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Miruka AC, Gao X, Cai L, Zhang Y, Luo P, Otieno G, Zhang H, Song Z, Liu Y. Effects of solution chemistry on dielectric barrier atmospheric non-thermal plasma for operative degradation of antiretroviral drug nevirapine. THE SCIENCE OF THE TOTAL ENVIRONMENT 2024; 923:171369. [PMID: 38432368 DOI: 10.1016/j.scitotenv.2024.171369] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/19/2023] [Revised: 02/25/2024] [Accepted: 02/27/2024] [Indexed: 03/05/2024]
Abstract
The global prevalence of human immunodeficiency virus/acquired immunodeficiency syndrome (HIV/AIDS) has been an environmental menace. Tons of drug wastes from antiretroviral therapy are released into the environment annually. We, for the first time, employed the novel dielectric barrier atmospheric non-thermal plasma (DBANP) discharge, to mitigate the inadvertent pollution arising from the antiretroviral therapy. A 40-min treatment of nevirapine achieved >94 % (0.075 min-1) removal efficiency at discharge power of 63.5 W and plasma working gas of atmospheric air. Chemical probes confirmed •OH, ONOO- and eaq- as the dominant reactive species whilst further revealing the reaction acceleration role of NaNO3 and CCl4 which are known reaction terminators. The commonly coexisting inorganic anions potentiated nevirapine removal with over 98 % efficiency, achieving the highest rate constant of 0.148 min-1 in this study. Moreover, the initial solution pH (1.5-11.1) was no limiting factor either. The insensitivity of the DBANP discharge to actual water matrices was an eminent inference of its potential applicability in practical conditions. With reference to data obtained from the liquid chromatography-mass spectrometer analysis, nevirapine degradation pathway was proposed. A nucleophilic attack by ONOO- at the cyclopropyl group and •OH attack at the carbonyl carbon of the amide group, respectively, initiated nevirapine degradation process. It is anticipated that the findings herein, will provide new insights into antiretroviral drug waste management in environmental waters using the innovative and green non-thermal plasma process.
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Affiliation(s)
- Andere Clement Miruka
- College of Environmental Science & Engineering, Donghua University, 2999 North Renmin Road, Shanghai 201620, China; School of Chemistry and Material Science, Technical University of Kenya, Nairobi 52428-00200, Kenya
| | - Xiaoting Gao
- College of Environmental Science & Engineering, Donghua University, 2999 North Renmin Road, Shanghai 201620, China
| | - Li Cai
- College of Environmental Science & Engineering, Donghua University, 2999 North Renmin Road, Shanghai 201620, China
| | - Yinyin Zhang
- College of Environmental Science & Engineering, Donghua University, 2999 North Renmin Road, Shanghai 201620, China
| | - Pengcheng Luo
- College of Environmental Science & Engineering, Donghua University, 2999 North Renmin Road, Shanghai 201620, China
| | - Geoffrey Otieno
- School of Chemistry and Material Science, Technical University of Kenya, Nairobi 52428-00200, Kenya
| | - Han Zhang
- College of Environmental Science & Engineering, Donghua University, 2999 North Renmin Road, Shanghai 201620, China
| | - Zhiqi Song
- College of Environmental Science & Engineering, Donghua University, 2999 North Renmin Road, Shanghai 201620, China
| | - Yanan Liu
- College of Environmental Science & Engineering, Donghua University, 2999 North Renmin Road, Shanghai 201620, China; Shanghai Institute of Pollution Control and Ecological Security, Shanghai 200092, China.
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Jiang S, Tuzikov A, Andrianov A. Small-molecule HIV-1 entry inhibitors targeting the epitopes of broadly neutralizing antibodies. Cell Chem Biol 2022; 29:757-773. [PMID: 35353988 DOI: 10.1016/j.chembiol.2022.03.009] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/27/2021] [Revised: 01/27/2022] [Accepted: 03/10/2022] [Indexed: 11/20/2022]
Abstract
Highly active antiretroviral therapy currently used for HIV/AIDS has significantly increased the life expectancy of HIV-infected individuals. It has also improved the quality of life, reduced mortality, and decreased the incidence of AIDS and HIV-related conditions. Currently, however, affected individuals are typically on a lifetime course of several therapeutic drugs, all with the potential for associated toxicity and emergence of resistance. This calls for development of novel, potent, and broad anti-HIV agents able to stop the spread of HIV/AIDS. Significant progress has been made toward identification of anti-HIV-1 broadly neutralizing antibodies (bNAbs). However, antibody-based drugs are costly to produce and store. Administration (by injection only) and other obstacles limit clinical use. In recent years, several highly promising small-molecule HIV-1 entry inhibitors targeting the epitopes of bNAbs have been developed. These newly developed compounds are the focus of the present article.
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Affiliation(s)
- Shibo Jiang
- Key Laboratory of Medical Molecular Virology (MOE/NHC/CAMS), School of Basic Medical Sciences, Shanghai Institute of Infectious Diseases and Biosecurity, Fudan University, Shanghai 200032, China.
| | - Alexander Tuzikov
- United Institute of Informatics Problems, National Academy of Sciences of Belarus, 220012 Minsk, Republic of Belarus
| | - Alexander Andrianov
- Institute of Bioorganic Chemistry, National Academy of Sciences of Belarus, 220141 Minsk, Republic of Belarus.
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Bektaş E, Sahin H, Beldüz AO, Güler Hİ. HIV-1-RT inhibition activity of Satureja spicigera (C.KOCH) BOISS. Aqueous extract and docking studies of phenolic compounds identified by RP-HPLC-DAD. J Food Biochem 2021; 46:e13921. [PMID: 34477237 DOI: 10.1111/jfbc.13921] [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: 06/25/2021] [Revised: 08/09/2021] [Accepted: 08/25/2021] [Indexed: 11/30/2022]
Abstract
AIDS is a global disease caused by HIV, affecting millions of people and causing death. The current limitations of antiretroviral therapy used in the therapy of HIV/AIDS have led to the need to search for new and effective drugs from natural products, especially plants. Herewith, using the present study, the detection of HIV-1-RT inhibition of aqueous extract of Satureja spicigera (C.KOCH) BOISS. was performed for the first time. Besides, total phenolic content (TPC), analysis of phenolic constituents by RP-HPLC-DAD and antioxidant capacity by DPPH and Ferric reducing antioxidant power (FRAP) methods were determined for the first time. In addition, molecular docking studies were carried out between HIV-1-RT and phenolic substances, the presence of which was determined in the aqueous extract, for the determination of the phenolics that may be responsible for HIV-1-RT activity. HIV-1-RT inhibition was defined as IC50 : 22.83 μg/ml. Benzoic acid, vanillin, rutin, and chlorogenic acid were present as main phenolics in quantities of 621.96, 505.87, 349.33, and 323.23 µg phenolic/g extract, respectively. Further, TPC, DPPH, and FRAP were calculated as in the order of 151.69 mg GAE/g extract, 23.77 µg/ml, and 445.7 µmol TE/g extract. Chlorogenic acid (-8.48 kcal/mol) was found to be the most effective ligand in docking studies, with a value close to positive standard nevirapine (-9.35 kcal/mol). Hereby, although the aqueous extract of S. spicigera can be used as a natural antioxidant, the crude extract or its phenolics have the potential to be used in the treatment of AIDS due to its high HIV-1-RT activity. PRACTICAL APPLICATIONS: In this study, anti-HIV-1-RT and antioxidant activity and total phenolic content of Satureja spicigera aqueous extract were determined. In addition, HPLC analysis of some phytochemicals and the activities of these phytochemicals against HIV-1-RT enzyme was determined by molecular docking studies. The results showed that the aqueous extract of S. spicigera and some of the phytochemicals it contains have the potential to be used as a natural product against HIV infection or in the treatment of AIDS.
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Affiliation(s)
- Ersan Bektaş
- Espiye Vocational School, Giresun University, Giresun, Turkey
| | - Huseyin Sahin
- Espiye Vocational School, Giresun University, Giresun, Turkey
| | - Ali Osman Beldüz
- Faculty of Science, Department of Biology, Karadeniz Technical University, Trabzon, Turkey
| | - Halil İbrahim Güler
- Faculty of Science, Department of Molecular Biology and Genetics, Karadeniz Technical University, Trabzon, Turkey
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4
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Musarra-Pizzo M, Pennisi R, Ben-Amor I, Mandalari G, Sciortino MT. Antiviral Activity Exerted by Natural Products against Human Viruses. Viruses 2021; 13:v13050828. [PMID: 34064347 PMCID: PMC8147851 DOI: 10.3390/v13050828] [Citation(s) in RCA: 71] [Impact Index Per Article: 23.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/13/2021] [Accepted: 05/01/2021] [Indexed: 12/13/2022] Open
Abstract
Viral infections are responsible for several chronic and acute diseases in both humans and animals. Despite the incredible progress in human medicine, several viral diseases, such as acquired immunodeficiency syndrome, respiratory syndromes, and hepatitis, are still associated with high morbidity and mortality rates in humans. Natural products from plants or other organisms are a rich source of structurally novel chemical compounds including antivirals. Indeed, in traditional medicine, many pathological conditions have been treated using plant-derived medicines. Thus, the identification of novel alternative antiviral agents is of critical importance. In this review, we summarize novel phytochemicals with antiviral activity against human viruses and their potential application in treating or preventing viral disease.
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Affiliation(s)
- Maria Musarra-Pizzo
- Department of Chemical, Biological, Pharmaceutical and Environmental Sciences, University of Messina, Viale SS. Annunziata, 98168 Messina, Italy; (M.M.-P.); (R.P.); (I.B.-A.)
| | - Rosamaria Pennisi
- Department of Chemical, Biological, Pharmaceutical and Environmental Sciences, University of Messina, Viale SS. Annunziata, 98168 Messina, Italy; (M.M.-P.); (R.P.); (I.B.-A.)
- Shenzhen International Institute for Biomedical Research, 1301 Guanguang Rd. 3F Building 1-B, Silver Star Hi-Tech Park Longhua District, Shenzhen 518116, China
| | - Ichrak Ben-Amor
- Department of Chemical, Biological, Pharmaceutical and Environmental Sciences, University of Messina, Viale SS. Annunziata, 98168 Messina, Italy; (M.M.-P.); (R.P.); (I.B.-A.)
- Unit of Biotechnology and Pathologies, Higher Institute of Biotechnology of Sfax, University of Sfax, Sfax 3029, Tunisia
| | - Giuseppina Mandalari
- Department of Chemical, Biological, Pharmaceutical and Environmental Sciences, University of Messina, Viale SS. Annunziata, 98168 Messina, Italy; (M.M.-P.); (R.P.); (I.B.-A.)
- Correspondence: (G.M.); (M.T.S.); Tel.: +39-090-6767-5217 (G.M. & M.T.S.)
| | - Maria Teresa Sciortino
- Department of Chemical, Biological, Pharmaceutical and Environmental Sciences, University of Messina, Viale SS. Annunziata, 98168 Messina, Italy; (M.M.-P.); (R.P.); (I.B.-A.)
- Correspondence: (G.M.); (M.T.S.); Tel.: +39-090-6767-5217 (G.M. & M.T.S.)
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5
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Andrianov AM, Nikolaev GI, Shuldov NA, Bosko IP, Anischenko AI, Tuzikov AV. Application of deep learning and molecular modeling to identify small drug-like compounds as potential HIV-1 entry inhibitors. J Biomol Struct Dyn 2021; 40:7555-7573. [PMID: 33855929 DOI: 10.1080/07391102.2021.1905559] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
Abstract
A generative adversarial autoencoder for the rational design of potential HIV-1 entry inhibitors able to block CD4-binding site of the viral envelope protein gp120 was developed. To do this, the following studies were carried out: (i) an autoencoder architecture was constructed; (ii) a virtual compound library of potential anti-HIV-1 agents for training the neural network was formed by the concept of click chemistry allowing one to generate a large number of drug candidates by their assembly from small modular units; (iii) molecular docking of all compounds from this library with gp120 was made and calculations of the values of binding free energy were performed; (iv) molecular fingerprints of chemical compounds from the training dataset were generated; (v) training of the developed autoencoder was implemented followed by the validation of this neural network using more than 21 million molecules from the ZINC15 database. As a result, three small drug-like compounds that exhibited the high-affinity binding to gp120 were identified. According to the data from molecular docking, machine learning, quantum chemical calculations, and molecular dynamics simulations, these compounds show the low values of binding free energy in the complexes with gp120 similar to those calculated using the same computational protocols for the HIV-1 entry inhibitors NBD-11021 and NBD-14010, highly potent and broad anti-HIV-1 agents presenting a new generation of the viral CD4 antagonists. The identified CD4-mimetic candidates are suggested to present good scaffolds for the design of novel antiviral drugs inhibiting the early stages of HIV-1 infection.Communicated by Ramaswamy H. Sarma.
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Affiliation(s)
- Alexander M Andrianov
- Institute of Bioorganic Chemistry, National Academy of Sciences of Belarus, Minsk, Republic of Belarus
| | - Grigory I Nikolaev
- United Institute of Informatics Problems, National Academy of Sciences of Belarus, Minsk, Republic of Belarus
| | - Nikita A Shuldov
- Faculty of Applied Mathematics & Computer Science, Belarusian State University, Minsk, Republic of Belarus
| | - Ivan P Bosko
- United Institute of Informatics Problems, National Academy of Sciences of Belarus, Minsk, Republic of Belarus
| | - Arseny I Anischenko
- Faculty of Applied Mathematics & Computer Science, Belarusian State University, Minsk, Republic of Belarus
| | - Alexander V Tuzikov
- United Institute of Informatics Problems, National Academy of Sciences of Belarus, Minsk, Republic of Belarus
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6
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Geronikaki A, Petrou A, Kartsev V, Eleftheriou P, Boga R, Bartolo B, Crespan E, Franco G, Maga G. Molecular docking, design, synthesis and biological evaluation of novel 2,3-aryl-thiazolidin-4-ones as potent NNRTIs. SAR AND QSAR IN ENVIRONMENTAL RESEARCH 2019; 30:697-714. [PMID: 31542957 DOI: 10.1080/1062936x.2019.1653364] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/05/2019] [Accepted: 08/05/2019] [Indexed: 06/10/2023]
Abstract
Nonnucleoside reverse transcriptase inhibitors (NNRTIs) remain the most promising anti-AIDS agents that target the HIV-1 reverse transcriptase enzyme (RT). However, the efficiency of approved NNRTI drugs has decreased by the appearance of drug-resistant viruses and side effects upon long-term usage. Thus, there is an urgent need for developing new, potent NNRTIs with broad spectrum against HIV-1 virus and with improved properties. In this study, a series of thiazolidinone derivatives was designed based on a butterfly mimicking scaffold consisting of a substituted benzothiazolyl moiety connected with a substituted phenyl ring via a thiazolidinone moiety. The most promising derivatives were selected using molecular docking analysis and PASS prediction program, synthesized and evaluated for HIV-1 RT inhibition. Five out of fifteen tested compounds exhibited good inhibitory action. It was observed that the presence of Cl or CN substituents at the position 6 of the benzothiazole ring in combination with two fluoro atoms at the ortho-positions or a hydrogen acceptor substituent at the 4-position of the phenyl ring are favourable for the HIV RT inhibitory activity.
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Affiliation(s)
- A Geronikaki
- School of Pharmacy, Aristotle University of Thessaloniki , Thessaloniki , Greece
| | - A Petrou
- School of Pharmacy, Aristotle University of Thessaloniki , Thessaloniki , Greece
| | | | - P Eleftheriou
- Department of Biomedical Sciences, School of Health Sciences, International Hellenic University , Thessaloniki , Greece
| | - R Boga
- BogaR Laboratories LLC , Suwanee , USA
| | - B Bartolo
- Faculty of Sciences, Institute of Molecular Genetics "Luigi Luca Cavalli-Sforza" IGM-CNR , Pavia , Italy
| | - E Crespan
- Faculty of Sciences, Institute of Molecular Genetics "Luigi Luca Cavalli-Sforza" IGM-CNR , Pavia , Italy
| | - G Franco
- Faculty of Sciences, Institute of Molecular Genetics "Luigi Luca Cavalli-Sforza" IGM-CNR , Pavia , Italy
| | - G Maga
- Faculty of Sciences, Institute of Molecular Genetics "Luigi Luca Cavalli-Sforza" IGM-CNR , Pavia , Italy
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7
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Andrianov AM, Nikolaev GI, Kornoushenko YV, Xu W, Jiang S, Tuzikov AV. In Silico Identification of Novel Aromatic Compounds as Potential HIV-1 Entry Inhibitors Mimicking Cellular Receptor CD4. Viruses 2019; 11:v11080746. [PMID: 31412617 PMCID: PMC6723994 DOI: 10.3390/v11080746] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/10/2019] [Revised: 07/31/2019] [Accepted: 08/01/2019] [Indexed: 12/13/2022] Open
Abstract
Despite recent progress in the development of novel potent HIV-1 entry/fusion inhibitors, there are currently no licensed antiviral drugs based on inhibiting the critical interactions of the HIV-1 envelope gp120 protein with cellular receptor CD4. In this connection, studies on the design of new small-molecule compounds able to block the gp120-CD4 binding are still of great value. In this work, in silico design of drug-like compounds containing the moieties that make the ligand active towards gp120 was performed within the concept of click chemistry. Complexes of the designed molecules bound to gp120 were then generated by molecular docking and optimized using semiempirical quantum chemical method PM7. Finally, the binding affinity analysis of these ligand/gp120 complexes was performed by molecular dynamic simulations and binding free energy calculations. As a result, five top-ranking compounds that mimic the key interactions of CD4 with gp120 and show the high binding affinity were identified as the most promising CD4-mimemic candidates. Taken together, the data obtained suggest that these compounds may serve as promising scaffolds for the development of novel, highly potent and broad anti-HIV-1 therapeutics.
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Affiliation(s)
- Alexander M Andrianov
- Institute of Bioorganic Chemistry, National Academy of Sciences of Belarus, 220141 Minsk, Belarus.
| | - Grigory I Nikolaev
- United Institute of Informatics Problems, National Academy of Sciences of Belarus, 220012 Minsk, Belarus
| | - Yuri V Kornoushenko
- Institute of Bioorganic Chemistry, National Academy of Sciences of Belarus, 220141 Minsk, Belarus
| | - Wei Xu
- Key Laboratory of Medical Molecular Virology (MOE/NHC/CAMS), School of Basic Medical Sciences, Fudan University, 131 Dong An Road, Fuxing Building, Shanghai 200032, China
| | - Shibo Jiang
- Key Laboratory of Medical Molecular Virology (MOE/NHC/CAMS), School of Basic Medical Sciences, Fudan University, 131 Dong An Road, Fuxing Building, Shanghai 200032, China.
| | - Alexander V Tuzikov
- United Institute of Informatics Problems, National Academy of Sciences of Belarus, 220012 Minsk, Belarus.
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Bazzo GC, Mostafa D, França MT, Pezzini BR, Stulzer HK. How tenofovir disoproxil fumarate can impact on solubility and dissolution rate of efavirenz? Int J Pharm 2019; 570:118597. [PMID: 31401297 DOI: 10.1016/j.ijpharm.2019.118597] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2019] [Revised: 07/30/2019] [Accepted: 08/03/2019] [Indexed: 12/16/2022]
Abstract
Efavirenz (EFZ) and tenofovir disoproxil fumarate (TDF) can be used simultaneously in the treatment of human immunodeficiency virus type1 infection. In this work the impact of TDF, a hydrophilic drug, on the solubility and dissolution rate of EFZ, a poorly water-soluble drug, was evaluated. EFZ/TDF binary mixtures in different molar ratios were prepared. Differential scanning calorimetry (DSC) results indicate the formation of a eutectic mixture, the molar ratio of 65/35 being the eutectic point. It was observed an increase in the EFZ solubility in water and acidic conditions (0.1 N HCl and biorelevant medium), in the presence of TDF. On the other hand, there was a decreasing on EFZ solubility in phosphate buffer pH 6.8, probably influenced by the lower solubility of TDF in this medium. The high solubility of TDF in water and acidic medium may have contributed to improve the solubility of EFZ, as well as the formation of a eutectic mixture, supported by X-ray powder diffraction (XRPD) and Fourier Transform infrared spectroscopy (FTIR) analyses. However, TDF solubility and dissolution rate was not significantly influenced by the presence of EFZ.
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Affiliation(s)
- Giovana Carolina Bazzo
- Programa de Pós-Graduação em Farmácia, Universidade Federal de Santa Catarina, Campus Trindade, 88040-970 Florianópolis, SC, Brazil
| | - Dina Mostafa
- Programa de Pós-Graduação em Farmácia, Universidade Federal de Santa Catarina, Campus Trindade, 88040-970 Florianópolis, SC, Brazil
| | - Maria Terezinha França
- Programa de Pós-Graduação em Farmácia, Universidade Federal de Santa Catarina, Campus Trindade, 88040-970 Florianópolis, SC, Brazil
| | - Bianca Ramos Pezzini
- Programa de Pós-Graduação em Farmácia, Universidade Federal de Santa Catarina, Campus Trindade, 88040-970 Florianópolis, SC, Brazil
| | - Hellen Karine Stulzer
- Programa de Pós-Graduação em Farmácia, Universidade Federal de Santa Catarina, Campus Trindade, 88040-970 Florianópolis, SC, Brazil.
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Ekpenyong ME, Etebong PI, Jackson TC. Fuzzy-multidimensional deep learning for efficient prediction of patient response to antiretroviral therapy. Heliyon 2019; 5:e02080. [PMID: 31372545 PMCID: PMC6656963 DOI: 10.1016/j.heliyon.2019.e02080] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2019] [Revised: 05/16/2019] [Accepted: 07/09/2019] [Indexed: 01/09/2023] Open
Abstract
Drug component interactions are most likely to trigger unexpected pharmacological effects with unknown causal mechanisms, hence, demanding the discovery of patterns to establish suitable and effective regimens. This paper proposes a novel framework that embeds machine learning (ML) and multidimensional scaling (MDS) techniques, for efficient prediction of patient response to antiretroviral therapy (ART). To achieve this, experiment databases were created from two independent sources: a publicly available HIV domain datasets of patients with failed treatment – hosted by the Stanford University, hereinafter referred to as the Stanford HIV database, and locally sourced datasets gathered from 13 prominent healthcare facilities treating HIV patients in Akwa Ibom State of Nigeria, hereinafter referred to as the Akwa-Ibom HIV database: with 5,780 and 3,168 individual treatment change episodes (TCEs) of HIV treatment indicators (baseline CD4 count (BCD4), followup CD4 count (FCD4), baseline viral load (BRNA), followup viral load (FRNA), and drug type combination (DType)), observed from 1,521 and 1,301 unique patient records, respectively. A hybridised (two-stage) classification system consuming the Interval Type-2 Fuzzy Logic (IT2FL) and Deep Neural Network (DNN) was employed to model and optimise patients’ response to ART with appreciable error pruning achieved through MDS. Visualisation of the experiment databases showed remarkable immunological changes in the Akwa-Ibom HIV database, as the FCD4 of TCEs clustered far above the BCD4, compared to the Stanford HIV database, where over 40% of FCD4 clustered below the BCD4. Similar changes were noticed for the RNA, as more FRNA copies clustered below the BRNA for the Akwa-Ibom datasets, compared to the Stamford datasets. DNN classification results for both databases showed best performance metrics for the Levenberg-Marquardt algorithm when compared with the resilient backpropagation algorithm, with improved drug pattern predictions for experiment with MDS. This paper is most likely to evolve an avenue that triggers interesting combination(s) for optimum patient response, while ensuring minimal side effects, as further findings revealed the superiority of the proposed approach over existing approaches.
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10
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Russo D, Siciliano A, Guida M, Andreozzi R, Reis NM, Li Puma G, Marotta R. Removal of antiretroviral drugs stavudine and zidovudine in water under UV 254 and UV 254/H 2O 2 processes: Quantum yields, kinetics and ecotoxicology assessment. JOURNAL OF HAZARDOUS MATERIALS 2018; 349:195-204. [PMID: 29427970 DOI: 10.1016/j.jhazmat.2018.01.052] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/14/2017] [Revised: 12/06/2017] [Accepted: 01/25/2018] [Indexed: 05/07/2023]
Abstract
The concentration of antiretroviral drugs in wastewater treatment plants (WWTP) effluents and surface waters of many countries has increased significantly due to their widespread use for HIV treatment. In this study, the removal of stavudine and zidovudine under UV254 photolysis or UV254/H2O2 was investigated in a microcapillary film (MCF) photoreactor, using minimal water samples quantities. The UV254 quantum yield of zidovudine, (2.357 ± 0.0589)·10-2 mol ein-1 (pH 4.0-8.0), was 28-fold higher that the yield of stavudine (8.34 ± 0.334)·10-4 mol ein-1 (pH 6.0-8.0). The second-order rate constant kOH,iof reaction of hydroxyl radical with the antiretrovirals (UV254/H2O2 process) were determined by kinetics modeling: (9.98 ± 0.68)·108 M-1 s-1 (pH 4.0-8.0) for zidovudine and (2.03 ± 0.18)·109 M-1 s-1 (pH 6.0-8.0) for stavudine. A battery of ecotoxicological tests (i.e. inhibition growth, bioluminescence, mutagenic and genotoxic activity) using bacteria (Aliivibrio fischeri, Salmonella typhimurium), crustacean (Daphnia magna) and algae (Raphidocelis subcapitata) revealed a marked influence of the UV dose on the ecotoxicological activity. The UV254/H2O2 treatment process reduced the ecotoxicological risk associated to direct photolysis of the antiretrovirals aqueous solutions, but required significantly higher UV254 doses (≥2000 mJ cm-2) in comparison to common water UV disinfection processes.
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Affiliation(s)
- Danilo Russo
- Dipartimento di Ingegneria Chimica, dei Materiali e della Produzione Industriale, Università di Napoli Federico II, p.le V. Tecchio 80, Napoli, Italy
| | - Antonietta Siciliano
- Dipartimento di Biologia, Università di Napoli Federico II, Complesso Universitario Monte Sant'Angelo, via Cinthia 4, Napoli, Italy
| | - Marco Guida
- Dipartimento di Biologia, Università di Napoli Federico II, Complesso Universitario Monte Sant'Angelo, via Cinthia 4, Napoli, Italy
| | - Roberto Andreozzi
- Dipartimento di Ingegneria Chimica, dei Materiali e della Produzione Industriale, Università di Napoli Federico II, p.le V. Tecchio 80, Napoli, Italy
| | - Nuno M Reis
- Department of Chemical Engineering, University of Bath, Claverton Down, Bath BA2 7AY, UK
| | - Gianluca Li Puma
- Environmental Nanocatalysis & Photoreaction Engineering Department of Chemical Engineering, Loughborough University, Loughborough LE11 3TU, UK.
| | - Raffaele Marotta
- Dipartimento di Ingegneria Chimica, dei Materiali e della Produzione Industriale, Università di Napoli Federico II, p.le V. Tecchio 80, Napoli, Italy.
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11
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Andrianov AM, Kashyn IA, Tuzikov AV. Potential HIV-1 fusion inhibitors mimicking gp41-specific broadly neutralizing antibody 10E8: In silico discovery and prediction of antiviral potency. J Bioinform Comput Biol 2018; 16:1840007. [PMID: 29439644 DOI: 10.1142/s0219720018400073] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023]
Abstract
An integrated computational approach to in silico drug design was used to identify novel HIV-1 fusion inhibitor scaffolds mimicking broadly neutralizing antibody (bNab) 10E8 targeting the membrane proximal external region (MPER) of the HIV-1 gp41 protein. This computer-based approach included (i) generation of pharmacophore models representing 3D-arrangements of chemical functionalities that make bNAb 10E8 active towards the gp41 MPER segment, (ii) shape and pharmacophore-based identification of the 10E8-mimetic candidates by a web-oriented virtual screening platform pepMMsMIMIC, (iii) high-throughput docking of the identified compounds with the gp41 MPER peptide, and (iv) molecular dynamics simulations of the docked structures followed by binding free energy calculations. As a result, eight hits-able to mimic pharmacophore properties of bNAb 10E8 by specific and effective interactions with the MPER region of the HIV-1 protein gp41 were selected as the most probable 10E8-mimetic candidates. Similar to 10E8, the predicted compounds target the critically important residues of a highly conserved hinge region of the MPER peptide that provides a conformational flexibility necessary for its functioning in cell-virus membrane fusion process. In light of the data obtained, the identified small molecules may present promising HIV-1 fusion inhibitor scaffolds for the design of novel potent antiviral drugs.
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Affiliation(s)
- Alexander M Andrianov
- * Institute of Bioorganic Chemistry, National Academy of Sciences of Belarus, Kuprevich Street 5/2 220141 Minsk, Republic of Belarus
| | - Ivan A Kashyn
- † United Institute of Informatics Problems, National Academy of Sciences of Belarus, Surganov Street 6, 220012 Minsk, Republic of Belarus
| | - Alexander V Tuzikov
- † United Institute of Informatics Problems, National Academy of Sciences of Belarus, Surganov Street 6, 220012 Minsk, Republic of Belarus
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Varghese NM, Senthil V, Saxena SK. Nanocarriers for brain specific delivery of anti-retro viral drugs: challenges and achievements. J Drug Target 2017; 26:195-207. [PMID: 28866957 DOI: 10.1080/1061186x.2017.1374389] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/08/2023]
Abstract
HIV/AIDS is a global pandemic and the deleterious effects of human immunodeficiency virus in the brain cannot be overlooked. Though the current anti-retro viral therapy is able to reduce the virus load in the peripheral tissues of the body, the inability of the anti-retro viral drugs to cross the blood brain barrier, as such, limits its therapeutic effect in the brain. The development of newer, successful nanoparticulate drug delivery systems to enhance the feasibility of the anti-retro viral drugs to the brain, offers a novel strategy to treat the AIDS-related neuronal degradation. This review summarised the neuropathogenesis of neuroAIDS, the challenges and achievements made in the delivery of therapeutics across the BBB and the use of nanocarriers as a safe and effective way for delivering anti-retro viral drugs to the brain.
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Affiliation(s)
- Nila Mary Varghese
- a Department of Pharmaceutics, JSS College of Pharmacy, Ootacamund , Jagadguru Sri Shivarathreeswara University , Mysuru , India
| | - Venkatachalam Senthil
- a Department of Pharmaceutics, JSS College of Pharmacy, Ootacamund , Jagadguru Sri Shivarathreeswara University , Mysuru , India
| | - Shailendra K Saxena
- b Centre for Advance Research (CFAR) , King George's Medical University (KGMU) , Lucknow , India
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Andrianov AM, Kashyn IA, Tuzikov AV. Computational identification of novel entry inhibitor scaffolds mimicking primary receptor CD4 of HIV-1 gp120. J Mol Model 2017; 23:18. [DOI: 10.1007/s00894-016-3189-4] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2016] [Accepted: 12/15/2016] [Indexed: 11/24/2022]
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Design and anti-HIV activity of arylsulphonamides as non-nucleoside reverse transcriptase inhibitors. Med Chem Res 2016. [DOI: 10.1007/s00044-016-1707-7] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/26/2023]
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15
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Kurapati KRV, Atluri VS, Samikkannu T, Garcia G, Nair MPN. Natural Products as Anti-HIV Agents and Role in HIV-Associated Neurocognitive Disorders (HAND): A Brief Overview. Front Microbiol 2016; 6:1444. [PMID: 26793166 PMCID: PMC4709506 DOI: 10.3389/fmicb.2015.01444] [Citation(s) in RCA: 50] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2015] [Accepted: 12/03/2015] [Indexed: 02/03/2023] Open
Abstract
As the threat of Human Immunodeficiency Virus (HIV)/Acquired Immunodeficiency Syndrome (AIDS) persists to rise, effective drug treatments are required to treat the infected people. Even though combination antiretroviral therapy (cART) provides stable viral suppression, it is not devoid of undesirable side effects, especially in persons undergoing long-term treatment. The present therapy finds its limitations in the emergence of multidrug resistance and accordingly finding new drugs and novel targets is the need of the hour to treat the infected persons and further to attack HIV reservoirs in the body like brain, lymph nodes to achieve the ultimate goal of complete eradication of HIV and AIDS. Natural products such as plant-originated compounds and plant extracts have enormous potential to become drug leads with anti-HIV and neuroprotective activity. Accordingly, many research groups are exploring the biodiversity of the plant kingdom to find new and better anti-HIV drugs with novel mechanisms of action and for HIV-associated neurocognitive disorders (HAND). The basic challenge that still persists is to develop viral replication-targeted therapy using novel anti-HIV compounds with new mode of action, accepted toxicity and less resistance profile. Against this backdrop, the World Health Organization (WHO) suggested the need to evaluate ethno-medicines for the management of HIV/AIDS. Consequently, there is need to evaluate traditional medicine, particularly medicinal plants and other natural products that may yield effective and affordable therapeutic agents. Although there are a good number of reports on traditional uses of plants to treat various diseases, knowledge of herbal remedies used to manage HIV/AIDS and HAND are scanty, vague and not well documented. In this review, plant substances showing a promising action that is anti-HIV and HAND will be explored along with what they interact. Since some plant substances are also known to modulate several cellular factors which are also involved in the replication of HIV and hence their role as potential candidates will be discussed. HIV/AIDS being an exceptional epidemic, demands an exceptional approach and that forms very much focus for the current review.
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Affiliation(s)
| | | | | | | | - Madhavan P. N. Nair
- Department of Immunology, Institute of NeuroImmune Pharmacology, Herbert Wertheim College of Medicine, Florida International University, MiamiFL, USA
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Kumari G, Singh RK. Molecular Modeling, Synthesis, and Anti-HIV Activity of Novel Isoindolinedione Analogues as Potent Non-nucleoside Reverse Transcriptase Inhibitors. Chem Biol Drug Des 2015. [DOI: 10.1111/cbdd.12620] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Garima Kumari
- Nucleic Acids and Antiviral Research Laboratory; Department of Chemistry; University of Allahabad; Allahabad India
| | - Ramendra K. Singh
- Nucleic Acids and Antiviral Research Laboratory; Department of Chemistry; University of Allahabad; Allahabad India
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Kurapati KRV, Samikkannu T, Atluri VSR, Nair MPN. Cell cycle checkpoints and pathogenesis of HIV-1 infection: a brief overview. J Basic Clin Physiol Pharmacol 2015; 26:1-11. [PMID: 25046311 DOI: 10.1515/jbcpp-2014-0018] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2014] [Accepted: 05/17/2014] [Indexed: 11/15/2022]
Abstract
To understand HIV pathogenesis or development is no simple undertaking and neither is the cell cycle which is highly complex that requires the coordination of multiple events and machinery. It is interesting that these two processes are interrelated, intersect and interact as HIV-1 infection results in cell cycle arrest at the G2 phase which is accompanied by massive CD4+ T cell death. For its own benefit, in an impressive manner and with the overabundance of tactics, HIV maneuvers DNA damage responses and cell cycle check points for viral replication at different stages from infection, to latency and to pathogenesis. Although the cell cycle is the most critical aspect involved in both viral and cellular replication, in this review, our main focus is on recent developments, including our own observations in the field of cell cycle proteins, checkpoints and strategies utilized by the viruses to manipulate these pathways to promote their own replication and survival. We will also discuss the emerging concept of targeting the replication initiation machinery for HIV therapy.
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Singh A, Yadav D, Yadav M, Dhamanage A, Kulkarni S, Singh RK. Molecular Modeling, Synthesis and Biological Evaluation ofN-Heteroaryl Compounds as Reverse Transcriptase Inhibitors Against HIV-1. Chem Biol Drug Des 2014; 85:336-47. [DOI: 10.1111/cbdd.12397] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/02/2014] [Revised: 07/08/2014] [Accepted: 07/12/2014] [Indexed: 01/20/2023]
Affiliation(s)
- Anuradha Singh
- Nucleic Acids and Antiviral Research Laboratory; Department of Chemistry; University of Allahabad; Allahabad 211002 India
| | - Dipti Yadav
- Nucleic Acids and Antiviral Research Laboratory; Department of Chemistry; University of Allahabad; Allahabad 211002 India
| | - Madhu Yadav
- Nucleic Acids and Antiviral Research Laboratory; Department of Chemistry; University of Allahabad; Allahabad 211002 India
| | - Ashwini Dhamanage
- Department of Virology; National AIDS Research Institute; Pune 411026 India
| | - Smita Kulkarni
- Department of Virology; National AIDS Research Institute; Pune 411026 India
| | - Ramendra K. Singh
- Nucleic Acids and Antiviral Research Laboratory; Department of Chemistry; University of Allahabad; Allahabad 211002 India
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