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Parvez A, Lee JS, Alam W, Tayara H, Chong KT. Integrated Computational Approaches for Drug Design Targeting Cruzipain. Int J Mol Sci 2024; 25:3747. [PMID: 38612558 PMCID: PMC11011879 DOI: 10.3390/ijms25073747] [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: 01/30/2024] [Revised: 03/15/2024] [Accepted: 03/24/2024] [Indexed: 04/14/2024] Open
Abstract
Cruzipain inhibitors are required after medications to treat Chagas disease because of the need for safer, more effective treatments. Trypanosoma cruzi is the source of cruzipain, a crucial cysteine protease that has driven interest in using computational methods to create more effective inhibitors. We employed a 3D-QSAR model, using a dataset of 36 known inhibitors, and a pharmacophore model to identify potential inhibitors for cruzipain. We also built a deep learning model using the Deep purpose library, trained on 204 active compounds, and validated it with a specific test set. During a comprehensive screening of the Drug Bank database of 8533 molecules, pharmacophore and deep learning models identified 1012 and 340 drug-like molecules, respectively. These molecules were further evaluated through molecular docking, followed by induced-fit docking. Ultimately, molecular dynamics simulation was performed for the final potent inhibitors that exhibited strong binding interactions. These results present four novel cruzipain inhibitors that can inhibit the cruzipain protein of T. cruzi.
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Affiliation(s)
- Aiman Parvez
- Department of Electronics and Information Engineering, Jeonbuk National University, Jeonju 54896, Republic of Korea; (A.P.); (W.A.)
| | - Jeong-Sang Lee
- Department of Functional Food and Biotechnology, College of Medical Sciences, Jeonju University, Jeonju 55069, Republic of Korea;
| | - Waleed Alam
- Department of Electronics and Information Engineering, Jeonbuk National University, Jeonju 54896, Republic of Korea; (A.P.); (W.A.)
| | - Hilal Tayara
- School of International Engineering and Science, Jeonbuk National University, Jeonju 54896, Republic of Korea
| | - Kil To Chong
- Department of Electronics and Information Engineering, Jeonbuk National University, Jeonju 54896, Republic of Korea; (A.P.); (W.A.)
- Advances Electronics and Information Research Center, Jeonbuk National University, Jeonju 54896, Republic of Korea
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Prates JLB, Lopes JR, Chin CM, Ferreira EI, Dos Santos JL, Scarim CB. Discovery of Novel Inhibitors of Cruzain Cysteine Protease of Trypanosoma cruzi. Curr Med Chem 2024; 31:2285-2308. [PMID: 37888814 DOI: 10.2174/0109298673254864230921090519] [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] [Received: 04/06/2023] [Revised: 07/11/2023] [Accepted: 08/15/2023] [Indexed: 10/28/2023]
Abstract
Chagas disease (CD) is a parasitic disease endemic in several developing countries. According to the World Health Organization, approximately 6-8 million people worldwide are inflicted by CD. The scarcity of new drugs, mainly for the chronic phase, is the main reason for treatment limitation in CD. Therefore, there is an urgent need to discover new targets for which new therapeutical agents could be developed. Cruzain cysteine protease (CCP) is a promising alternative because this enzyme exhibits pleiotropic effects by acting as a virulence factor, modulating host immune cells, and interacting with host cells. This systematic review was conducted to discover new compounds that act as cruzain inhibitors, and their effects in vitro were studied through enzymatic assays and molecular docking. Additionally, the advances and perspectives of these inhibitors are discussed. These findings are expected to contribute to medicinal chemistry in view of the design of new, safe, and efficacious inhibitors against Trypanosoma cruzi CCP detected in the last decade (2013-2022) to provide scaffolds for further optimization, aiming toward the discovery of new drugs.
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Affiliation(s)
- João Lucas Bruno Prates
- Department of Drugs and Medicine, School of Pharmaceutical Sciences, São Paulo State University (UNESP), Araraquara, SP, Brazil
- Chemistry Institute Araraquara, São Paulo State University (UNESP), SP, Brazil
| | - Juliana Romano Lopes
- Department of Drugs and Medicine, School of Pharmaceutical Sciences, São Paulo State University (UNESP), Araraquara, SP, Brazil
| | - Chung Man Chin
- Department of Drugs and Medicine, School of Pharmaceutical Sciences, São Paulo State University (UNESP), Araraquara, SP, Brazil
- Union of the Colleges of the Great Lakes (UNILAGO), School of Medicine, Advanced Research Center in Medicine, São José do Rio Preto, SP, Brazil
| | - Elizabeth Igne Ferreira
- LAPEN-Laboratory of Design and Synthesis of Chemotherapeutic Agents Potentially Active on Neglected Diseases, Department of Pharmacy, School of Pharmaceutical Sciences, University of São Paulo (USP), São Paulo, SP, Brazil
| | - Jean Leandro Dos Santos
- Department of Drugs and Medicine, School of Pharmaceutical Sciences, São Paulo State University (UNESP), Araraquara, SP, Brazil
- Chemistry Institute Araraquara, São Paulo State University (UNESP), SP, Brazil
| | - Cauê Benito Scarim
- Department of Drugs and Medicine, School of Pharmaceutical Sciences, São Paulo State University (UNESP), Araraquara, SP, Brazil
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Santos VC, Leite PG, Santos LH, Pascutti PG, Kolb P, Machado FS, Ferreira RS. Structure-based discovery of novel cruzain inhibitors with distinct trypanocidal activity profiles. Eur J Med Chem 2023; 257:115498. [PMID: 37290182 DOI: 10.1016/j.ejmech.2023.115498] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2023] [Revised: 05/10/2023] [Accepted: 05/15/2023] [Indexed: 06/10/2023]
Abstract
Over 110 years after the first formal description of Chagas disease, the trypanocidal drugs thus far available have limited efficacy and several side effects. This encourages the search for novel treatments that inhibit T. cruzi targets. One of the most studied anti-T. cruzi targets is the cysteine protease cruzain; it is associated with metacyclogenesis, replication, and invasion of the host cells. We used computational techniques to identify novel molecular scaffolds that act as cruzain inhibitors. First, with a docking-based virtual screening, we identified compound 8, a competitive cruzain inhibitor with a Ki of 4.6 μM. Then, aided by molecular dynamics simulations, cheminformatics, and docking, we identified the analog compound 22 with a Ki of 27 μM. Surprisingly, despite sharing the same isoquinoline scaffold, compound 8 presented higher trypanocidal activity against the epimastigote forms, while compound 22, against the trypomastigotes and amastigotes. Taken together, compounds 8 and 22 represent a promising scaffold for further development of trypanocidal compounds as drug candidates for treating Chagas disease.
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Affiliation(s)
- Viviane Corrêa Santos
- Laboratório de Modelagem Molecular e Planejamento de Fármacos, Departamento de Bioquímica e Imunologia, Instituto de Ciências Biológicas, Universidade Federal de Minas Gerais, Avenida Antônio Carlos 6627, Belo Horizonte, MG, 31270-901, Brazil
| | - Paulo Gaio Leite
- Departamento de Bioquímica e Imunologia, Universidade Federal de Minas Gerais, Avenida Antonio Carlos 6627, Belo Horizonte, MG, 31270-901, Brazil
| | - Lucianna Helene Santos
- Laboratório de Modelagem Molecular e Planejamento de Fármacos, Departamento de Bioquímica e Imunologia, Instituto de Ciências Biológicas, Universidade Federal de Minas Gerais, Avenida Antônio Carlos 6627, Belo Horizonte, MG, 31270-901, Brazil
| | - Pedro Geraldo Pascutti
- Laboratório de Modelagem e Dinâmica Molecular, Instituto de Biofísica, Universidade Federal do Rio de Janeiro, Av. Carlos Chagas Filho, 373, Rio de Janeiro, RJ, CEP 21944-970, Brazil
| | - Peter Kolb
- Pharmaceutical Chemistry, Philipps-University Marburg, Marbacher Weg 6, 35037, Marburg, Germany
| | - Fabiana Simão Machado
- Departamento de Bioquímica e Imunologia, Universidade Federal de Minas Gerais, Avenida Antonio Carlos 6627, Belo Horizonte, MG, 31270-901, Brazil
| | - Rafaela Salgado Ferreira
- Laboratório de Modelagem Molecular e Planejamento de Fármacos, Departamento de Bioquímica e Imunologia, Instituto de Ciências Biológicas, Universidade Federal de Minas Gerais, Avenida Antônio Carlos 6627, Belo Horizonte, MG, 31270-901, Brazil.
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Jasinski G, Salas-Sarduy E, Vega D, Fabian L, Florencia Martini M, Moglioni AG. Design, synthesis and biological evaluation of novel thiosemicarbazones as cruzipain inhibitors. Eur J Med Chem 2023; 254:115345. [PMID: 37054562 DOI: 10.1016/j.ejmech.2023.115345] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2023] [Revised: 03/23/2023] [Accepted: 04/03/2023] [Indexed: 04/15/2023]
Abstract
Based on the activity of 23 TSCs on CZ taken from the literature, we have developed a QSAR model for predicting the activity of TSCs. New TSCs were designed and then tested against CZP, resulting in inhibitors with IC50 values in the nanomolar range. The modelling of the corresponding TSC-CZ complexes by molecular docking and QM/QM ONIOM refinement indicates a binding mode compatible with what was expected for active TSCs, according to a geometry-based theoretical model previously developed by our research group. Kinetic experiments on CZP suggest that the new TSCs act by a mechanism that involves the formation of a reversible covalent adduct with slow association and dissociation kinetics. These results demonstrate the strong inhibitory effect of the new TSCs and the benefit of the combined use of QSAR and molecular modelling techniques in the design of new and potent CZ/CZP inhibitors.
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Affiliation(s)
- Gabriel Jasinski
- Universidad de Buenos Aires, Facultad de Farmacia y Bioquímica, Cátedra de Química Medicinal, Buenos Aires, C1113AAD, Argentina; CONICET-Universidad de Buenos Aires, Instituto de la Química y el Metabolismo del Fármaco (IQUIMEFA), Buenos Aires, 1113, Argentina
| | - Emir Salas-Sarduy
- Instituto de Investigaciones Biotecnológicas "Dr. Rodolfo Ugalde" (IIBIO), CONICET, San Martín, Buenos Aires, 1650, Argentina; Escuela de Bio y Nanotecnología (EByN), Universidad Nacional de San Martín (UNSAM), San Martín, Buenos Aires, 1650, Argentina
| | - Daniel Vega
- Departamento de Física de la Materia Condensada, GIyA, CAC, CNEA, Buenos Aires, B1650KNA, Argentina; Escuela de Ciencia y Tecnología, UNSAM, San Martín, Buenos Aires, B1650KNA, Argentina
| | - Lucas Fabian
- CONICET-Universidad de Buenos Aires, Instituto de la Química y el Metabolismo del Fármaco (IQUIMEFA), Buenos Aires, 1113, Argentina
| | - M Florencia Martini
- Universidad de Buenos Aires, Facultad de Farmacia y Bioquímica, Cátedra de Química Medicinal, Buenos Aires, C1113AAD, Argentina; CONICET-Universidad de Buenos Aires, Instituto de la Química y el Metabolismo del Fármaco (IQUIMEFA), Buenos Aires, 1113, Argentina
| | - Albertina G Moglioni
- Universidad de Buenos Aires, Facultad de Farmacia y Bioquímica, Cátedra de Química Medicinal, Buenos Aires, C1113AAD, Argentina; CONICET-Universidad de Buenos Aires, Instituto de la Química y el Metabolismo del Fármaco (IQUIMEFA), Buenos Aires, 1113, Argentina.
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Martins LC, de Oliveira RB, Lameira J, Ferreira RS. Experimental and Computational Study of Aryl-thiosemicarbazones Inhibiting Cruzain Reveals Reversible Inhibition and a Stepwise Mechanism. J Chem Inf Model 2023; 63:1506-1520. [PMID: 36802548 DOI: 10.1021/acs.jcim.2c01566] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/22/2023]
Abstract
Trypanosoma cruzi is a parasite that infects about 6-7 million people worldwide, mostly in Latin America, causing Chagas disease. Cruzain, the main cysteine protease of T. cruzi, is a validated target for developing drug candidates for Chagas disease. Thiosemicarbazones are one of the most relevant warheads used in covalent inhibitors targeting cruzain. Despite its relevance, the mechanism of inhibition of cruzain by thiosemicarbazones is unknown. Here, we combined experiments and simulations to unveil the covalent inhibition mechanism of cruzain by a thiosemicarbazone-based inhibitor (compound 1). Additionally, we studied a semicarbazone (compound 2), which is structurally similar to compound 1 but does not inhibit cruzain. Assays confirmed the reversibility of inhibition by compound 1 and suggested a two-step mechanism of inhibition. The Ki was estimated to be 36.3 μM and Ki* to be 11.5 μM, suggesting the pre-covalent complex to be relevant for inhibition. Molecular dynamics simulations of compounds 1 and 2 with cruzain were used to propose putative binding modes for the ligands. One-dimensional (1D) quantum mechanics/molecular mechanics (QM/MM) potential of mean force (PMF) and gas-phase energies showed that the attack of Cys25-S- on the C═S or C═O bond yields a more stable intermediate than the attack on the C═N bond of the thiosemicarbazone/semicarbazone. Two-dimensional (2D) QM/MM PMF revealed a putative reaction mechanism for compound 1, involving the proton transfer to the ligand, followed by the Cys25-S- attack at C═S. The ΔG and energy barrier were estimated to be -1.4 and 11.7 kcal/mol, respectively. Overall, our results shed light on the inhibition mechanism of cruzain by thiosemicarbazones.
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Affiliation(s)
- Luan Carvalho Martins
- Molecular Modeling and Drug Design Laboratory, Institute for Biological Sciences, Federal University of Minas Gerais, 6627, Antônio Carlos Avenue, 31270-901 Belo Horizonte, MG, Brazil
| | - Renata Barbosa de Oliveira
- Pharmaceutical Products Department, Faculty of Pharmacy, Federal University of Minas Gerais, 6627, Antônio Carlos Avenue, 31270-901 Belo Horizonte, MG, Brazil
| | - Jerônimo Lameira
- Institute of Biological Sciences, Federal University of Pará, 66075-110 Belém, Pará, Brazil
| | - Rafaela Salgado Ferreira
- Molecular Modeling and Drug Design Laboratory, Institute for Biological Sciences, Federal University of Minas Gerais, 6627, Antônio Carlos Avenue, 31270-901 Belo Horizonte, MG, Brazil
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Rubio-Hernández M, Alcolea V, Pérez-Silanes S. Potential of sulfur-selenium isosteric replacement as a strategy for the development of new anti-chagasic drugs. Acta Trop 2022; 233:106547. [PMID: 35667455 DOI: 10.1016/j.actatropica.2022.106547] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2022] [Revised: 05/31/2022] [Accepted: 06/01/2022] [Indexed: 11/25/2022]
Abstract
Current treatment for Chagas disease is based on only two drugs: benznidazole and nifurtimox. Compounds containing sulfur (S) in their structure have shown promising results in vitro and in vivo against Trypanosoma cruzi, the parasite causing Chagas disease. Notably, some reports show that the isosteric replacement of S by selenium (Se) could be an interesting strategy for the development of new compounds for the treatment of Chagas disease. To date, the activity against T. cruzi of three Se- containing groups has been compared with their S counterparts: selenosemicarbazones, selenoquinones, and selenocyanates. More studies are needed to confirm the positive results of Se compounds. Therefore, we have investigated S compounds described in the literature tested against T. cruzi. We focused on those tested in vivo that allowed isosteric replacement to propose their Se counterparts as promising compounds for the future development of new drugs against Chagas disease.
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