Chemistry, Department of Pharmacy, Universidad Nacional Autónoma de México, Avenida Universidad 3000, 04510, Mexico City, Mexico.,PECEM, Facultad de Medicina, Universidad Nacional Autónoma de México, Avenida Universidad 3000, 04510, Mexico City, Mexico
| | - C Iluhí Oviedo-Osornio
- School of Chemistry, Department of Pharmacy, Universidad Nacional Autónoma de México, Avenida Universidad 3000, 04510, Mexico City, Mexico
| | - Nicole N Trujillo-Minero
- School of Chemistry, Department of Pharmacy, Universidad Nacional Autónoma de México, Avenida Universidad 3000, 04510, Mexico City, Mexico
| | - José L Medina-Franco
- School of Chemistry, Department of Pharmacy, Universidad Nacional Autónoma de México, Avenida Universidad 3000, 04510, Mexico City, Mexico.
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2
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Hartmann AP, de Carvalho MR, Bernardes LSC, Moraes MHD, de Melo EB, Lopes CD, Steindel M, da Silva JS, Carvalho I. Synthesis and 2D-QSAR studies of neolignan-based diaryl-tetrahydrofuran and -furan analogues with remarkable activity against Trypanosoma cruzi and assessment of the trypanothione reductase activity. Eur J Med Chem 2017; 140:187-199. [DOI: 10.1016/j.ejmech.2017.08.064] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/11/2017] [Revised: 08/07/2017] [Accepted: 08/29/2017] [Indexed: 01/09/2023]
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3
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Patterson S, Alphey MS, Jones DC, Shanks EJ, Street IP, Frearson JA, Wyatt PG, Gilbert IH, Fairlamb AH. Dihydroquinazolines as a novel class of Trypanosoma brucei trypanothione reductase inhibitors: discovery, synthesis, and characterization of their binding mode by protein crystallography. J Med Chem 2011; 54:6514-30. [PMID: 21851087 PMCID: PMC3188286 DOI: 10.1021/jm200312v] [Citation(s) in RCA: 95] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/31/2023]
Abstract
Trypanothione reductase (TryR) is a genetically validated drug target in the parasite Trypanosoma brucei , the causative agent of human African trypanosomiasis. Here we report the discovery, synthesis, and development of a novel series of TryR inhibitors based on a 3,4-dihydroquinazoline scaffold. In addition, a high resolution crystal structure of TryR, alone and in complex with substrates and inhibitors from this series, is presented. This represents the first report of a high resolution complex between a noncovalent ligand and this enzyme. Structural studies revealed that upon ligand binding the enzyme undergoes a conformational change to create a new subpocket which is occupied by an aryl group on the ligand. Therefore, the inhibitor, in effect, creates its own small binding pocket within the otherwise large, solvent exposed active site. The TryR-ligand structure was subsequently used to guide the synthesis of inhibitors, including analogues that challenged the induced subpocket. This resulted in the development of inhibitors with improved potency against both TryR and T. brucei parasites in a whole cell assay.
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Affiliation(s)
- Stephen Patterson
- Division of Biological Chemistry and Drug Discovery, College of Life Sciences, University of Dundee , Dow Street, Dundee DD1 5EH, U.K
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4
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Assaying phenothiazine derivatives as trypanothione reductase and glutathione reductase inhibitors by theoretical docking and Molecular Dynamics studies. J Mol Graph Model 2009; 28:371-81. [DOI: 10.1016/j.jmgm.2009.09.003] [Citation(s) in RCA: 15] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2009] [Revised: 07/31/2009] [Accepted: 09/15/2009] [Indexed: 11/22/2022]
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5
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Gerpe A, Álvarez G, Benítez D, Boiani L, Quiroga M, Hernández P, Sortino M, Zacchino S, González M, Cerecetto H. 5-Nitrofuranes and 5-nitrothiophenes with anti-Trypanosoma cruzi activity and ability to accumulate squalene. Bioorg Med Chem 2009; 17:7500-9. [DOI: 10.1016/j.bmc.2009.09.013] [Citation(s) in RCA: 37] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2009] [Revised: 09/08/2009] [Accepted: 09/10/2009] [Indexed: 11/16/2022]
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6
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Heteroallyl-containing 5-nitrofuranes as new anti-Trypanosoma cruzi agents with a dual mechanism of action. Bioorg Med Chem 2008; 16:569-77. [DOI: 10.1016/j.bmc.2007.07.031] [Citation(s) in RCA: 32] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2007] [Revised: 07/05/2007] [Accepted: 07/09/2007] [Indexed: 11/22/2022]
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7
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Iribarne F, González M, Cerecetto H, Aguilera S, Tapia O, Paulino M. Interaction energies of nitrofurans with trypanothione reductase and glutathione reductase studied by molecular docking. ACTA ACUST UNITED AC 2007. [DOI: 10.1016/j.theochem.2007.04.035] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
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8
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de Oliveira RB, Vaz ABM, Alves RO, Liarte DB, Donnici CL, Romanha AJ, Zani CL. Arylfurans as potential trypanosoma cruzi trypanothione reductase inhibitors. Mem Inst Oswaldo Cruz 2006; 101:169-73. [PMID: 16830710 DOI: 10.1590/s0074-02762006000200009] [Citation(s) in RCA: 29] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022] Open
Abstract
The natural lignans veraguensin and grandisin have been reported to be active against Trypanosoma cruzi bloodstream forms. Aiming at the total synthesis of these and related compounds, we prepared three 2-arylfurans and eight 2,5-diarylfurans. They were evaluated for their potential as T. cruzi trypanothione reductase (TR) inhibitors as well against the parasite's intracellular (amastigote) and bloodstream (trypomastigote) forms. Compound 12 was the most effective against TR with an IC50 of 48.5 microM while 7 and 14 were active against amastigotes, inhibiting the parasite development by 60% at 20 microg/ml (59 and 90 microM, respectively). On the other hand, none of the compounds was significantly active against the parasite bloodstream forms even at 250 microg/ml (0.6-1.5 mM).
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Affiliation(s)
- Renata B de Oliveira
- Laboratório de Quimica de Produtos Naturais, Centro de Pesquisas René Rachou-Fiocruz, Av. Augusto de Lima 1715, 30190-002 Belo Horizonte, MG, Brasil
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9
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Aguirre G, Boiani M, Cabrera E, Cerecetto H, Di Maio R, González M, Denicola A, Sant'anna CMR, Barreiro EJ. New potent 5-nitrofuryl derivatives as inhibitors of Trypanosoma cruzi growth. 3D-QSAR (CoMFA) studies. Eur J Med Chem 2006; 41:457-66. [PMID: 16497414 DOI: 10.1016/j.ejmech.2005.11.008] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2005] [Revised: 11/16/2005] [Accepted: 11/30/2005] [Indexed: 10/25/2022]
Abstract
Growth inhibitory activity in vitro of sixteen new 5-nitrofuryl derivatives against the protozoan parasite Trypanosoma cruzi, the causative agent of American trypanosomiasis, was studied. The designed compounds combine in the same molecule the recognized 5-nitrofuryl group, an oxidative stress promoter, and lateral chains that could interact with biomolecules such as trypanothione reductase. Some of the derivatives were found to be very active against the epimastigote form of the parasite, being near to 3.0-fold more active than the reference compound, nifurtimox. Moreover, three-dimensional requirements for activity were clearly observed using a 3D-QSAR study based on a comparative molecular field analysis (CoMFA). The best CoMFA model, r(2) = 0.970 and q(2) = 0.725, points to the importance of a specific hydrogen-bonding pattern around the carbonyl or thiocarbonyl moieties, as well as the requirement for hydrophobic lateral chains. Theoretical pharmacokinetics (Lipinski's rule, PSA) supports further in vivo studies.
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Affiliation(s)
- Gabriela Aguirre
- Departamento de Química Orgánica, Facultad de Química-Facultad de Ciencias, Universidad de la República, Montevideo, Uruguay
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10
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Vega-Teijido M, Caracelli I, Zukerman-Schpector J. Conformational analyses and docking studies of a series of 5-nitrofuran- and 5-nitrothiophen-semicarbazone derivatives in three possible binding sites of trypanothione and glutathione reductases. J Mol Graph Model 2006; 24:349-55. [PMID: 16275032 DOI: 10.1016/j.jmgm.2005.09.008] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/26/2005] [Accepted: 09/22/2005] [Indexed: 10/25/2022]
Abstract
To explore three possible binding sites of trypanothione and glutathione reductase, namely, the active, the dimer interface and the coenzyme NADPH binding site, a series of eight compounds, nitrofurans and nitrothiophenes derivatives, were docked, using their crystallographic and modeled conformations. Docking results showed that, for both families and both enzymes, compounds are more likely to bind in the interface site, even though there is some probability of binding in the active site. These studies are in agreement with experimental data, which suggest that these class of compounds can act either as uncompetitive or mixed type inhibitors, and also with the finding that there is an alpha-helix which connects the active with the interface site, thus allowing charge transference between them.
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Affiliation(s)
- Mauricio Vega-Teijido
- Laboratório de Cristalografia, Esterodinâmica e Modelagem Molecular, Departamento de Química, Universidade Federal de São Carlos, CP 676, 13565-905 São Carlos, SP, Brazil
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11
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Aguirre G, Boiani L, Boiani M, Cerecetto H, Di Maio R, González M, Porcal W, Denicola A, Piro OE, Castellano EE, Sant'Anna CMR, Barreiro EJ. New potent 5-substituted benzofuroxans as inhibitors of Trypanosoma cruzi growth: Quantitative structure–activity relationship studies. Bioorg Med Chem 2005; 13:6336-46. [PMID: 16202608 DOI: 10.1016/j.bmc.2005.07.072] [Citation(s) in RCA: 29] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/26/2005] [Revised: 07/20/2005] [Accepted: 07/21/2005] [Indexed: 11/30/2022]
Abstract
Benzofuroxan derivatives have been shown to inhibit the growth of Trypanosoma cruzi, the etiological agent of Chagas' disease. Therefore, 2D- and 3D-QSAR models of their in vitro antichagasic activity were developed. Six new derivatives were synthesized to complete a final set of 26 structurally diverse benzofuroxans. The 2D-QSAR model (r = 0.939, r(adj)(2) = 0.849) was generated using multiple regression analysis of tabulated substituents' physicochemical properties and indicator variables. In addition, a 3D-QSAR model (r(2) = 0.997, q(2) = 0.802) was obtained using a comparative molecular field analysis (CoMFA). Due to the well-known benzofuroxan tautomerism, in both approaches (2D- and 3D-QSAR) it was necessary to include an indicator variable to consider the N-oxide position (I(6)). This parameter was established using low-temperature NMR experiments. Both QSAR models identified the electrophilic character of the substituent alpha-atom as a requirement for activity. Further support was found using a density functional theory (DFT) approach.
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Affiliation(s)
- Gabriela Aguirre
- Departamento de Química Orgánica, Facultad de Química-Facultad de Ciencias, Universidad de la República, Montevideo, Uruguay
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12
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Aguirre G, Boiani L, Cerecetto H, Fernández M, González M, Denicola A, Otero L, Gambino D, Rigol C, Olea-Azar C, Faundez M. In vitro activity and mechanism of action against the protozoan parasite Trypanosoma cruzi of 5-nitrofuryl containing thiosemicarbazones. Bioorg Med Chem 2004; 12:4885-93. [PMID: 15336268 DOI: 10.1016/j.bmc.2004.07.003] [Citation(s) in RCA: 101] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2004] [Revised: 07/01/2004] [Accepted: 07/02/2004] [Indexed: 11/15/2022]
Abstract
The in vitro growth inhibition activity of new thiosemicarbazone derivatives against the protozoan parasite Trypanosoma cruzi, the causative agent of American trypanosomiasis, are described. The designed compounds combine in the same molecule the thiosemicarbazone function, recently described as a potent cruzain-inhibitor moiety, and the recognised 5-nitrofuryl group, an oxidative stress promoter. Some of the derivatives were found to be very active against the cultured (epimastigote) form of the parasite, being 1.5-1.7-fold more active than the reference compound, Nifurtimox. Free radicals production was detected when the compounds were incubated in presence of mammalian-liver microsomes. The thiosemicarbazones' capacity to act as pharmacophore in the cruzain inhibition process was theoretically analysed. Frontier molecular orbital HOMO was found as an adequate descriptor in this process. Acute in vivo toxicity of two of the more active derivatives was evaluated. The results showed that these compounds are among the most potent 5-nitrofuryl derivatives tested against this parasite thus support further in vivo studies of some of these thiosemicarbazones.
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Affiliation(s)
- Gabriela Aguirre
- Departamento de Quimica Orgánica, Facultad de Quimica-Facultad de Ciencias, Universidad de la República, 11400 Montevideo, Uruguay
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