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Thayer KM, Stetson S, Caballero F, Chiu C, Han ISM. Navigating the complexity of p53-DNA binding: implications for cancer therapy. Biophys Rev 2024; 16:479-496. [PMID: 39309126 PMCID: PMC11415564 DOI: 10.1007/s12551-024-01207-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2024] [Accepted: 06/21/2024] [Indexed: 09/25/2024] Open
Abstract
Abstract The tumor suppressor protein p53, a transcription factor playing a key role in cancer prevention, interacts with DNA as its primary means of determining cell fate in the event of DNA damage. When it becomes mutated, it opens damaged cells to the possibility of reproducing unchecked, which can lead to formation of cancerous tumors. Despite its critical role, therapies at the molecular level to restore p53 native function remain elusive, due to its complex nature. Nevertheless, considerable information has been amassed, and new means of investigating the problem have become available. Objectives We consider structural, biophysical, and bioinformatic insights and their implications for the role of direct and indirect readout and how they contribute to binding site recognition, particularly those of low consensus. We then pivot to consider advances in computational approaches to drug discovery. Materials and methods We have conducted a review of recent literature pertinent to the p53 protein. Results Considerable literature corroborates the idea that p53 is a complex allosteric protein that discriminates its binding sites not only via consensus sequence through direct H-bond contacts, but also a complex combination of factors involving the flexibility of the binding site. New computational methods have emerged capable of capturing such information, which can then be utilized as input to machine learning algorithms towards the goal of more intelligent and efficient de novo allosteric drug design. Conclusions Recent improvements in machine learning coupled with graph theory and sector analysis hold promise for advances to more intelligently design allosteric effectors that may be able to restore native p53-DNA binding activity to mutant proteins. Clinical relevance The ideas brought to light by this review constitute a significant advance that can be applied to ongoing biophysical studies of drugs for p53, paving the way for the continued development of new methodologies for allosteric drugs. Our discoveries hold promise to provide molecular therapeutics which restore p53 native activity, thereby offering new insights for cancer therapies. Graphical Abstract Structural representation of the p53 DBD (PDBID 1TUP). DNA consensus sequence is shown in gray, and the protein is shown in blue. Red beads indicate hotspot residue mutations, green beads represent DNA interacting residues, and yellow beads represent both.
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Affiliation(s)
- Kelly M. Thayer
- College of Integrative Sciences, Wesleyan University, Middletown, CT 06457 USA
- Department of Chemistry, Wesleyan University, Middletown, CT 06457 USA
- Department of Mathematics and Computer Science, Wesleyan University, Middletown, CT 06457 USA
- Molecular Biophysics Program, Wesleyan University, Middletown, CT 06457 USA
| | - Sean Stetson
- Department of Chemistry, Wesleyan University, Middletown, CT 06457 USA
- Department of Mathematics and Computer Science, Wesleyan University, Middletown, CT 06457 USA
| | - Fernando Caballero
- College of Integrative Sciences, Wesleyan University, Middletown, CT 06457 USA
- Department of Mathematics and Computer Science, Wesleyan University, Middletown, CT 06457 USA
| | - Christopher Chiu
- Department of Mathematics and Computer Science, Wesleyan University, Middletown, CT 06457 USA
| | - In Sub Mark Han
- Molecular Biophysics Program, Wesleyan University, Middletown, CT 06457 USA
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2
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Giangrieco I, Ciardiello MA, Tamburrini M, Tuppo L, Mari A, Alessandri C. Plant and Arthropod IgE-Binding Papain-like Cysteine Proteases: Multiple Contributions to Allergenicity. Foods 2024; 13:790. [PMID: 38472904 DOI: 10.3390/foods13050790] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/15/2024] [Revised: 02/05/2024] [Accepted: 03/01/2024] [Indexed: 03/14/2024] Open
Abstract
Papain-like cysteine proteases are widespread and can be detected in all domains of life. They share structural and enzymatic properties with the group's namesake member, papain. They show a broad range of protein substrates and are involved in several biological processes. These proteases are widely exploited for food, pharmaceutical, chemical and cosmetic biotechnological applications. However, some of them are known to cause allergic reactions. In this context, the objective of this review is to report an overview of some general properties of papain-like cysteine proteases and to highlight their contributions to allergy reactions observed in humans. For instance, the literature shows that their proteolytic activity can cause an increase in tissue permeability, which favours the crossing of allergens through the skin, intestinal and respiratory barriers. The observation that allergy to PLCPs is mostly detected for inhaled proteins is in line with the reports describing mite homologs, such as Der p 1 and Der f 1, as major allergens showing a frequent correlation between sensitisation and clinical allergic reactions. In contrast, the plant food homologs are often digested in the gastrointestinal tract. Therefore, they only rarely can cause allergic reactions in humans. Accordingly, they are reported mainly as a cause of occupational diseases.
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Affiliation(s)
- Ivana Giangrieco
- Institute of Biosciences and BioResources (IBBR), National Research Council of Italy (CNR), 80131 Naples, Italy
| | | | - Maurizio Tamburrini
- Institute of Biosciences and BioResources (IBBR), National Research Council of Italy (CNR), 80131 Naples, Italy
| | - Lisa Tuppo
- Institute of Biosciences and BioResources (IBBR), National Research Council of Italy (CNR), 80131 Naples, Italy
| | - Adriano Mari
- Associated Centers for Molecular Allergology (CAAM), 00100 Rome, Italy
- Allergy Data Laboratories (ADL), 04100 Latina, Italy
| | - Claudia Alessandri
- Associated Centers for Molecular Allergology (CAAM), 00100 Rome, Italy
- Allergy Data Laboratories (ADL), 04100 Latina, Italy
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Laureano de Souza M, Lapierre TJWJD, Vitor de Lima Marques G, Ferraz WR, Penteado AB, Henrique Goulart Trossini G, Murta SMF, de Oliveira RB, de Oliveira Rezende C, Ferreira RS. Molecular targets for Chagas disease: validation, challenges and lead compounds for widely exploited targets. Expert Opin Ther Targets 2023; 27:911-925. [PMID: 37772733 DOI: 10.1080/14728222.2023.2264512] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/21/2023] [Accepted: 09/24/2023] [Indexed: 09/30/2023]
Abstract
INTRODUCTION Chagas disease (CD) imposes social and economic burdens, yet the available treatments have limited efficacy in the disease's chronic phase and cause serious adverse effects. To address this challenge, target-based approaches are a possible strategy to develop new, safe, and active treatments for both phases of the disease. AREAS COVERED This review delves into target-based approaches applied to CD drug discovery, emphasizing the studies from the last five years. We highlight the proteins cruzain (CZ), trypanothione reductase (TR), sterol 14 α-demethylase (CPY51), iron superoxide dismutase (Fe-SOD), proteasome, cytochrome b (Cytb), and cleavage and polyadenylation specificity factor 3 (CPSF3), chosen based on their biological and chemical validation as drug targets. For each, we discuss its biological relevance and validation as a target, currently related challenges, and the status of the most promising inhibitors. EXPERT OPINION Target-based approaches toward developing potential CD therapeutics have yielded promising leads in recent years. We expect a significant advance in this field in the next decade, fueled by the new options for Trypanosoma cruzi genetic manipulation that arose in the past decade, combined with recent advances in computational chemistry and chemical biology.
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Affiliation(s)
- Mariana Laureano de Souza
- Departamento de Bioquímica e Imunologia, Instituto de Ciências Biológicas, Universidade Federal de Minas Gerais (UFMG), Belo Horizonte, Brazil
| | | | - Gabriel Vitor de Lima Marques
- Departamento de Produtos Farmacêuticos, Faculdade de Farmácia, Universidade Federal de Minas Gerais (UFMG), Belo Horizonte, Brazil
| | - Witor Ribeiro Ferraz
- Departamento de Farmacia, Faculdade de Ciencias Farmacêuticas, Universidade de São Paulo, São Paulo, Brazil
| | - André Berndt Penteado
- Departamento de Farmacia, Faculdade de Ciencias Farmacêuticas, Universidade de São Paulo, São Paulo, Brazil
| | | | | | - Renata Barbosa de Oliveira
- Departamento de Produtos Farmacêuticos, Faculdade de Farmácia, Universidade Federal de Minas Gerais (UFMG), Belo Horizonte, Brazil
| | | | - Rafaela Salgado Ferreira
- Departamento de Bioquímica e Imunologia, Instituto de Ciências Biológicas, Universidade Federal de Minas Gerais (UFMG), Belo Horizonte, Brazil
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4
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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: 2.5] [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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Reis CRCD, Souza HVCMD, Leme RPP, Castelo-Branco FS, Fernandes TVA, Boechat N, Dias LRS, Hoelz LVB. Study of the dynamic behavior of the cruzain enzyme in free and complexed forms with competitive and noncovalent benzimidazole inhibitors. J Biomol Struct Dyn 2022:1-15. [PMID: 35475501 DOI: 10.1080/07391102.2022.2067238] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
Abstract
There are only two drugs for the treatment of Chagas disease, namely, nifurtimox and benznidazole, that can cause several adverse effects. Despite the effectiveness of these drugs in the disease's acute phase, they are not recognized as curative in the chronic phase, establishing the need for more effective treatment in all stages of the disease. Cruzain is an enzyme that plays a vital role in the life cycle of the etiologic agent, the protozoan Trypanosoma cruzi, being relevant as a therapeutic target in the planning of new drugs. Using molecular docking and dynamics simulations, we have investigated the structural and dynamic factors that can be involved in the enzyme inhibition process at the atomic-molecular level by benzimidazole compounds that are potent cruzain inhibitors with in vitro trypanocidal activity. The study suggests that these inhibitors bind cruzain through steric and hydrogen bonding interactions without altering its secondary structure content and protein compaction. Besides, we observed that these inhibitors decrease the correlation of movements between Cα-atoms of cruzain, increasing the number of atomic communities, mainly in the α-helix that presents the catalytic Cys25 residue. As expected, we also observed a correlation between the inhibitory activity of each inhibitor and their respective binding-free energies, reinforcing that the affinity of the complexes seems to be a relevant factor for enzymatic inhibition. Hence, the results presented in this work contribute to a better understanding of the cruzain enzyme inhibition mechanism through competitive and non-covalent inhibitors.Communicated by Ramaswamy H. Sarma.
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Affiliation(s)
- Caroline Rodrigues Chaves Dos Reis
- Programa de Pós-Graduação em Ciências Aplicadas a Produtos Para Saúde (PPG-CAPS), Faculdade de Farmácia, Universidade Federal Fluminense, Rua Mário Viana, Niterói, RJ, Brazil.,Faculdade de Farmácia, Laboratório de Química Medicinal - LQMed, Universidade Federal Fluminense (UFF), Santa Rosa, Niterói, RJ, Brazil.,Fundação Oswaldo Cruz, Instituto de Tecnologia em Fármacos, Farmanguinhos - Fiocruz, Laboratório de Síntese Fármacos - LASFAR, Manguinhos Rio de Janeiro, RJ, Brazil
| | - Hellen Valério Chaves Moura de Souza
- Fundação Oswaldo Cruz, Instituto de Tecnologia em Fármacos, Farmanguinhos - Fiocruz, Laboratório de Síntese Fármacos - LASFAR, Manguinhos Rio de Janeiro, RJ, Brazil
| | - Rennan Papaleo Paes Leme
- Fundação Oswaldo Cruz, Instituto de Tecnologia em Fármacos, Farmanguinhos - Fiocruz, Laboratório de Síntese Fármacos - LASFAR, Manguinhos Rio de Janeiro, RJ, Brazil.,Programa de Pós-Graduação em Farmacologia e Química Medicinal - Instituto de Ciências Biomédicas, Universidade Federal do Rio de Janeiro, UFRJ, Centro de Ciências da Saúde (CCS), Bloco J - Ilha do Fundão, Rio de Janeiro, RJ, Brazil
| | - Frederico Silva Castelo-Branco
- Fundação Oswaldo Cruz, Instituto de Tecnologia em Fármacos, Farmanguinhos - Fiocruz, Laboratório de Síntese Fármacos - LASFAR, Manguinhos Rio de Janeiro, RJ, Brazil
| | - Tácio Vinício Amorim Fernandes
- Fundação Oswaldo Cruz, Instituto de Tecnologia em Fármacos, Farmanguinhos - Fiocruz, Laboratório de Síntese Fármacos - LASFAR, Manguinhos Rio de Janeiro, RJ, Brazil
| | - Núbia Boechat
- Fundação Oswaldo Cruz, Instituto de Tecnologia em Fármacos, Farmanguinhos - Fiocruz, Laboratório de Síntese Fármacos - LASFAR, Manguinhos Rio de Janeiro, RJ, Brazil
| | - Luiza Rosaria Sousa Dias
- Faculdade de Farmácia, Laboratório de Química Medicinal - LQMed, Universidade Federal Fluminense (UFF), Santa Rosa, Niterói, RJ, Brazil
| | - Lucas Villas Bôas Hoelz
- Fundação Oswaldo Cruz, Instituto de Tecnologia em Fármacos, Farmanguinhos - Fiocruz, Laboratório de Síntese Fármacos - LASFAR, Manguinhos Rio de Janeiro, RJ, Brazil
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6
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Aroonsri A, Wongsombat C, Shaw P, Franke S, Przyborski J, Kaiser A. Investigation of an Allosteric Deoxyhypusine Synthase Inhibitor in P. falciparum. Molecules 2022; 27:molecules27082463. [PMID: 35458660 PMCID: PMC9030622 DOI: 10.3390/molecules27082463] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2022] [Revised: 04/05/2022] [Accepted: 04/07/2022] [Indexed: 11/30/2022] Open
Abstract
The treatment of a variety of protozoal infections, in particular those causing disabling human diseases, is still hampered by a lack of drugs or increasing resistance to registered drugs. However, in recent years, remarkable progress has been achieved to combat neglected tropical diseases by sequencing the parasites’ genomes or the validation of new targets in the parasites by novel genetic manipulation techniques, leading to loss of function. The novel amino acid hypusine is a posttranslational modification (PTM) that occurs in eukaryotic initiation factor 5A (EIF5A) at a specific lysine residue. This modification occurs by two steps catalyzed by deoxyhypusine synthase (dhs) and deoxyhypusine hydroxylase (DOHH) enzymes. dhs from Plasmodium has been validated as a druggable target by small molecules and reverse genetics. Recently, the synthesis of a series of human dhs inhibitors led to 6-bromo-N-(1H-indol-4yl)-1-benzothiophene-2-carboxamide, a potent allosteric inhibitor with an IC50 value of 0.062 µM. We investigated this allosteric dhs inhibitor in Plasmodium. In vitro P. falciparum growth assays showed weak inhibition activity, with IC50 values of 46.1 µM for the Dd2 strain and 51.5 µM for the 3D7 strain, respectively. The antimalarial activity could not be attributed to the targeting of the Pfdhs gene, as shown by chemogenomic profiling with transgenically modified P. falciparum lines. Moreover, in dose-dependent enzymatic assays with purified recombinant P. falciparum dhs protein, only 45% inhibition was observed at an inhibitor dose of 0.4 µM. These data are in agreement with a homology-modeled Pfdhs, suggesting significant structural differences in the allosteric site between the human and parasite enzymes. Virtual screening of the allosteric database identified candidate ligand binding to novel binding pockets identified in P. falciparum dhs, which might foster the development of parasite-specific inhibitors.
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Affiliation(s)
- Aiyada Aroonsri
- National Center for Genetic Engineering and Biotechnology (BIOTEC), National Science and Technology Development Agency (NSTDA), Khlong Luang 12120, Thailand; (A.A.); (C.W.); (P.S.)
| | - Chayaphat Wongsombat
- National Center for Genetic Engineering and Biotechnology (BIOTEC), National Science and Technology Development Agency (NSTDA), Khlong Luang 12120, Thailand; (A.A.); (C.W.); (P.S.)
| | - Philip Shaw
- National Center for Genetic Engineering and Biotechnology (BIOTEC), National Science and Technology Development Agency (NSTDA), Khlong Luang 12120, Thailand; (A.A.); (C.W.); (P.S.)
| | - Siegrid Franke
- Interdisziplinäres Forschungszentrum IFZ, Heinrich-Buff-Ring 26-32, 35392 Giessen, Germany; (S.F.); (J.P.)
| | - Jude Przyborski
- Interdisziplinäres Forschungszentrum IFZ, Heinrich-Buff-Ring 26-32, 35392 Giessen, Germany; (S.F.); (J.P.)
| | - Annette Kaiser
- Medical Research Centre, University of Duisburg-Essen, Hufelandstrasse 55, 45147 Essen, Germany
- Correspondence:
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7
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Examination of multiple Trypanosoma cruzi targets in a new drug discovery approach for Chagas disease. Bioorg Med Chem 2022; 58:116577. [DOI: 10.1016/j.bmc.2021.116577] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/11/2021] [Revised: 12/10/2021] [Accepted: 12/10/2021] [Indexed: 12/21/2022]
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Hernández González JE, Alberca LN, Masforrol González Y, Reyes Acosta O, Talevi A, Salas-Sarduy E. Tetracycline Derivatives Inhibit Plasmodial Cysteine Protease Falcipain-2 through Binding to a Distal Allosteric Site. J Chem Inf Model 2021; 62:159-175. [PMID: 34962803 DOI: 10.1021/acs.jcim.1c01189] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
Allosteric inhibitors regulate enzyme activity from remote and usually specific pockets. As they promise an avenue for less toxic and safer drugs, the identification and characterization of allosteric inhibitors has gained great academic and biomedical interest in recent years. Research on falcipain-2 (FP-2), the major papain-like cysteine hemoglobinase of Plasmodium falciparum, might benefit from this strategy to overcome the low selectivity against human cathepsins shown by active site-directed inhibitors. Encouraged by our previous finding that methacycline inhibits FP-2 noncompetitively, here we assessed other five tetracycline derivatives against this target and characterized their inhibition mechanism. As previously shown for methacycline, tetracycline derivatives inhibited FP-2 in a noncompetitive fashion, with Ki values ranging from 121 to 190 μM. A possible binding to the S' side of the FP-2 active site, similar to that described by X-ray crystallography (PDB: 6SSZ) for the noncompetitive inhibitor E-chalcone 48 (EC48), was experimentally discarded by kinetic analysis using a large peptidyl substrate spanning the whole active site. By combining lengthy molecular dynamics (MD) simulations that allowed methacycline to diffuse from solution to different FP-2 surface regions and free energy calculations, we predicted the most likely binding mode of the ligand. Of note, the proposed binding pose explains the low differences in Ki values observed for the tested tetracycline derivatives and the calculated binding free energies match the experimental values. Overall, this study has implications for the design of novel allosteric inhibitors against FP-2 and sets the basis for further optimization of the tetracycline scaffold to produce more potent and selective inhibitors.
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Affiliation(s)
- Jorge Enrique Hernández González
- Departamento de Física, Instituto de Biociências, Letras e Ciências Exatas, Universidade Estadual Paulista Júlio de Mesquita Filho, Rua Cristóvão Colombo, 2265, Jardim Nazareth, São José do Rio Preto, São Paulo CEP 15054-000, Brazil
| | - Lucas N Alberca
- Laboratory of Bioactive Compounds Research and Development (LIDeB), Department of Biological Sciences, Exact Sciences College, Universidad Nacional de La Plata, La Plata B1900ADU, Argentina
| | | | - Osvaldo Reyes Acosta
- Chemistry and Physics Department, Center for Genetic Engineering and Biotechnology, Havana 10600, Cuba
| | - Alan Talevi
- Laboratory of Bioactive Compounds Research and Development (LIDeB), Department of Biological Sciences, Exact Sciences College, Universidad Nacional de La Plata, La Plata B1900ADU, Argentina
| | - Emir Salas-Sarduy
- Instituto de Investigaciones Biotecnológicas "Dr. Rodolfo Ugalde"─Universidad Nacional de San Martín─CONICET, San Martín B1650HMP, Buenos Aires, Argentina
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9
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Hernández González JE, Salas-Sarduy E, Hernández Alvarez L, Barreto Gomes DE, Pascutti PG, Oostenbrink C, Leite VBP. In silico identification of noncompetitive inhibitors targeting an uncharacterized allosteric site of falcipain-2. J Comput Aided Mol Des 2021; 35:1067-1079. [PMID: 34617191 DOI: 10.1007/s10822-021-00420-7] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2021] [Accepted: 09/24/2021] [Indexed: 01/05/2023]
Abstract
Falcipain-2 (FP-2) is a Plasmodium falciparum hemoglobinase widely targeted in the search for antimalarials. FP-2 can be allosterically modulated by various noncompetitive inhibitors that have been serendipitously identified. Moreover, the crystal structures of two inhibitors bound to an allosteric site, termed site 6, of the homolog enzyme human cathepsin K (hCatK) suggest that the equivalent region in FP-2 might play a similar role. Here, we conduct the rational identification of FP-2 inhibitors through virtual screenings (VS) of compounds into several pocket-like conformations of site 6, sampled during molecular dynamics (MD) simulations of the free enzyme. Two noncompetitive inhibitors, ZINC03225317 and ZINC72290660, were confirmed using in vitro enzymatic assays and their poses into site 6 led to calculated binding free energies matching the experimental ones. Our results provide strong evidence about the allosteric inhibition of FP-2 through binding of small molecules to site 6, thus opening the way toward the discovery of new inhibitors against this enzyme.
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Affiliation(s)
- Jorge Enrique Hernández González
- Departamento de Física, Instituto de Biociências, Letras e Ciências Exatas - Universidade Estadual Paulista Júlio de Mesquita Filho (UNESP), Rua Cristóvão Colombo 2265, Jardim Nazareth, São José do Rio Preto, SP, CEP 15054-000, Brazil. .,Laboratório de Modelagem e Dinâmica Molecular, Instituto de Biofı́sica Carlos Chagas Filho, Universidade Federal do Rio de Janeiro, Ave. Carlos Chagas Filho - Universidade Federal do Rio de Janeiro (UFRJ), Ave. Carlos Chagas Filho, 373, CCS-Bloco D sala 30, Cidade Universitária Ilha de Fundão, Rio de Janeiro, RJ, CEP 21941-902, Brazil. .,Institute for Molecular Modeling and Simulation, Department for Material Sciences and Process Engineering - University of Natural Resources and Life Sciences (BOKU), Vienna, Muthgasse 18, 1190, Vienna, Austria.
| | - Emir Salas-Sarduy
- Instituto de Investigaciones Biotecnológicas Dr. Rodolfo Ugalde, Universidad Nacional de San Martín, CONICET, San Martín, Buenos Aires, Argentina
| | - Lilian Hernández Alvarez
- Departamento de Física, Instituto de Biociências, Letras e Ciências Exatas - Universidade Estadual Paulista Júlio de Mesquita Filho (UNESP), Rua Cristóvão Colombo 2265, Jardim Nazareth, São José do Rio Preto, SP, CEP 15054-000, Brazil
| | - Diego Enry Barreto Gomes
- Laboratório de Modelagem e Dinâmica Molecular, Instituto de Biofı́sica Carlos Chagas Filho, Universidade Federal do Rio de Janeiro, Ave. Carlos Chagas Filho - Universidade Federal do Rio de Janeiro (UFRJ), Ave. Carlos Chagas Filho, 373, CCS-Bloco D sala 30, Cidade Universitária Ilha de Fundão, Rio de Janeiro, RJ, CEP 21941-902, Brazil.,Instituto de Ciências Exatas, Universidade Federal de Juiz de Fora (UFJF), Rua José Lourenço Kelmer, s/n - Campus Universitário, Bairro São Pedro, Juiz de Fora, MG, CEP 36036-900, Brazil
| | - Pedro Geraldo Pascutti
- Laboratório de Modelagem e Dinâmica Molecular, Instituto de Biofı́sica Carlos Chagas Filho, Universidade Federal do Rio de Janeiro, Ave. Carlos Chagas Filho - Universidade Federal do Rio de Janeiro (UFRJ), Ave. Carlos Chagas Filho, 373, CCS-Bloco D sala 30, Cidade Universitária Ilha de Fundão, Rio de Janeiro, RJ, CEP 21941-902, Brazil
| | - Chris Oostenbrink
- Institute for Molecular Modeling and Simulation, Department for Material Sciences and Process Engineering - University of Natural Resources and Life Sciences (BOKU), Vienna, Muthgasse 18, 1190, Vienna, Austria
| | - Vitor B P Leite
- Departamento de Física, Instituto de Biociências, Letras e Ciências Exatas - Universidade Estadual Paulista Júlio de Mesquita Filho (UNESP), Rua Cristóvão Colombo 2265, Jardim Nazareth, São José do Rio Preto, SP, CEP 15054-000, Brazil
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Sheik Amamuddy O, Veldman W, Manyumwa C, Khairallah A, Agajanian S, Oluyemi O, Verkhivker GM, Tastan Bishop Ö. Integrated Computational Approaches and Tools forAllosteric Drug Discovery. Int J Mol Sci 2020; 21:E847. [PMID: 32013012 PMCID: PMC7036869 DOI: 10.3390/ijms21030847] [Citation(s) in RCA: 48] [Impact Index Per Article: 9.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/25/2019] [Revised: 01/20/2020] [Accepted: 01/21/2020] [Indexed: 12/16/2022] Open
Abstract
Understanding molecular mechanisms underlying the complexity of allosteric regulationin proteins has attracted considerable attention in drug discovery due to the benefits and versatilityof allosteric modulators in providing desirable selectivity against protein targets while minimizingtoxicity and other side effects. The proliferation of novel computational approaches for predictingligand-protein interactions and binding using dynamic and network-centric perspectives has ledto new insights into allosteric mechanisms and facilitated computer-based discovery of allostericdrugs. Although no absolute method of experimental and in silico allosteric drug/site discoveryexists, current methods are still being improved. As such, the critical analysis and integration ofestablished approaches into robust, reproducible, and customizable computational pipelines withexperimental feedback could make allosteric drug discovery more efficient and reliable. In this article,we review computational approaches for allosteric drug discovery and discuss how these tools can beutilized to develop consensus workflows for in silico identification of allosteric sites and modulatorswith some applications to pathogen resistance and precision medicine. The emerging realization thatallosteric modulators can exploit distinct regulatory mechanisms and can provide access to targetedmodulation of protein activities could open opportunities for probing biological processes and insilico design of drug combinations with improved therapeutic indices and a broad range of activities.
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Affiliation(s)
- Olivier Sheik Amamuddy
- Research Unit in Bioinformatics (RUBi), Department of Biochemistry and Microbiology, Rhodes University, Grahamstown 6140, South Africa; (O.S.A.); (W.V.); (C.M.); (A.K.)
| | - Wayde Veldman
- Research Unit in Bioinformatics (RUBi), Department of Biochemistry and Microbiology, Rhodes University, Grahamstown 6140, South Africa; (O.S.A.); (W.V.); (C.M.); (A.K.)
| | - Colleen Manyumwa
- Research Unit in Bioinformatics (RUBi), Department of Biochemistry and Microbiology, Rhodes University, Grahamstown 6140, South Africa; (O.S.A.); (W.V.); (C.M.); (A.K.)
| | - Afrah Khairallah
- Research Unit in Bioinformatics (RUBi), Department of Biochemistry and Microbiology, Rhodes University, Grahamstown 6140, South Africa; (O.S.A.); (W.V.); (C.M.); (A.K.)
| | - Steve Agajanian
- Graduate Program in Computational and Data Sciences, Keck Center for Science and Engineering, Schmid College of Science and Technology, Chapman University, One University Drive, Orange, CA 92866, USA; (S.A.); (O.O.)
| | - Odeyemi Oluyemi
- Graduate Program in Computational and Data Sciences, Keck Center for Science and Engineering, Schmid College of Science and Technology, Chapman University, One University Drive, Orange, CA 92866, USA; (S.A.); (O.O.)
| | - Gennady M. Verkhivker
- Graduate Program in Computational and Data Sciences, Keck Center for Science and Engineering, Schmid College of Science and Technology, Chapman University, One University Drive, Orange, CA 92866, USA; (S.A.); (O.O.)
- Department of Biomedical and Pharmaceutical Sciences, Chapman University School of Pharmacy, Irvine, CA 92618, USA
| | - Özlem Tastan Bishop
- Research Unit in Bioinformatics (RUBi), Department of Biochemistry and Microbiology, Rhodes University, Grahamstown 6140, South Africa; (O.S.A.); (W.V.); (C.M.); (A.K.)
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Musyoka T, Bishop ÖT. South African Abietane Diterpenoids and Their Analogs as Potential Antimalarials: Novel Insights from Hybrid Computational Approaches. Molecules 2019; 24:E4036. [PMID: 31703388 PMCID: PMC6891524 DOI: 10.3390/molecules24224036] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/25/2019] [Revised: 10/28/2019] [Accepted: 10/31/2019] [Indexed: 12/31/2022] Open
Abstract
The hemoglobin degradation process in Plasmodium parasites is vital for nutrient acquisition required for their growth and proliferation. In P. falciparum, falcipains (FP-2 and FP-3) are the major hemoglobinases, and remain attractive antimalarial drug targets. Other Plasmodium species also possess highly homologous proteins to FP-2 and FP-3. Although several inhibitors have been designed against these proteins, none has been commercialized due to associated toxicity on human cathepsins (Cat-K, Cat-L and Cat-S). Despite the two enzyme groups sharing a common structural fold and catalytic mechanism, distinct active site variations have been identified, and can be exploited for drug development. Here, we utilize in silico approaches to screen 628 compounds from the South African natural sources to identify potential hits that can selectively inhibit the plasmodial proteases. Using docking studies, seven abietane diterpenoids, binding strongly to the plasmodial proteases, and three additional analogs from PubChem were identified. Important residues involved in ligand stabilization were identified for all potential hits through binding pose analysis and their energetic contribution determined by binding free energy calculations. The identified compounds present important scaffolds that could be further developed as plasmodial protease inhibitors. Previous laboratory assays showed the effect of the seven diterpenoids as antimalarials. Here, for the first time, we demonstrate that their possible mechanism of action could be by interacting with falcipains and their plasmodial homologs. Dynamic residue network (DRN) analysis on the plasmodial proteases identified functionally important residues, including a region with high betweenness centrality, which had previously been proposed as a potential allosteric site in FP-2.
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Affiliation(s)
| | - Özlem Tastan Bishop
- Research Unit in Bioinformatics (RUBi), Department of Biochemistry and Microbiology, Rhodes University, Grahamstown 6140, South Africa;
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Rebernik M, Snoj T, Klemenčič M, Novinec M. Interplay between tetrameric structure, enzymatic activity and allosteric regulation of human dipeptidyl-peptidase I. Arch Biochem Biophys 2019; 675:108121. [DOI: 10.1016/j.abb.2019.108121] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/18/2019] [Revised: 09/10/2019] [Accepted: 09/27/2019] [Indexed: 02/06/2023]
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Bhowmick S, Chorge RD, Jangam CS, Bharatrao LD, Patil PC, Chikhale RV, Islam MA. Identification of potential cruzain inhibitors using de novo design, molecular docking and dynamics simulations studies. J Biomol Struct Dyn 2019; 38:4005-4015. [PMID: 31516071 DOI: 10.1080/07391102.2019.1664334] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/26/2022]
Abstract
Communicated by Ramaswamy H. Sarma.
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Affiliation(s)
- Shovonlal Bhowmick
- Department of Chemical Technology, University of Calcutta, Kolkata, India
| | - Rekha Dhondiram Chorge
- Department of Bioinformatics, Rajiv Gandhi Institute of IT and Biotechnology, Bharati Vidyapeeth Deemed University, Pune, India
| | - Chaitanya Sadashiv Jangam
- Department of Bioinformatics, Rajiv Gandhi Institute of IT and Biotechnology, Bharati Vidyapeeth Deemed University, Pune, India
| | - Lomate Dhanraj Bharatrao
- Department of Bioinformatics, Rajiv Gandhi Institute of IT and Biotechnology, Bharati Vidyapeeth Deemed University, Pune, India
| | - Pritee Chunarkar Patil
- Department of Bioinformatics, Rajiv Gandhi Institute of IT and Biotechnology, Bharati Vidyapeeth Deemed University, Pune, India
| | | | - Md Ataul Islam
- Division of Pharmacy and Optometry, School of Health Sciences, Faculty of Biology, Medicine and Health, University of Manchester, Manchester, UK.,School of Health Sciences, University of Kwazulu-Natal, Durban, South Africa.,Department of Chemical Pathology, Faculty of Health Sciences, University of Pretoria and National Health Laboratory Service Tshwane Academic Division, Pretoria, South Africa
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Hernández González JE, Hernández Alvarez L, Pascutti PG, Leite VBP. Prediction of Noncompetitive Inhibitor Binding Mode Reveals Promising Site for Allosteric Modulation of Falcipain-2. J Phys Chem B 2019; 123:7327-7342. [DOI: 10.1021/acs.jpcb.9b05021] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Affiliation(s)
- Jorge Enrique Hernández González
- Departamento de Física, Instituto de Biociências, Letras e Ciências Exatas, Universidade Estadual Paulista Júlio de Mesquita Filho, Rua Cristóvão Colombo,
2265, Jardim Nazareth, São José do Rio Preto, São Paulo, CEP 15054-000, Brazil
| | - Lilian Hernández Alvarez
- Departamento de Física, Instituto de Biociências, Letras e Ciências Exatas, Universidade Estadual Paulista Júlio de Mesquita Filho, Rua Cristóvão Colombo,
2265, Jardim Nazareth, São José do Rio Preto, São Paulo, CEP 15054-000, Brazil
| | - Pedro Geraldo Pascutti
- Laboratório de Dinâmica e Modelagem Molecular, Instituto de Biofísica Carlos Chagas Filho, Universidade Federal do Rio de Janeiro, Ave. Carlos
Chagas Filho, 373, CCS-Bloco D sala 30, Cidade Universitária
Ilha de Fundão, Rio de Janeiro, CEP 21941-902, Brazil
| | - Vitor B. P. Leite
- Departamento de Física, Instituto de Biociências, Letras e Ciências Exatas, Universidade Estadual Paulista Júlio de Mesquita Filho, Rua Cristóvão Colombo,
2265, Jardim Nazareth, São José do Rio Preto, São Paulo, CEP 15054-000, Brazil
- Center for Theoretical Biological Physics, Rice University, Houston, Texas 77005, United States
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