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Moianos D, Prifti GM, Makri M, Zoidis G. Targeting Metalloenzymes: The "Achilles' Heel" of Viruses and Parasites. Pharmaceuticals (Basel) 2023; 16:901. [PMID: 37375848 DOI: 10.3390/ph16060901] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/12/2023] [Revised: 06/12/2023] [Accepted: 06/15/2023] [Indexed: 06/29/2023] Open
Abstract
Metalloenzymes are central to the regulation of a wide range of essential viral and parasitic functions, including protein degradation, nucleic acid modification, and many others. Given the impact of infectious diseases on human health, inhibiting metalloenzymes offers an attractive approach to disease therapy. Metal-chelating agents have been expansively studied as antivirals and antiparasitics, resulting in important classes of metal-dependent enzyme inhibitors. This review provides the recent advances in targeting the metalloenzymes of viruses and parasites that impose a significant burden on global public health, including influenza A and B, hepatitis B and C, and human immunodeficiency viruses as well as Trypanosoma brucei and Trypanosoma cruzi.
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Affiliation(s)
- Dimitrios Moianos
- Department of Pharmacy, Division of Pharmaceutical Chemistry, School of Health Sciences, National and Kapodistrian University of Athens, Panepistimiopolis Zografou, 15771 Athens, Greece
| | - Georgia-Myrto Prifti
- Department of Pharmacy, Division of Pharmaceutical Chemistry, School of Health Sciences, National and Kapodistrian University of Athens, Panepistimiopolis Zografou, 15771 Athens, Greece
| | - Maria Makri
- Department of Pharmacy, Division of Pharmaceutical Chemistry, School of Health Sciences, National and Kapodistrian University of Athens, Panepistimiopolis Zografou, 15771 Athens, Greece
| | - Grigoris Zoidis
- Department of Pharmacy, Division of Pharmaceutical Chemistry, School of Health Sciences, National and Kapodistrian University of Athens, Panepistimiopolis Zografou, 15771 Athens, Greece
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Seyedi SH, Alhagh MS, Ahmadizad M, Ardalan N, Hosseininezhadian Koushki E, Farshadfar C, Amjadi B. Structural screening into the recognition of a potent inhibitor against non-structural protein 16: a molecular simulation to inhibit SARS-CoV-2 infection. J Biomol Struct Dyn 2022; 40:14115-14130. [PMID: 34762019 DOI: 10.1080/07391102.2021.2001374] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/29/2022]
Abstract
COVID-19 infection is caused by endemic crown infection (SARS-CoV-2) and is associated with lung damage and severe immune response. Non-Structural Proteins are the central components of coronaviral transcription and replication machinery in SARS-CoV-2 and also stimulate mRNA cap methylation to avoid the immune response. Non-Structural Protein 16 (NSP16) is one of the primary targets for the drug discovery of coronaviruses. Discovering an effective inhibitor against the NSP16 in comparison with Sinefungin was the main purpose of this investigation. Binding free-energy calculations, computational methods of molecular dynamics, docking, and virtual screening were utilized in this study. The ZINC and PubChem databases were applied to screen some chemical compounds regarding Sinefungin as a control inhibitor. Based on structural similarity to Sinefungin, 355 structures were obtained from the mentioned databases. Subsequently, this set of compounds were monitored by AutoDock Vina software, and ultimately the potent inhibitor (PUBCHEM512713) was chosen. At the next stage, molecular dynamics were carried out by GROMACS software to evaluate the potential elected compounds in a simulated environment and in a timescale of 100 nanoseconds. MM-PBSA investigation exhibited that the value of binding free energy for PUBCHEM512713 (-30.829 kJ.mol-1) is more potent than Sinefungin (-11.941 kJ.mol-1). Furthermore, the results of ADME analysis illustrated that the pharmacokinetics, drug-likeness, and lipophilicity parameters of PUBCHEM512713 are admissible for human utilization. Finally, our data suggested that PUBCHEM512713 is an effective drug candidate for inhibiting the NSP16 and is suitable for in vitro and in vivo studies.Communicated by Ramaswamy H. Sarma.
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Affiliation(s)
- Seyed Hamid Seyedi
- Department of Biochemistry, Science and Research Branch, Islamic Azad University, Sanandaj, Iran
| | - Mohammad Shakib Alhagh
- Department of Microbiology, Faculty of Medicine, Kurdistan University of Medical Sciences, Sanandaj, Iran
| | - Mehran Ahmadizad
- Department of Biochemistry, Science and Research Branch, Islamic Azad University, Sanandaj, Iran
| | - Noeman Ardalan
- Department of Microbiology, Science and Research Branch, Islamic Azad University, Tehran, Iran
| | | | - Chiako Farshadfar
- Department of Biochemistry, Science and Research Branch, Islamic Azad University, Sanandaj, Iran
| | - Barzan Amjadi
- Department of Biochemistry, Science and Research Branch, Islamic Azad University, Sanandaj, Iran
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3
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Workman AS. Comparative analyses and molecular videography of MD simulations on WT human SOD1. COMPUT THEOR CHEM 2022. [DOI: 10.1016/j.comptc.2022.113929] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/03/2022]
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Farhadian S, Heidari-Soureshjani E, Hashemi-Shahraki F, Hasanpour-Dehkordi A, Uversky VN, Shirani M, Shareghi B, Sadeghi M, Pirali E, Hadi-Alijanvand S. Identification of the SARS-CoV-2 surface therapeutic targets and drugs using molecular modeling methods for inhibition the virus entry. J Mol Struct 2022; 1256:132488. [PMID: 35125515 PMCID: PMC8797986 DOI: 10.1016/j.molstruc.2022.132488] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2021] [Revised: 12/24/2021] [Accepted: 01/24/2022] [Indexed: 01/02/2023]
Abstract
Although COVID-19 emerged as a major concern to public health around the world, no licensed medication has been found as of yet to efficiently stop the virus spread and treat the infection. The SARS-CoV-2 entry into the host cell is driven by the direct interaction of the S1 domain with the ACE-2 receptor followed by conformational changes in the S2 domain, as a result of which fusion peptide is inserted into the target cell membrane, and the fusion process is mediated by the specific interactions between the heptad repeats 1 and 2 (HR1 and HR2) that form the six-helical bundle. Since blocking this interaction between HRs stops virus fusion and prevents its subsequent replication, the HRs inhibitors can be used as anti-COVID drugs. The initial drug selection is based on existing molecular databases to screen for molecules that may have a therapeutic effect on coronavirus. Based on these premises, we chose two approved drugs to investigate their interactions with the HRs (based on docking methods). To this end, molecular dynamics simulations and molecular docking were carried out to investigate the changes in the structure of the SARS-CoV-2 spike protein. Our results revealed, cefpiramide has the highest affinity to S protein, thereby revealing its potential to become an anti-COVID-19 clinical medicine. Therefore, this study offers new ways to re-use existing drugs to combat SARS-CoV-2 infection.
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Affiliation(s)
- Sadegh Farhadian
- Department of Biology, Faculty of Science, Shahrekord University, Shahrekord, P. O. Box.115, Iran.,Central Laboratory, Shahrekord University, Shahrekord, Iran
| | - Ehsan Heidari-Soureshjani
- Blood Transfusion Research Center, High Institute for Research and Education in Transfusion Medicine, Tehran, Iran
| | - Fatemeh Hashemi-Shahraki
- Department of Biology, Faculty of Science, Shahrekord University, Shahrekord, P. O. Box.115, Iran.,Central Laboratory, Shahrekord University, Shahrekord, Iran
| | - Ali Hasanpour-Dehkordi
- Social Determinants of Health Research Center, School of allied medical sciences, Shahrekord University of Medical Sciences, Shahrekord, Iran
| | - Vladimir N Uversky
- Department of Molecular Medicine and USF Health Byrd Alzheimer's Research Institute, Morsani College of Medicine, University of South Florida, Tampa, FL, USA
| | - Majid Shirani
- Department of Urology, Shahrekord University of Medical Science, Shahrekord, Iran
| | - Behzad Shareghi
- Department of Biology, Faculty of Science, Shahrekord University, Shahrekord, P. O. Box.115, Iran.,Central Laboratory, Shahrekord University, Shahrekord, Iran
| | - Mehraban Sadeghi
- Department of Environmental Health Engineering Shahrekord University of Medical Science, Shahrekord, Iran
| | - Esmaeil Pirali
- Aquatic Animal Diseases, Department of Fisheries, Faculty of natural Science, Shahrekord University, Iran
| | - Saeid Hadi-Alijanvand
- Institute of Industrial and Environmental Biotechnology, National Institute of Genetic Engineering and Biotechnology, Tehran, Iran
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Noorbakhsh A, Askandar RH, Alhagh MS, Farshadfar C, Seyedi SH, Ahmadizad M, Rahimi A, Ardalan N, Koushki EH. Prevention of SARS-CoV-2 Proliferation with a Novel and Potent Main Protease Inhibitor by Docking, ADMET, MM-PBSA, and Molecular Dynamics Simulation. JOURNAL OF COMPUTATIONAL BIOPHYSICS AND CHEMISTRY 2021. [DOI: 10.1142/s2737416521500149] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/23/2022]
Abstract
COVID-19 is the last disease caused by SARS-CoV-2 associated with a severe immune response and lung damage. The main protease (Mpro) has a vital role in SARS-CoV-2 proliferation. Moreover, humans lack homologous Mpro, which makes the Mpro a suitable drug target for the development of SARS-CoV-2 drugs. The purchasable L5000 library (Selleckchem Inc) includes 99,040 compounds that were used for virtual screening. After molecular docking and ADME studies, we selected a compound (WAY-604395) with a potent binding affinity to the Mpro active site and acceptable ADME properties compared to the reference drug (nelfinavir). Molecular dynamics (MD) simulation outcomes have proved that the Mpro-WAY604395 complex possesses a considerable value of flexibility, stability, compactness and binding energy. Our Molecular Mechanics Poisson–Boltzmann Surface Area (MM-PBSA) calculation demonstrates that WAY-604395 is more potent ([Formula: see text]272.19[Formula: see text]kcal mol[Formula: see text]) in comparison with nelfinavir ([Formula: see text]173.39[Formula: see text]kcal[Formula: see text]mol[Formula: see text]) against SARS-CoV-2 Mpro. In conclusion, we suggest that WAY-604395 has the potential for the treatment of SARS-CoV-2 by inhibition of the Mpro.
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Affiliation(s)
- Akbar Noorbakhsh
- Department of Biochemistry, Science and Research Branch, Islamic Azad University, Sanandaj, Iran
| | | | - Mohammad Shakib Alhagh
- School of Life Science, University of Nottingham, Biodiscovery Institute, Nottingham, UK
| | - Chiako Farshadfar
- Department of Biochemistry, Science and Research Branch, Islamic Azad University, Sanandaj, Iran
| | - Seyed Hamid Seyedi
- Department of Biochemistry, Science and Research Branch, Islamic Azad University, Sanandaj, Iran
| | - Mehran Ahmadizad
- Department of Biochemistry, Science and Research Branch, Islamic Azad University, Sanandaj, Iran
| | - Arian Rahimi
- Young Researchers and Elite Club, East Tehran Branch, Islamic Azad University, Tehran, Iran
| | - Noeman Ardalan
- Department of Microbiology, Science and Research Branch, Islamic Azad University, Tehran, Iran
| | - Elnaz Hosseininezhadian Koushki
- Nano Drug Delivery Research Center, Health Technology Institute, Kermanshah University of Medical Sciences, Kermanshah, Iran
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Zarezade V, Rezaei H, Shakerinezhad G, Safavi A, Nazeri Z, Veisi A, Azadbakht O, Hatami M, Sabaghan M, Shajirat Z. The identification of novel inhibitors of human angiotensin-converting enzyme 2 and main protease of Sars-Cov-2: A combination of in silico methods for treatment of COVID-19. J Mol Struct 2021; 1237:130409. [PMID: 33840836 PMCID: PMC8023563 DOI: 10.1016/j.molstruc.2021.130409] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/26/2021] [Revised: 03/29/2021] [Accepted: 03/31/2021] [Indexed: 12/23/2022]
Abstract
The angiotensin-converting enzyme 2 (ACE2) and main protease (MPro), are the putative drug candidates for the severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2). In this study, we performed 3D-QSAR pharmacophore modeling and screened 1,264,479 ligands gathered from Pubchem and Zinc databases. Following the calculation of the ADMET properties, molecular docking was carried out. Moreover, the de novo ligand design was performed. MD simulation was then applied to survey the behavior of the ligand-protein complexes. Furthermore, MMPBSA has utilized to re-estimate the binding affinities. Then, a free energy landscape was used to find the most stable conformation of the complexes. Finally, the hybrid QM-MM method was carried out for the precise calculation of the energies. The Hypo1 pharmacophore model was selected as the best model. Our docking results indicate that the compounds ZINC12562757 and 112,260,215 were the best potential inhibitors of the ACE2 and MPro, respectively. Furthermore, the Evo_1 compound enjoys the highest docking energy among the designed de novo ligands. Results of RMSD, RMSF, H-bond, and DSSP analyses have demonstrated that the lead compounds preserve the stability of the complexes’ conformation during the MD simulation. MMPBSA data confirmed the molecular docking results. The results of QM-MM showed that Evo_1 has a stronger potential for specific inhibition of MPro, as compared to the 112,260,215 compound.
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Affiliation(s)
- Vahid Zarezade
- Behbahan Faculty of Medical Sciences, Behbahan, Iran.,Department of Clinical Biochemistry, School of Medicine, Ahvaz Jundishapur University of Medical Sciences, Ahvaz, Iran
| | - Hamzeh Rezaei
- Department of Clinical Biochemistry, School of Medicine, Hamadan University of Medical Sciences, Hamadan, Iran
| | | | - Arman Safavi
- Department of Cell and Molecular Biology and Microbiology, Faculty of Biological Science and Technology, University of Isfahan, Isfahan, Iran
| | - Zahra Nazeri
- Department of Clinical Biochemistry, School of Medicine, Ahvaz Jundishapur University of Medical Sciences, Ahvaz, Iran
| | - Ali Veisi
- Behbahan Faculty of Medical Sciences, Behbahan, Iran
| | | | - Mahdi Hatami
- Department of Clinical Biochemistry, School of Medicine, Ahvaz Jundishapur University of Medical Sciences, Ahvaz, Iran
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Zhou M, Yang J, Li Y. A model for phthalic acid esters' biodegradability and biotoxicity multi-effect pharmacophore and its application in molecular modification. JOURNAL OF ENVIRONMENTAL SCIENCE AND HEALTH. PART A, TOXIC/HAZARDOUS SUBSTANCES & ENVIRONMENTAL ENGINEERING 2021; 56:361-378. [PMID: 33563085 DOI: 10.1080/10934529.2021.1881352] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/01/2020] [Revised: 12/31/2020] [Accepted: 01/13/2021] [Indexed: 06/12/2023]
Abstract
The objective of this study was to investigate 13 phthalic acid esters (PAEs) with medium or long straight-alkyl-chain, branching or unsaturated side chains, because their structural characteristics make them difficult to biodegrade or highly toxic. A biodegradability and biotoxicity multi-effect pharmacophore model was built using comprehensive evaluation method. The results suggested that introducing hydrophobic groups to the side chains of the PAEs could improve the molecules' biodegradability and biotoxicity effects simultaneously. Thus, 40 target PAE (HEHP, DNOP, DUP) derivatives were designed. Two environmentally friendly PAE derivatives (HEHP-Anthryl and HEHP-Naphthyl) were screened via the test of environmental friendliness and functionality. In addition, the biodegradation and biotoxicity of derivatives were found to have improved as a result of the change in van der Waals forces between molecules and their corresponding proteins. Moreover, the environmental safety of the screened PAE derivatives was confirmed by predicting the toxicity of their intermediates and calculating the energy barrier values for biodegradation and metabolic pathways. This study could provide theoretical guidance for the practical development of environmentally friendly plasticizer.
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Affiliation(s)
- Mengying Zhou
- MOE Key Laboratory of Resources and Environmental Systems Optimization, North China Electric Power University, Beijing, China
- College of Environmental Science and Engineering, North China Electric Power University, Beijing, China
| | - Jiawen Yang
- MOE Key Laboratory of Resources and Environmental Systems Optimization, North China Electric Power University, Beijing, China
- College of Environmental Science and Engineering, North China Electric Power University, Beijing, China
| | - Yu Li
- MOE Key Laboratory of Resources and Environmental Systems Optimization, North China Electric Power University, Beijing, China
- College of Environmental Science and Engineering, North China Electric Power University, Beijing, China
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Thangsunan P, Wongsaipun S, Kittiwachana S, Suree N. Effective prediction model and determination of binding residues influential for inhibitors targeting HIV-1 integrase-LEDGF/p75 interface by employing solvent accessible surface area energy as key determinant. J Biomol Struct Dyn 2019; 38:460-473. [PMID: 30744499 DOI: 10.1080/07391102.2019.1580219] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/27/2022]
Abstract
Development of a highly accurate prediction model for protein-ligand inhibition has been a major challenge in drug discovery. Herein, we describe a novel predictive model for the inhibition of HIV-1 integrase (IN)-LEDGF/p75 protein-protein interaction. The model was constructed using energy parameters approximated from molecular dynamics (MD) simulations and molecular mechanics Poisson-Boltzmann surface area (MM-PBSA) calculations. Chemometric analysis using partial least squares (PLS) regression revealed that solvent accessible surface area energy (ΔGSASA) is the major determinant parameter contributing greatly to the prediction accuracy. PLS prediction model on the ΔGSASA values collected from 41 complexes yielded a strong correlation between the predicted and the actual inhibitory activities (R2 = 0.9666, RMSEC of pIC50 values = 0.0890). Additionally, for the test set of 14 complexes, the model performed satisfactorily with very low pIC50 errors (Q2 = 0.5168, RMSEP = 0.3325). A strong correlation between the buried surface areas on the IN protein, when bound with IN-LEDGF/p75 inhibitors, and the respective ΔGSASA values was also obtained. Furthermore, the current method could identify 'hot spots'of amino acid residues highly influential to the inhibitory activity prediction. This could present fruitful implications in binding site determination and future inhibitor developments targeting protein-protein interactions.Communicated by Ramaswamy H. Sarma.
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Affiliation(s)
- Patcharapong Thangsunan
- Interdisciplinary Program in Biotechnology, Graduate School, Chiang Mai University, Muang, Chiang Mai, Thailand.,Division of Biochemistry and Biochemical Technology, Department of Chemistry, Faculty of Science, Chiang Mai University, Muang, Chiang Mai, Thailand
| | - Sakunna Wongsaipun
- Department of Chemistry, Faculty of Science, Chiang Mai University, Muang, Chiang Mai, Thailand
| | - Sila Kittiwachana
- Department of Chemistry, Faculty of Science, Chiang Mai University, Muang, Chiang Mai, Thailand
| | - Nuttee Suree
- Division of Biochemistry and Biochemical Technology, Department of Chemistry, Faculty of Science, Chiang Mai University, Muang, Chiang Mai, Thailand.,Department of Chemistry, Faculty of Science, Chiang Mai University, Muang, Chiang Mai, Thailand.,Center of Excellence in Materials Science and Technology, Chiang Mai University, Chiang Mai, Thailand
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