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Savino DF, Silva JV, da Silva Santos S, Lourenço FR, Giarolla J. How do physicochemical properties contribute to inhibitory activity of promising peptides against Zika Virus NS3 protease? J Mol Model 2024; 30:54. [PMID: 38289526 DOI: 10.1007/s00894-024-05843-1] [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: 07/11/2023] [Accepted: 01/09/2024] [Indexed: 02/01/2024]
Abstract
CONTEXT AND RESULTS Flavivirus diseases' cycles, especially Dengue and Yellow Fever, can be observed all over Brazilian territory, representing a great health concern. Additionally, there are no drugs available in therapy. In this scenario, in silico methodologies were applied to obtain physicochemical properties, as well as to better understand the ligand-biological target interaction mode of 20 previously reported NS2B/NS3 protease inhibitors of Dengue virus. Since catalytic site of flavivirus hold similarities, such as the same catalytic triad (His51, Asp75 e Ser135), the ability of this series of molecules to fit in Zika NS3 domains can be achieved. We performed an exploratory data analysis, using statistical methodologies, such as PCA (Principal Component Analysis) and HCA (Hierarchical Component Analysis), to assist the comprehension of how physicochemical properties impact the interaction observed by the docking studies, as well as to build a correlation between the respective ranked characteristics. Based on these previous studies, peptides were selected for the dynamics simulations, which were useful to better understand the ligand-protein interactions. Information relating to, for instance, energy, ΔG, average number of hydrogen bonds and distance from Ser135 (one of the main amino acids in the catalytic pocket) were discussed. In this sense, peptides 15 (considering ΔG value and Hbond number), 7 (ΔG and energy) and 1, 6, 7 and 15 (the proximity to Ser135 throughout the dynamics simulation) were highlighted as promising. Those interesting results could contribute to future studies regarding Zika virus drug design, since this infection represents a great concern in neglected populations. METHODS The models were constructed in the ChemDraw software. The ligand parametrization was performed in the CHEM3D 17.0, UCSF Chimera. Docking simulations were carried out in the GOLD software, after the redocking validation. We used ASP as the function score. Additionally, for dynamics simulations we applied GROMACS software, exploring, mainly, free binding energy calculations. Exploratory analysis was carried out in Minitab 17.3.1 statistical software. Prior to the exploratory analysis, data of quantum chemical properties of the peptides were collected in Microsoft Excel spreadsheet and organized to obtain Hierarchical Cluster Analysis (HCA) and Principal Component Analysis (PCA).
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Affiliation(s)
- Débora Feliciano Savino
- Department of Pharmacy, School of Pharmaceutical Sciences, University of São Paulo (USP), Professor Lineu Prestes Avenue, 580, Building 13, São Paulo, SP, 05508-900, Brazil
| | - João Vitor Silva
- Department of Pharmacy, School of Pharmaceutical Sciences, University of São Paulo (USP), Professor Lineu Prestes Avenue, 580, Building 13, São Paulo, SP, 05508-900, Brazil
| | - Soraya da Silva Santos
- Department of Pharmacy, School of Pharmaceutical Sciences, University of São Paulo (USP), Professor Lineu Prestes Avenue, 580, Building 13, São Paulo, SP, 05508-900, Brazil
| | - Felipe Rebello Lourenço
- Department of Pharmacy, School of Pharmaceutical Sciences, University of São Paulo (USP), Professor Lineu Prestes Avenue, 580, Building 13, São Paulo, SP, 05508-900, Brazil
| | - Jeanine Giarolla
- Department of Pharmacy, School of Pharmaceutical Sciences, University of São Paulo (USP), Professor Lineu Prestes Avenue, 580, Building 13, São Paulo, SP, 05508-900, Brazil.
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Dias AP, da Silva Santos S, da Silva JV, Parise-Filho R, Igne Ferreira E, Seoud OE, Giarolla J. Dendrimers in the context of nanomedicine. Int J Pharm 2019; 573:118814. [PMID: 31759101 DOI: 10.1016/j.ijpharm.2019.118814] [Citation(s) in RCA: 121] [Impact Index Per Article: 20.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/14/2019] [Revised: 10/17/2019] [Accepted: 10/18/2019] [Indexed: 01/23/2023]
Abstract
Dendrimers are globular structures, presenting an initiator core, repetitive layers starting radially from the core and terminal groups on the surface, resembling tree architecture. These structures have been studied in many biological applications, as drug, DNA, RNA and proteins delivery, as well as imaging and radiocontrast agents. With reference to that, this review focused in providing examples of dendrimers used in nanomedicine. Although most studies emphasize cancer, there are others which reveal action in the neurosystem, reducing either neuroinflammation or protein aggregation. Dendrimers can carry bioactive compounds by covalent bond (dendrimer prodrug), or by ionic interaction or adsortion in the internal space of the nanostructure. Additionally, dendrimers can be associated with other polymers, as PEG (polyethylene glycol), and with targeting structures as aptamers, antibodies, folic acid and carbohydrates. Their products in preclinical/clinical trial and those in the market are also discussed, with a total of six derivatives in clinical trials and seven products available in the market.
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Affiliation(s)
- Ana Paula Dias
- Department of Pharmacy, Faculty of Pharmaceutical Sciences, University of São Paulo - USP, São Paulo, SP 05508-900, Brazil
| | - Soraya da Silva Santos
- Department of Pharmacy, Faculty of Pharmaceutical Sciences, University of São Paulo - USP, São Paulo, SP 05508-900, Brazil
| | - João Vitor da Silva
- Department of Pharmacy, Faculty of Pharmaceutical Sciences, University of São Paulo - USP, São Paulo, SP 05508-900, Brazil
| | - Roberto Parise-Filho
- Department of Pharmacy, Faculty of Pharmaceutical Sciences, University of São Paulo - USP, São Paulo, SP 05508-900, Brazil
| | - Elizabeth Igne Ferreira
- Department of Pharmacy, Faculty of Pharmaceutical Sciences, University of São Paulo - USP, São Paulo, SP 05508-900, Brazil
| | - Omar El Seoud
- Department of Organic Chemistry, Institute of Chemistry, University of São Paulo - USP, São Paulo, SP, Brazil
| | - Jeanine Giarolla
- Department of Pharmacy, Faculty of Pharmaceutical Sciences, University of São Paulo - USP, São Paulo, SP 05508-900, Brazil.
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Wagner V, Minguez-Menendez A, Pena J, Fernández-Prada C. Innovative Solutions for the Control of Leishmaniases: Nanoscale Drug Delivery Systems. Curr Pharm Des 2019; 25:1582-1592. [DOI: 10.2174/1381612825666190621154552] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/26/2019] [Accepted: 06/15/2019] [Indexed: 12/26/2022]
Abstract
Background:
Leishmania are sandfly-transmitted protozoan parasites that harbour within the macrophages
of a mammalian host and cause leishmaniasis, a serious zoonotic disease that threatens the lives of millions
worldwide. Its numerous forms (cutaneous, mucocutaneous, and visceral) are currently treated with a sparse
arsenal of drugs, specifically antimonials, amphotericin B, miltefosine, and paromomycin, for which drug resistance
and clinical failure are rampant. Medicine is presently trending towards nanotechnology to aid in the successful
delivery of drugs. Vehicles such as lipid-based nanocarriers, polymer-based nanoparticles, and metal ions
and oxides have been previously demonstrated to improve bioavailability of drugs and decrease toxicity for the
patient. These cutting-edge solutions can be combined with existing active molecules, as well as novel drugs or
plant extracts with promising antileishmanial activity.
Conclusion:
This review explores the current evidence for the treatment of leishmaniases using nanoscale drug
delivery systems (specifically lipid-, polymer- and metal-based systems) and encourages further development of
the aforementioned nanotechnologies for treatment of Leishmania.
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Affiliation(s)
- Victoria Wagner
- Departement de Pathologie et Microbiologie, Faculte de Medecine Veterinaire Universite de Montreal, Saint-Hyacinthe, Quebec, Canada
| | - Aida Minguez-Menendez
- Departement de Pathologie et Microbiologie, Faculte de Medecine Veterinaire Universite de Montreal, Saint-Hyacinthe, Quebec, Canada
| | - Joan Pena
- Departement de Pathologie et Microbiologie, Faculte de Medecine Veterinaire Universite de Montreal, Saint-Hyacinthe, Quebec, Canada
| | - Christopher Fernández-Prada
- Departement de Pathologie et Microbiologie, Faculte de Medecine Veterinaire Universite de Montreal, Saint-Hyacinthe, Quebec, Canada
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