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Saleh NA. In-silico study: docking simulation and molecular dynamics of peptidomimetic fullerene-based derivatives against SARS-CoV-2 M pro. 3 Biotech 2023; 13:185. [PMID: 37193325 PMCID: PMC10182551 DOI: 10.1007/s13205-023-03608-w] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/02/2022] [Accepted: 05/03/2023] [Indexed: 05/18/2023] Open
Abstract
COVID-19 is caused by severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2, has become a global pandemic resulting in significant morbidity and mortality. This study presents 12 new peptidomimetic fullerene-based derivatives in three groups that are investigated theoretically as SARS-CoV-2 Mpro inhibitors to increase the chance of treating COVID-19. Studied compounds are designed and optimized at B88-LYP/DZVP method. Molecular descriptors results show the stability and reactivity of the compounds with Mpro, especially in the 3rd group (Ser compounds). However, Lipinski's Rule of Five values indicates that the compounds are not suitable as oral drugs. Furthermore, molecular docking simulations are carried out to investigate the binding affinity and interaction modes of the top five compounds (compounds 1, 9, 11, 2, and 10) with the Mpro protein, which have the lowest binding energy. Molecular dynamics simulations are also performed to evaluate the stability of the protein-ligand complexes with compounds 1 and 9 and compare them with natural substrate interaction. The analysis of RMSD, H-bonds, Rg, and SASA indicates that both compounds 1 (Gly-α acid) and 9 (Ser-α acid) have good stability and strong binding affinity with the Mpro protein. However, compound 9 shows slightly better stability and binding affinity compared to compound 1.
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Affiliation(s)
- Noha A. Saleh
- Department of Physics, College of Science, Imam Abdulrahman Bin Faisal University, P.O. Box 1982, 31441 Dammam, Saudi Arabia
- Basic and Applied Scientific Research Centre, Imam Abdulrahman Bin Faisal University, P.O. Box 1982, 31441 Dammam, Saudi Arabia
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2
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Bieri C, Esmel A, Keita M, Owono LCO, Dali B, Megnassan E, Miertus S, Frecer V. Structure-Based Design and Pharmacophore-Based Virtual Screening of Combinatorial Library of Triclosan Analogues Active against Enoyl-Acyl Carrier Protein Reductase of Plasmodium falciparum with Favourable ADME Profiles. Int J Mol Sci 2023; 24:ijms24086916. [PMID: 37108083 PMCID: PMC10139228 DOI: 10.3390/ijms24086916] [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: 03/12/2023] [Revised: 03/31/2023] [Accepted: 04/03/2023] [Indexed: 04/29/2023] Open
Abstract
Cost-effective therapy of neglected and tropical diseases such as malaria requires everlasting drug discovery efforts due to the rapidly emerging drug resistance of the plasmodium parasite. We have carried out computational design of new inhibitors of the enoyl-acyl carrier protein reductase (ENR) of Plasmodium falciparum (PfENR) using computer-aided combinatorial and pharmacophore-based molecular design. The Molecular Mechanics Poisson-Boltzmann Surface Area (MM-PBSA) complexation QSAR model was developed for triclosan-based inhibitors (TCL) and a significant correlation was established between the calculated relative Gibbs free energies of complex formation (∆∆Gcom) between PfENR and TCL and the observed inhibitory potencies of the enzyme (IC50exp) for a training set of 20 known TCL analogues. Validation of the predictive power of the MM-PBSA QSAR model was carried out with the generation of 3D QSAR pharmacophore (PH4). We obtained a reasonable correlation between the relative Gibbs free energy of complex formation ∆∆Gcom and IC50exp values, which explained approximately 95% of the PfENR inhibition data: pIC50exp=-0.0544×∆∆Gcom+6.9336,R2=0.95. A similar agreement was established for the PH4 pharmacophore model of the PfENR inhibition (pIC50exp=0.9754×pIC50pre+0.1596, R2=0.98). Analysis of enzyme-inhibitor binding site interactions suggested suitable building blocks to be used in a virtual combinatorial library of 33,480 TCL analogues. Structural information derived from the complexation model and the PH4 pharmacophore guided us through in silico screening of the virtual combinatorial library of TCL analogues to finally identify potential new TCL inhibitors effective at low nanomolar concentrations. Virtual screening of the library by PfENR-PH4 led to a predicted IC50pre value for the best inhibitor candidate as low as 1.9 nM. Finally, the stability of PfENR-TCLx complexes and the flexibility of the active conformation of the inhibitor for selected top-ranking TCL analogues were checked with the help of molecular dynamics. This computational study resulted in a set of proposed new potent inhibitors with predicted antimalarial effects and favourable pharmacokinetic profiles that act on a novel pharmacological target, PfENR.
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Affiliation(s)
- Cecile Bieri
- Laboratoire de Physique Fondamentale et Appliquée (LPFA), University of Abobo Adjamé (Now Nangui Abrogoua), Abidjan 02, Côte d'Ivoire
| | - Akori Esmel
- Laboratoire de Physique Fondamentale et Appliquée (LPFA), University of Abobo Adjamé (Now Nangui Abrogoua), Abidjan 02, Côte d'Ivoire
| | - Melalie Keita
- Laboratoire de Physique Fondamentale et Appliquée (LPFA), University of Abobo Adjamé (Now Nangui Abrogoua), Abidjan 02, Côte d'Ivoire
| | - Luc Calvin Owono Owono
- Department of Physics, Ecole Normale Supérieure, University of Yaoundé I, P.O. Box 47, Yaoundé 1, Cameroon
- International Centre for Applied Research and Sustainable Technology, SK-84104 Bratislava, Slovakia
| | - Brice Dali
- Laboratoire de Physique Fondamentale et Appliquée (LPFA), University of Abobo Adjamé (Now Nangui Abrogoua), Abidjan 02, Côte d'Ivoire
| | - Eugene Megnassan
- Laboratoire de Physique Fondamentale et Appliquée (LPFA), University of Abobo Adjamé (Now Nangui Abrogoua), Abidjan 02, Côte d'Ivoire
- International Centre for Applied Research and Sustainable Technology, SK-84104 Bratislava, Slovakia
- International Centre for Theoretical Physics, Strada Costiera 11, I-34151 Trieste, Italy
- Laboratoire de Cristallographie-Physique Moléculaire, Université De Cocody, Abidjan 22, Côte d'Ivoire
- Laboratoire de Chimie Organique Structurale et Théorique, Université De Cocody, Abidjan 22, Côte d'Ivoire
| | - Stanislav Miertus
- International Centre for Applied Research and Sustainable Technology, SK-84104 Bratislava, Slovakia
- Department of Biotechnologies, Faculty of Natural Sciences, University of SS. Cyril and Methodius, SK-91701 Trnava, Slovakia
| | - Vladimir Frecer
- Department of Physical Chemistry of Drugs, Faculty of Pharmacy, Comenius University Bratislava, SK-83232 Bratislava, Slovakia
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3
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Computer-Aided Design of Peptidomimetic Inhibitors of Falcipain-3: QSAR and Pharmacophore Models. Sci Pharm 2021. [DOI: 10.3390/scipharm89040044] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022] Open
Abstract
In this work, antiparasitic peptidomimetics inhibitors (PEP) of falcipain-3 (FP3) of Plasmodium falciparum (Pf) are proposed using structure-based and computer-aided molecular design. Beginning with the crystal structure of PfFP3-K11017 complex (PDB ID: 3BWK), three-dimensional (3D) models of FP3-PEPx complexes with known activities ( IC50exp) were prepared by in situ modification, based on molecular mechanics and implicit solvation to compute Gibbs free energies (GFE) of inhibitor-FP3 complex formation. This resulted in a quantitative structure–activity relationships (QSAR) model based on a linear correlation between computed GFE (ΔΔGcom) and the experimentally measured IC50exp. Apart from the structure-based relationship, a ligand-based quantitative pharmacophore model (PH4) of novel PEP analogues where substitutions were directed by comparative analysis of the active site interactions was derived using the proposed bound conformations of the PEPx. This provided structural information useful for the design of virtual combinatorial libraries (VL), which was virtually screened based on the 3D-QSAR PH4. The end results were predictive inhibitory activities falling within the low nanomolar concentration range.
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Braccini S, Pecorini G, Chiellini F, Bakos D, Miertus S, Frecer V. Adhesion of fibroblast cells on thin films representing surfaces of polymeric scaffolds of human urethra rationalized by molecular models of integrin binding: cell adhesion on polymeric scaffolds for regenerative medicine. J Biotechnol 2020; 324:233-238. [PMID: 33157195 DOI: 10.1016/j.jbiotec.2020.11.001] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2020] [Revised: 10/30/2020] [Accepted: 11/01/2020] [Indexed: 01/24/2023]
Abstract
This work combines experimental and computational study of Balb/3T3 clone A31 mouse embryo fibroblasts cell line adhesion and proliferation on fourteen different polymeric surfaces prepared from poly(dioxanone) (PDO), poly(glycolic acid) (PGA), poly(hydroxybutyrate) (PHB), and poly(L-lactic acid) (PLA), and their 1:1 mixtures. The study was done with the aim to explore the attractive interactions between various synthetic biomaterials and simple model of the cell attachment mechanism involving the trans-membrane protein integrin. The considered polymeric biodegradable biomaterials can be used as scaffolds for tissue engineering and regenerative urology. During the growth of new tissue, the polymer scaffold is replaced by the extracellular matrix (ECM) synthetized by the proliferating cells. The adhesion and proliferation experiments were done on thin polymer films produced by solvent casting. The computational approach used 3D molecular models of two layers of ordered parallel polymeric fibres, which formed quasi-planar nanosized models of the scaffold surface. Experimental data showed that PGA based polymer films promote the cell adhesion. Cell proliferation testing, performed by incubating the fibroblast cells with the studied polymer films, disclosed that PLA, PHB/PLA and PHB/PGA systems are able to support proliferation of Balb/3T3 clone A31 cells equal to the plain glass. Relative interaction energies between 3D models of polymeric films and the α2 I domain of the cell adhesion receptor integrin α2β1 computed by molecular mechanics suggest that plain polymers PGA, PDO and mixtures PDO/PGA, PHB/PGA, and especially PGA/PLA display elevated affinity to the cell-attachment protein, which confirms the experimental observations. The combination of experimental and modelling approach can assist rational design of synthetic polymeric biomaterial for scaffolds of artificial human urethra that can be efficiently colonized by cells.
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Affiliation(s)
- Simona Braccini
- Department of Chemistry and Industrial Chemistry, University of Pisa, UdR INSTM Pisa, I-56124 Pisa, Italy
| | - Gianni Pecorini
- Department of Chemistry and Industrial Chemistry, University of Pisa, UdR INSTM Pisa, I-56124 Pisa, Italy
| | - Federica Chiellini
- Department of Chemistry and Industrial Chemistry, University of Pisa, UdR INSTM Pisa, I-56124 Pisa, Italy.
| | - Dusan Bakos
- International Center for Applied Science and Sustainable Technology (ICARST), SK-84104 Bratislava, Slovakia; Department of Plastics, Rubber and Fibers, Faculty of Chemical and Food Technology, Slovak University of Technology in Bratislava, SK-81237 Bratislava, Slovakia
| | - Stanislav Miertus
- International Center for Applied Science and Sustainable Technology (ICARST), SK-84104 Bratislava, Slovakia; Medical Vision c. a, SK-82108 Bratislava, Slovakia; Department of Biotechnologies, Faculty of Natural Sciences, University Ss. Cyril and Methodius, SK-91701 Trnava, Slovakia
| | - Vladimir Frecer
- International Center for Applied Science and Sustainable Technology (ICARST), SK-84104 Bratislava, Slovakia; Medical Vision c. a, SK-82108 Bratislava, Slovakia; Department of Physical Chemistry of Drugs, Faculty of Pharmacy, Comenius University in Bratislava, SK-83232 Bratislava, Slovakia.
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5
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Melo R, Lemos A, Preto AJ, Bueschbell B, Matos-Filipe P, Barreto C, Almeida JG, Silva RDM, Correia JDG, Moreira IS. An Overview of Antiretroviral Agents for Treating HIV Infection in Paediatric Population. Curr Med Chem 2020; 27:760-794. [PMID: 30182840 DOI: 10.2174/0929867325666180904123549] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2018] [Revised: 07/11/2018] [Accepted: 07/11/2018] [Indexed: 12/19/2022]
Abstract
Paediatric Acquired ImmunoDeficiency Syndrome (AIDS) is a life-threatening and infectious disease in which the Human Immunodeficiency Virus (HIV) is mainly transmitted through Mother-To- Child Transmission (MTCT) during pregnancy, labour and delivery, or breastfeeding. This review provides an overview of the distinct therapeutic alternatives to abolish the systemic viral replication in paediatric HIV-1 infection. Numerous classes of antiretroviral agents have emerged as therapeutic tools for downregulation of different steps in the HIV replication process. These classes encompass Non- Nucleoside Analogue Reverse Transcriptase Inhibitors (NNRTIs), Nucleoside/Nucleotide Analogue Reverse Transcriptase Inhibitors (NRTIs/NtRTIs), INtegrase Inhibitors (INIs), Protease Inhibitors (PIs), and Entry Inhibitors (EIs). Co-administration of certain antiretroviral drugs with Pharmacokinetic Enhancers (PEs) may boost the effectiveness of the primary therapeutic agent. The combination of multiple antiretroviral drug regimens (Highly Active AntiRetroviral Therapy - HAART) is currently the standard therapeutic approach for HIV infection. So far, the use of HAART offers the best opportunity for prolonged and maximal viral suppression, and preservation of the immune system upon HIV infection. Still, the frequent administration of high doses of multiple drugs, their inefficient ability to reach the viral reservoirs in adequate doses, the development of drug resistance, and the lack of patient compliance compromise the complete HIV elimination. The development of nanotechnology-based drug delivery systems may enable targeted delivery of antiretroviral agents to inaccessible viral reservoir sites at therapeutic concentrations. In addition, the application of Computer-Aided Drug Design (CADD) approaches has provided valuable tools for the development of anti-HIV drug candidates with favourable pharmacodynamics and pharmacokinetic properties.
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Affiliation(s)
- Rita Melo
- Centro de Ciencias e Tecnologias Nucleares, Instituto Superior Tecnico, Universidade de Lisboa, CTN, Estrada Nacional 10 (km 139,7), Bobadela LRS 2695-066, Portugal.,CNC - Center for Neuroscience and Cell Biology; Rua Larga, FMUC, Polo I, 1ºandar, Universidade de Coimbra, Coimbra 3004-517, Portugal
| | - Agostinho Lemos
- CNC - Center for Neuroscience and Cell Biology; Rua Larga, FMUC, Polo I, 1ºandar, Universidade de Coimbra, Coimbra 3004-517, Portugal.,GIGA Cyclotron Research Centre In Vivo Imaging, University of Liège, Liège 4000, Belgium
| | - António J Preto
- CNC - Center for Neuroscience and Cell Biology; Rua Larga, FMUC, Polo I, 1ºandar, Universidade de Coimbra, Coimbra 3004-517, Portugal
| | - Beatriz Bueschbell
- Pharmaceutical Chemistry I, PharmaCenter, Pharmaceutical Institute, University of Bonn, Bonn, Germany
| | - Pedro Matos-Filipe
- CNC - Center for Neuroscience and Cell Biology; Rua Larga, FMUC, Polo I, 1ºandar, Universidade de Coimbra, Coimbra 3004-517, Portugal
| | - Carlos Barreto
- CNC - Center for Neuroscience and Cell Biology; Rua Larga, FMUC, Polo I, 1ºandar, Universidade de Coimbra, Coimbra 3004-517, Portugal
| | - José G Almeida
- CNC - Center for Neuroscience and Cell Biology; Rua Larga, FMUC, Polo I, 1ºandar, Universidade de Coimbra, Coimbra 3004-517, Portugal
| | - Rúben D M Silva
- Centro de Ciencias e Tecnologias Nucleares, Instituto Superior Tecnico, Universidade de Lisboa, CTN, Estrada Nacional 10 (km 139,7), Bobadela LRS 2695-066, Portugal
| | - João D G Correia
- Centro de Ciencias e Tecnologias Nucleares, Instituto Superior Tecnico, Universidade de Lisboa, CTN, Estrada Nacional 10 (km 139,7), Bobadela LRS 2695-066, Portugal
| | - Irina S Moreira
- CNC - Center for Neuroscience and Cell Biology; Rua Larga, FMUC, Polo I, 1ºandar, Universidade de Coimbra, Coimbra 3004-517, Portugal.,Bijvoet Center for Biomolecular Research, Faculty of Science - Chemistry, Utrecht University, Utrecht 3584CH, Netherland
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6
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Frecer V, Miertus S. Antiviral agents against COVID-19: structure-based design of specific peptidomimetic inhibitors of SARS-CoV-2 main protease. RSC Adv 2020; 10:40244-40263. [PMID: 35520818 PMCID: PMC9057467 DOI: 10.1039/d0ra08304f] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2020] [Accepted: 10/30/2020] [Indexed: 11/21/2022] Open
Abstract
Despite the intense development of vaccines and antiviral therapeutics, no specific treatment of coronavirus disease 2019 (COVID-19), caused by the new severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), is currently available. Recently, X-ray crystallographic structures of a validated pharmacological target of SARS-CoV-2, the main protease (Mpro also called 3CLpro) in complex with peptide-like irreversible inhibitors have been published. We have carried out computer-aided structure-based design and optimization of peptidomimetic irreversible α-ketoamide Mpro inhibitors and their analogues using MM, MD and QM/MM methodology, with the goal to propose lead compounds with improved binding affinity to SARS-CoV-2 Mpro, enhanced specificity for pathogenic coronaviruses, decreased peptidic character, and favourable drug-like properties. The best inhibitor candidates designed in this work show largely improved interaction energies towards the Mpro and enhanced specificity due to 6 additional hydrogen bonds to the active site residues. The presented results on new SARS-CoV-2 Mpro inhibitors are expected to stimulate further research towards the development of specific anti-COVID-19 drugs. Structure-based design of SARS-CoV-2 main protease inhibitors identified hydantoin, benzothiazine and cresol moieties as promising residues of new peptidomimetic inhibitors.![]()
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Affiliation(s)
- Vladimir Frecer
- Department of Physical Chemistry of Drugs
- Faculty of Pharmacy
- Comenius University in Bratislava
- Bratislava
- Slovakia
| | - Stanislav Miertus
- International Centre for Applied Research and Sustainable Technology (ICARST)
- Bratislava
- Slovakia
- Department of Biotechnology
- Faculty of Natural Sciences
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7
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Frecer V, Iarossi G, Salvetti AP, Maltese PE, Delledonne G, Oldani M, Staurenghi G, Falsini B, Minnella AM, Ziccardi L, Magli A, Colombo L, D'Esposito F, Miertus J, Viola F, Attanasio M, Maggio E, Bertelli M. Pathogenicity of new BEST1 variants identified in Italian patients with best vitelliform macular dystrophy assessed by computational structural biology. J Transl Med 2019; 17:330. [PMID: 31570112 PMCID: PMC6771118 DOI: 10.1186/s12967-019-2080-3] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2019] [Accepted: 09/21/2019] [Indexed: 11/18/2022] Open
Abstract
Background Best vitelliform macular dystrophy (BVMD) is an autosomal dominant macular degeneration. The typical central yellowish yolk-like lesion usually appears in childhood and gradually worsens. Most cases are caused by variants in the BEST1 gene which encodes bestrophin-1, an integral membrane protein found primarily in the retinal pigment epithelium. Methods Here we describe the spectrum of BEST1 variants identified in a cohort of 57 Italian patients analyzed by Sanger sequencing. In 13 cases, the study also included segregation analysis in affected and unaffected relatives. We used molecular mechanics to calculate two quantitative parameters related to calcium-activated chloride channel (CaCC composed of 5 BEST1 subunits) stability and calcium-dependent activation and related them to the potential pathogenicity of individual missense variants detected in the probands. Results Thirty-six out of 57 probands (63% positivity) and 16 out of 18 relatives proved positive to genetic testing. Family study confirmed the variable penetrance and expressivity of the disease. Six of the 27 genetic variants discovered were novel: p.(Val9Gly), p.(Ser108Arg), p.(Asn179Asp), p.(Trp182Arg), p.(Glu292Gln) and p.(Asn296Lys). All BEST1 variants were assessed in silico for potential pathogenicity. Our computational structural biology approach based on 3D model structure of the CaCC showed that individual amino acid replacements may affect channel shape, stability, activation, gating, selectivity and throughput, and possibly also other features, depending on where the individual mutated amino acid residues are located in the tertiary structure of BEST1. Statistically significant correlations between mean logMAR best-corrected visual acuity (BCVA), age and modulus of computed BEST1 dimerization energies, which reflect variations in the in CaCC stability due to amino acid changes, permitted us to assess the pathogenicity of individual BEST1 variants. Conclusions Using this computational approach, we designed a method for estimating BCVA progression in patients with BEST1 variants.
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Affiliation(s)
- Vladimir Frecer
- Department of Physical Chemistry of Drugs, Faculty of Pharmacy, Comenius University in Bratislava, Bratislava, Slovakia
| | - Giancarlo Iarossi
- Department of Ophthalmology, Bambino Gesù IRCCS Children's Hospital, Rome, Italy
| | - Anna Paola Salvetti
- Department of Biomedical and Clinical Sciences "Luigi Sacco", Sacco Hospital, University of Milan, Milan, Italy
| | | | - Giulia Delledonne
- Department of Biomedical and Clinical Sciences "Luigi Sacco", Sacco Hospital, University of Milan, Milan, Italy
| | - Marta Oldani
- Department of Biomedical and Clinical Sciences "Luigi Sacco", Sacco Hospital, University of Milan, Milan, Italy
| | - Giovanni Staurenghi
- Department of Biomedical and Clinical Sciences "Luigi Sacco", Sacco Hospital, University of Milan, Milan, Italy
| | - Benedetto Falsini
- Institute of Ophthalmology, Visual Electrophysiology Service, Fondazione Policlinico Gemelli/UniversitàCattolica del S. Cuore, Rome, Italy
| | - Angelo Maria Minnella
- Institute of Ophthalmology, Visual Electrophysiology Service, Fondazione Policlinico Gemelli/UniversitàCattolica del S. Cuore, Rome, Italy
| | - Lucia Ziccardi
- Neurophthalmology and Neurophysiology Unit, GB Bietti Foundation-IRCCS, Rome, Italy
| | - Adriano Magli
- Department of Ophthalmology, Orthoptic and Pediatric Ophthalmology, University of Salerno, Salerno, Italy
| | - Leonardo Colombo
- Department of Ophthalmology, San Paolo Hospital, University of Milan, Milan, Italy
| | - Fabiana D'Esposito
- Imperial College Ophthalmic Research Unit, Western Eye Hospital, Imperial College Healthcare NHS Trust, London, UK.,Eye Clinic, Department of Neurosciences, Reproductive Sciences and Dentistry, University of Naples Federico II, Naples, Italy.,MAGI Euregio, Bolzano, Italy
| | | | - Francesco Viola
- Department of Ophthalmology, Fondazione IRCCS Cà Granda, Clinica Regina Elena, Milan, Italy
| | | | - Emilia Maggio
- IRCCS-Ospedale Sacro Cuore Don Calabria, Negrar, VR, Italy
| | - Matteo Bertelli
- MAGI'S Lab S.R.L., Via Delle Maioliche 57/D, 38068, Rovereto, TN, Italy.,MAGI Euregio, Bolzano, Italy
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Kouman KC, Keita M, Kre N’Guessan R, Owono Owono LC, Megnassan E, Frecer V, Miertus S. Structure-Based Design and in Silico Screening of Virtual Combinatorial Library of Benzamides Inhibiting 2-trans Enoyl-Acyl Carrier Protein Reductase of Mycobacterium tuberculosis with Favorable Predicted Pharmacokinetic Profiles. Int J Mol Sci 2019; 20:ijms20194730. [PMID: 31554227 PMCID: PMC6802012 DOI: 10.3390/ijms20194730] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/02/2019] [Revised: 09/18/2019] [Accepted: 09/21/2019] [Indexed: 01/24/2023] Open
Abstract
Background: During the previous decade a new class of benzamide-based inhibitors of 2-trans enoyl-acyl carrier protein reductase (InhA) of Mycobacterium tuberculosis (Mt) with unusual binding mode have emerged. Here we report in silico design and evaluation of novel benzamide InhA-Mt inhibitors with favorable predicted pharmacokinetic profiles. Methods: By using in situ modifications of the crystal structure of N-benzyl-4-((heteroaryl)methyl) benzamide (BHMB)-InhA complex (PDB entry 4QXM), 3D models of InhA-BHMBx complexes were prepared for a training set of 19 BHMBs with experimentally determined inhibitory potencies (half-maximal inhibitory concentrations IC50exp). In the search for active conformation of the BHMB1-19, linear QSAR model was prepared, which correlated computed gas phase enthalpies of formation (∆∆HMM) of InhA-BHMBx complexes with the IC50exp. Further, taking into account the solvent effect and entropy changes upon ligand, binding resulted in a superior QSAR model correlating computed complexation Gibbs free energies (∆∆Gcom). The successive pharmacophore model (PH4) generated from the active conformations of BHMBs served as a virtual screening tool of novel analogs included in a virtual combinatorial library (VCL) of compounds containing benzamide scaffolds. The VCL filtered by Lipinski’s rule-of-five was screened by the PH4 model to identify new BHMB analogs. Results: Gas phase QSAR model: −log10(IC50exp) = pIC50exp = −0.2465 × ∆∆HMM + 7.95503, R2 = 0.94; superior aqueous phase QSAR model: pIC50exp = −0.2370 × ∆∆Gcom + 7.8783, R2 = 0.97 and PH4 pharmacophore model: pIC50exp = 1.0013 × pIC50exp − 0.0085, R2 = 0.95. The VCL of more than 114 thousand BHMBs was filtered down to 73,565 analogs Lipinski’s rule. The five-point PH4 screening retained 90 new and potent BHMBs with predicted inhibitory potencies IC50pre up to 65 times lower than that of BHMB1 (IC50exp = 20 nM). Predicted pharmacokinetic profile of the new analogs showed enhanced cell membrane permeability and high human oral absorption compared to current anti-tuberculotics. Conclusions: Combined use of QSAR models that considered binding of the BHMBs to InhA, pharmacophore model, and ADME properties helped to recognize bound active conformation of the benzamide inhibitors, permitted in silico screening of VCL of compounds sharing benzamide scaffold and identification of new analogs with predicted high inhibitory potencies and favorable pharmacokinetic profiles.
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Affiliation(s)
- Koffi Charles Kouman
- Laboratoire de Physique Fondamentale et Appliquée (LPFA), University of Abobo Adjamé (now Nangui Abrogoua), Abidjan 02, Côte d’Ivoire; (K.C.K.); (M.K.)
| | - Melalie Keita
- Laboratoire de Physique Fondamentale et Appliquée (LPFA), University of Abobo Adjamé (now Nangui Abrogoua), Abidjan 02, Côte d’Ivoire; (K.C.K.); (M.K.)
| | - Raymond Kre N’Guessan
- Laboratoire de Physique Fondamentale et Appliquée (LPFA), University of Abobo Adjamé (now Nangui Abrogoua), Abidjan 02, Côte d’Ivoire; (K.C.K.); (M.K.)
| | - Luc Calvin Owono Owono
- International Centre for Theoretical Physics, ICTP-UNESCO, Strada Costiera 11, I-34151 Trieste, Italy;
- Department of Physics, Ecole Normale Supérieure, University of Yaoundé I, P.O. Box 47, Yaoundé 1, Cameroon
- International Centre for Applied Research and Sustainable Technology, SK-84104 Bratislava, Slovakia; (V.F.); (S.M.)
| | - Eugene Megnassan
- Laboratoire de Physique Fondamentale et Appliquée (LPFA), University of Abobo Adjamé (now Nangui Abrogoua), Abidjan 02, Côte d’Ivoire; (K.C.K.); (M.K.)
- International Centre for Theoretical Physics, ICTP-UNESCO, Strada Costiera 11, I-34151 Trieste, Italy;
- International Centre for Applied Research and Sustainable Technology, SK-84104 Bratislava, Slovakia; (V.F.); (S.M.)
- Laboratoire de Cristallographie—Physique Moléculaire, University of Cocody (now Felix Houphouët-Boigny), Abidjan 22, Côte d’Ivoire
- Laboratoire de Chimie Organique Structurale et Théorique, University of Cocody (now Felix Houphouët-Boigny), Abidjan 22, Côte d’Ivoire
- Correspondence: ; Tel.: +225-02-36-30-08
| | - Vladimir Frecer
- International Centre for Applied Research and Sustainable Technology, SK-84104 Bratislava, Slovakia; (V.F.); (S.M.)
- Department of Physical Chemistry of Drugs, Faculty of Pharmacy, Comenius University in Bratislava, SK-83232 Bratislava, Slovakia
| | - Stanislav Miertus
- International Centre for Applied Research and Sustainable Technology, SK-84104 Bratislava, Slovakia; (V.F.); (S.M.)
- Department of Biotechnologies, Faculty of Natural Sciences, University of SS. Cyril and Methodius, SK-91701 Trnava, Slovakia
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9
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Kollar J, Morelli A, Chiellini F, Miertus S, Bakos D, Frecer V. Epithelial cell adhesion on films mimicking surface of polymeric scaffolds of artificial urethra compared to molecular modeling of integrin binding. J BIOACT COMPAT POL 2019. [DOI: 10.1177/0883911519843309] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/30/2023]
Abstract
In this study, a combined experimental and computational study of long-term human bladder epithelial cell line HBLAK adhesion and proliferation on five different polymeric surfaces, namely hyaluronic acid, amylose, collagen, polyhydroxybutyrate, and polylactic acid, was performed with the goal to understand the nature of the attraction between various surface materials and a simplified model of the cell surface (transmembrane protein integrin). These biodegradable polymers are frequently used as scaffolds for tissue engineering. During formation of the new tissue, the scaffold polymers are gradually replaced by the natural extracellular matrix of the proliferating cells. Cell adhesion and proliferation experiments were carried out employing thin polymer films prepared by solvent casting while for the computational approach three-dimensional molecular models of layers of ordered polymeric fibers were used as quasi-planar nano-sized models of polymeric surface patches. Experimental results indicated a good capability of amylose, polyhydroxybutyrate, and hyaluronic acid polymer films to foster cell adhesion. Proliferation experiment, carried out by incubating cells with the investigated polymer films for 72 h, showed that all the investigated polymers are able to sustain a good proliferation of HBLAK cells almost comparable to plain glass. Computational estimate of molecular mechanic interaction energies between three-dimensional models of polymeric films and the collagen-binding α2 I domain of the cell adhesion receptor integrin α2β1 confirmed elevated affinity to amylose and polyhydroxybutyrate that is related to higher polarity of function groups on the film surface as documented by the maps of molecular electrostatic potential. This combined experimental and modeling approach can contribute to rational design and surface modifications of polymeric material suitable for forming the scaffolds of human urethra that can be effectively colonized by stem cells.
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Affiliation(s)
- Jakub Kollar
- Department of Physical Chemistry of Drugs, Faculty of Pharmacy, Comenius University in Bratislava, Bratislava, Slovakia
| | - Andrea Morelli
- Department of Chemistry and Industrial Chemistry, University of Pisa, UdR INSTM Pisa, Pisa, Italy
| | - Federica Chiellini
- Department of Chemistry and Industrial Chemistry, University of Pisa, UdR INSTM Pisa, Pisa, Italy
| | - Stanislav Miertus
- Department of Biotechnologies, Faculty of Natural Sciences, University of Ss. Cyril and Methodius, Trnava, Slovakia
- International Centre for Applied Science and Sustainable Technology (ICARST), Bratislava, Slovakia
| | - Dusan Bakos
- International Centre for Applied Science and Sustainable Technology (ICARST), Bratislava, Slovakia
- Department of Plastics, Rubber and Fibres, Faculty of Chemical and Food Technology, Slovak University of Technology, Bratislava, Slovakia
| | - Vladimir Frecer
- Department of Physical Chemistry of Drugs, Faculty of Pharmacy, Comenius University in Bratislava, Bratislava, Slovakia
- International Centre for Applied Science and Sustainable Technology (ICARST), Bratislava, Slovakia
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10
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Allangba KNPG, Keita M, Kre N'Guessan R, Megnassan E, Frecer V, Miertus S. Virtual design of novel Plasmodium falciparum cysteine protease falcipain-2 hybrid lactone-chalcone and isatin-chalcone inhibitors probing the S2 active site pocket. J Enzyme Inhib Med Chem 2019; 34:547-561. [PMID: 30696325 PMCID: PMC6352947 DOI: 10.1080/14756366.2018.1564288] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022] Open
Abstract
We report computer-aided design of new lactone–chalcone and isatin–chalcone (HLCIC) inhibitors of the falcipain-2 (PfFP-2). 3D models of 15 FP-2:HLCIC1-15 complexes with known observed activity (IC50exp) were prepared to establish a quantitative structure–activity (QSAR) model and linear correlation between relative Gibbs free energy of enzyme:inhibitor complex formation (ΔΔGcom) and IC50exp: pIC50exp = −0.0236 × ΔΔGcom+5.082(#); R2 = 0.93. A 3D pharmacophore model (PH4) derived from the QSAR directed our effort to design novel HLCIC analogues. During the design, an initial virtual library of 2621440 HLCIC was focused down to 18288 drug-like compounds and finally, PH4 screened to identify 81 promising compounds. Thirty-three others were added from an intuitive substitution approach intended to fill better the enzyme S2 pocket. One hundred and fourteen theoretical IC50 (IC50pre) values were predicted by means of (#) and their pharmacokinetics (ADME) profiles. More than 30 putative HLCICs display IC50pre 100 times superior to that of the published most active training set inhibitor HLCIC1.
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Affiliation(s)
| | - Mélalie Keita
- a Laboratoire de Physique Fondamentale et Appliquée (LPFA) , University of Abobo Adjamé (now Nangui Abrogoua) , Abidjan , Côte d'Ivoire
| | - Raymond Kre N'Guessan
- a Laboratoire de Physique Fondamentale et Appliquée (LPFA) , University of Abobo Adjamé (now Nangui Abrogoua) , Abidjan , Côte d'Ivoire
| | - Eugene Megnassan
- a Laboratoire de Physique Fondamentale et Appliquée (LPFA) , University of Abobo Adjamé (now Nangui Abrogoua) , Abidjan , Côte d'Ivoire.,b Laboratoire de Chimie Organique Structurale et Théorique , University of Cocody (now Felix Houphouët Boigny) , Abidjan , Côte d'Ivoire.,c ICS-UNIDO , Trieste , Italy
| | - Vladimir Frecer
- c ICS-UNIDO , Trieste , Italy.,d Faculty of Pharmacy , Comenius University in Bratislava , Bratislava , Slovakia.,e International Centre for Applied Research and Sustainable Technology , Bratislava , Slovakia
| | - Stanislav Miertus
- c ICS-UNIDO , Trieste , Italy.,e International Centre for Applied Research and Sustainable Technology , Bratislava , Slovakia.,f Faculty of Natural Sciences , University of SS. Cyril and Methodius , Trnava , Slovakia
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11
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Özdemir A, Sever B, Altıntop MD, Kaya Tilki E, Dikmen M. Design, Synthesis, and Neuroprotective Effects of a Series of Pyrazolines against 6-Hydroxydopamine-Induced Oxidative Stress. Molecules 2018; 23:E2151. [PMID: 30150574 PMCID: PMC6225304 DOI: 10.3390/molecules23092151] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2018] [Revised: 08/20/2018] [Accepted: 08/22/2018] [Indexed: 01/08/2023] Open
Abstract
Parkinson's disease (PD) is a chronic, progressive, and age-related neurodegenerative disorder characterized by the loss of midbrain dopaminergic neurons caused by the accumulation of free radicals and oxidative stress. Based on the neuroprotective properties of 2-pyrazoline derivatives, in the current work, 1-(phenyl/4-substituted phenyl)-3-(2-furanyl/thienyl)-5-aryl-2-pyrazolines (3a⁻i, 4a⁻i) were synthesized via the cyclization of the chalcones (1, 2) with suitable phenylhydrazine hydrochloride derivatives. All these compounds were investigated for their neuroprotective effects using an in vitro 6-hydroxydopamine (6-OHDA)-induced neurotoxicity model of PD in the rat pheochromocytoma (PC-12) Adh cell line. In addition, some different pharmacokinetic parameters of all compounds were in silico predicted by the QikProp module of Schrödinger's Maestro molecular modeling package. 4-Methylsulfonylphenyl substituted compounds 3h (20%) and 4h (23%) were determined as the most promising neuroprotective agents related to their inductive roles in cell viability when compared with the 6-OHDA-positive control group (43% and 42%, respectively). Moreover, in silico pharmacokinetic results indicated that all compounds were within the acceptable range intended for human use. According to both in vitro and in silico studies, compounds 3h and 4h draw attention as potential orally bioavailable therapeutic drug candidates against neurodegeneration in PD.
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Affiliation(s)
- Ahmet Özdemir
- Department of Pharmaceutical Chemistry, Faculty of Pharmacy, Anadolu University, Eskişehir 26470, Turkey.
| | - Belgin Sever
- Department of Pharmaceutical Chemistry, Faculty of Pharmacy, Anadolu University, Eskişehir 26470, Turkey.
| | - Mehlika Dilek Altıntop
- Department of Pharmaceutical Chemistry, Faculty of Pharmacy, Anadolu University, Eskişehir 26470, Turkey.
| | - Elif Kaya Tilki
- Department of Pharmacology, Faculty of Pharmacy, Anadolu University, Eskişehir 26470, Turkey.
| | - Miriş Dikmen
- Department of Pharmacology, Faculty of Pharmacy, Anadolu University, Eskişehir 26470, Turkey.
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12
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Kollar J, Frecer V. Diarylcyclopropane hydroxamic acid inhibitors of histone deacetylase 4 designed by combinatorial approach and QM/MM calculations. J Mol Graph Model 2018; 85:97-110. [PMID: 30145395 DOI: 10.1016/j.jmgm.2018.08.008] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/22/2018] [Revised: 08/12/2018] [Accepted: 08/13/2018] [Indexed: 12/01/2022]
Abstract
Inhibitors of histone deacetylase superfamily (HDAC), which induce cell cycle arrest, trigger cell death and reduce angiogenesis appear as promising anti-cancer drugs targeting the epigenetic regulation of gene expression. Approved HDAC inhibitors were found effective against haematological and solid malignancies, other HDACIs are currently in clinical trials for the treatment of neurological diseases or immune disorders. Among those, diarylcyclopropane hydroxamic acids (DCHA) were found to be potent and selective inhibitors of the class IIa HDACs, specifically HDAC4, a pharmacological target for the treatment of Huntington's disease and muscular atrophy. Crystallographic analysis revealed that one of the aryl groups of the DCHA fills the lower specificity pocket of the HDAC4 catalytic site that is specific for the class IIa HDACs. We have used computer-assisted combinatorial chemistry, hybrid quantum mechanics/molecular mechanics (QM/MM) with implicit solvation and QSAR models to optimize DCHA inhibitors and propose more potent DCHA analogues. The QM/MM approach has been selected since the process of inhibitor binding to the catalytic zinc and polar amino acid residues of the deacetylase active site induces considerable rearrangement of electron density of the inhibitor. Virtual combinatorial library consisting of 12180 DCHA analogues was focused by means of structure-based evaluation to form a small combinatorial subset enriched in potentially interesting inhibitor candidates. Two validated QSAR models making use of computed relative binding affinities of the DCHA inhibitors to the HDAC4 (ΔΔGcomQM/MM) were utilized to estimate the inhibitory potencies of the new analogues. The predicted half-maximal inhibitory concentrations (IC50pre) of the designed analogues fall into the low nanomolar concentration range and their predicted ADME properties are also favourable. The best designed DCHA analogues contain indazole, phenylpiperidine, phenyloxazole or hydroxypyridine moieties and stabilize bound inhibitors by hydrogen bonds to the catalytic water molecule and backbone carbonyl groups of the deacetylase active site residues. This makes them more potent and more specific inhibitors towards the HDAC4 isoform than the known diarylcyclopropane hydroxamic acids. The analogues are recommended for synthesis and experimental verification of inhibitory potencies in medicinal chemistry laboratories.
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Affiliation(s)
- Jakub Kollar
- Department of Nuclear Physics and Biophysics, Faculty of Mathematics, Physics and Informatics, Comenius University in Bratislava, Bratislava SK-84215, Slovakia; Department of Physical Chemistry of Drugs, Faculty of Pharmacy, Comenius University in Bratislava, Bratislava SK-83232, Slovakia
| | - Vladimir Frecer
- Department of Physical Chemistry of Drugs, Faculty of Pharmacy, Comenius University in Bratislava, Bratislava SK-83232, Slovakia; International Centre for Applied Research and Sustainable Technology (ICARST n.o.), Bratislava SK-84104, Slovakia.
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13
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Sever B, Kucukoglu K, Nadaroglu H, Altıntop MD. In silico Molecular Docking and ADME Studies of 1,3,4-Thiadiazole Derivatives in Relation to in vitro PON1 Activity. Curr Comput Aided Drug Des 2018; 15:136-144. [PMID: 29773067 DOI: 10.2174/1573409914666180518085908] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/21/2018] [Revised: 05/03/2018] [Accepted: 05/14/2018] [Indexed: 01/08/2023]
Abstract
BACKGROUND Paraoxonase 1 (PON1) is a paraoxonase, arylesterase and lactonase associated with protection of lipoproteins and cell membranes against oxidative modification. OBJECTIVE Based on antioxidative properties of PON1 and significance of 1,3,4-thiadiazoles in pharmaceutical chemistry, herein we aimed to evaluate the potentials of 1,3,4-thiadiazole derivatives as PON1 activators. METHODS 2-[[5-(2,4-Difluoro/dichlorophenylamino)-1,3,4-thiadiazol-2-yl]thio]acetophenone derivatives (1-18) were in vitro evaluated for their activator effects on PON1 which was purified using ammonium sulfate precipitation (60-80%) and DEAE-Sephadex anion exchange chromatography. Molecular docking studies were performed for the detection of affinities of all compounds to the active site of PON1. Moreover, Absorption, Distribution, Metabolism and Excretion (ADME) properties of all compounds were also in silico predicted. In silico molecular docking and ADME studies were carried out according to modules of Schrodinger's Maestro molecular modeling package. RESULTS All compounds, particularly compounds 10, 13 and 17, were determined as promising PON1 activators and apart from compound 1, all of them were detected in the active site of PON1. Besides, ADME results indicated that all compounds were potential orally bioavailable drug-like molecules. CONCLUSION PON1 activators, compounds 10, 13 and 17 stand out as potential drug candidates for further antioxidant studies and these compounds can be investigated for their therapeutic effects in many disorders such as atherosclerosis, diabetes mellitus, obesity, chronic liver inflammation and many more.
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Affiliation(s)
- Belgin Sever
- Department of Pharmaceutical Chemistry, Faculty of Pharmacy, Anadolu University, Eskisehir, Turkey
| | - Kaan Kucukoglu
- Department of Pharmaceutical Chemistry, Faculty of Pharmacy, Bulent Ecevit University, Zonguldak, Turkey
| | - Hayrunnisa Nadaroglu
- Department of Food Technology, Erzurum Vocational Training School, Ataturk University, Erzurum, Turkey
| | - Mehlika Dilek Altıntop
- Department of Pharmaceutical Chemistry, Faculty of Pharmacy, Anadolu University, Eskisehir, Turkey
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14
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Kollar J, Frecer V. How accurate is the description of ligand–protein interactions by a hybrid QM/MM approach? J Mol Model 2017; 24:11. [DOI: 10.1007/s00894-017-3537-z] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2017] [Accepted: 11/15/2017] [Indexed: 11/28/2022]
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15
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Hajzer V, Fišera R, Latika A, Durmis J, Kollár J, Frecer V, Tučeková Z, Miertuš S, Kostolanský F, Varečková E, Šebesta R. Stereoisomers of oseltamivir – synthesis, in silico prediction and biological evaluation. Org Biomol Chem 2017; 15:1828-1841. [DOI: 10.1039/c6ob02673g] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/02/2023]
Abstract
Three diastereoisomers of oseltamivir were synthesized, their properties predicted by quantum-chemical calculations and their antiviral activities evaluated.
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Affiliation(s)
| | | | | | | | - Jakub Kollár
- Comenius University in Bratislava
- Faculty of Pharmacy
- Department of Pharmaceutical Analysis and Nuclear Pharmacy
- SK-83232 Bratislava
- Slovakia
| | - Vladimír Frecer
- Comenius University in Bratislava
- Faculty of Pharmacy
- Department of Physical Chemistry of Drugs
- SK-83232 Bratislava
- Slovakia
| | - Zuzana Tučeková
- University of SS. Cyril and Methodius
- Faculty of Natural Sciences
- Department of Biotechnologies
- SK-91701 Trnava
- Slovakia
| | - Stanislav Miertuš
- ICARST n.o
- SK-84104 Bratislava
- Slovakia
- University of SS. Cyril and Methodius
- Faculty of Natural Sciences
| | - František Kostolanský
- Biomedical Research Center
- Institute of Virology
- Slovak Academy of Sciences
- Department of Orthomyxovirus Research
- SK-84505 Bratislava
| | - Eva Varečková
- Biomedical Research Center
- Institute of Virology
- Slovak Academy of Sciences
- Department of Orthomyxovirus Research
- SK-84505 Bratislava
| | - Radovan Šebesta
- Comenius University in Bratislava
- Faculty of Natural Sciences
- Department of Organic Chemistry
- SK-84215 Bratislava
- Slovakia
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16
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Kouassi AF, Kone M, Keita M, Esmel A, Megnassan E, N'Guessan YT, Frecer V, Miertus S. Computer-Aided Design of Orally Bioavailable Pyrrolidine Carboxamide Inhibitors of Enoyl-Acyl Carrier Protein Reductase of Mycobacterium tuberculosis with Favorable Pharmacokinetic Profiles. Int J Mol Sci 2015; 16:29744-71. [PMID: 26703572 PMCID: PMC4691139 DOI: 10.3390/ijms161226196] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/06/2015] [Revised: 11/30/2015] [Accepted: 12/02/2015] [Indexed: 11/16/2022] Open
Abstract
We have carried out a computational structure-based design of new potent pyrrolidine carboxamide (PCAMs) inhibitors of enoyl-acyl carrier protein reductase (InhA) of Mycobacterium tuberculosis (MTb). Three-dimensional (3D) models of InhA-PCAMx complexes were prepared by in situ modification of the crystal structure of InhA-PCAM1 (Protein Data Bank (PDB) entry code: 4U0J), the reference compound of a training set of 20 PCAMs with known experimental inhibitory potencies (IC50(exp)). First, we built a gas phase quantitative structure-activity relationships (QSAR) model, linearly correlating the computed enthalpy of the InhA-PCAM complex formation and the IC50(exp). Further, taking into account the solvent effect and loss of inhibitor entropy upon enzyme binding led to a QSAR model with a superior linear correlation between computed Gibbs free energies (ΔΔGcom) of InhA-PCAM complex formation and IC50(exp) (pIC50(exp) = -0.1552·ΔΔGcom + 5.0448, R² = 0.94), which was further validated with a 3D-QSAR pharmacophore model generation (PH4). Structural information from the models guided us in designing of a virtual combinatorial library (VL) of more than 17 million PCAMs. The VL was adsorption, distribution, metabolism and excretion (ADME) focused and reduced down to 1.6 million drug like orally bioavailable analogues and PH4 in silico screened to identify new potent PCAMs with predicted IC50(pre) reaching up to 5 nM. Combining molecular modeling and PH4 in silico screening of the VL resulted in the proposed novel potent antituberculotic agent candidates with favorable pharmacokinetic profiles.
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Affiliation(s)
- Affiba Florance Kouassi
- Laboratoire de Physique Fondamentale et Appliquée, University of Abobo Adjamé-Nangui Abrogoua, Autoroute d'Abobo, Abidjan 02, Cote D'Ivoire.
| | - Mawa Kone
- Laboratoire de Chimie Organique et des Substances Naturelles, University of Cocody-Felix Houphouët-Boigny, Avenue de l'Université, Abidjan 22, Cote D'Ivoire.
- International Centre for Science and High Technology, UNIDO, Area Science Park, Trieste I-34012, Italy.
| | - Melalie Keita
- Laboratoire de Physique Fondamentale et Appliquée, University of Abobo Adjamé-Nangui Abrogoua, Autoroute d'Abobo, Abidjan 02, Cote D'Ivoire.
- International Centre for Science and High Technology, UNIDO, Area Science Park, Trieste I-34012, Italy.
| | - Akori Esmel
- Laboratoire de Physique Fondamentale et Appliquée, University of Abobo Adjamé-Nangui Abrogoua, Autoroute d'Abobo, Abidjan 02, Cote D'Ivoire.
| | - Eugene Megnassan
- Laboratoire de Physique Fondamentale et Appliquée, University of Abobo Adjamé-Nangui Abrogoua, Autoroute d'Abobo, Abidjan 02, Cote D'Ivoire.
- Laboratoire de Chimie Organique et des Substances Naturelles, University of Cocody-Felix Houphouët-Boigny, Avenue de l'Université, Abidjan 22, Cote D'Ivoire.
- International Centre for Science and High Technology, UNIDO, Area Science Park, Trieste I-34012, Italy.
| | - Yao Thomas N'Guessan
- Laboratoire de Chimie Organique et des Substances Naturelles, University of Cocody-Felix Houphouët-Boigny, Avenue de l'Université, Abidjan 22, Cote D'Ivoire.
| | - Vladimir Frecer
- International Centre for Science and High Technology, UNIDO, Area Science Park, Trieste I-34012, Italy.
- Faculty of Pharmacy, Comenius University in Bratislava, Bratislava SK-83232, Slovakia.
- International Centre for Applied Research and Sustainable Technology, Bratislava SK-84104, Slovakia.
| | - Stanislav Miertus
- International Centre for Science and High Technology, UNIDO, Area Science Park, Trieste I-34012, Italy.
- International Centre for Applied Research and Sustainable Technology, Bratislava SK-84104, Slovakia.
- Faculty of Natural Sciences, University of SS. Cyril and Methodius, Trnava SK-91701, Slovakia.
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17
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Wang J, Hou T. Advances in computationally modeling human oral bioavailability. Adv Drug Deliv Rev 2015; 86:11-6. [PMID: 25582307 PMCID: PMC4490973 DOI: 10.1016/j.addr.2015.01.001] [Citation(s) in RCA: 29] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/17/2014] [Revised: 11/03/2014] [Accepted: 01/05/2015] [Indexed: 12/15/2022]
Abstract
Although significant progress has been made in experimental high throughput screening (HTS) of ADME (absorption, distribution, metabolism, excretion) and pharmacokinetic properties, the ADME and Toxicity (ADME-Tox) in silico modeling is still indispensable in drug discovery as it can guide us to wisely select drug candidates prior to expensive ADME screenings and clinical trials. Compared to other ADME-Tox properties, human oral bioavailability (HOBA) is particularly important but extremely difficult to predict. In this paper, the advances in human oral bioavailability modeling will be reviewed. Moreover, our deep insight on how to construct more accurate and reliable HOBA QSAR and classification models will also discussed.
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Affiliation(s)
- Junmei Wang
- Green Center for Systems Biology, The University of Texas Southwestern Medical Center, 5323 Harry Hines Blvd. Dallas, TX 75390, USA.
| | - Tingjun Hou
- College of Pharmaceutical Sciences, Zhejiang University, Hangzhou, Zhejiang 310058, China
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18
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Owono Owono LC, Ntie-Kang F, Keita M, Megnassan E, Frecer V, Miertus S. Virtually Designed Triclosan-Based Inhibitors of Enoyl-Acyl Carrier Protein Reductase of Mycobacterium tuberculosis and of Plasmodium falciparum. Mol Inform 2015; 34:292-307. [PMID: 27490275 DOI: 10.1002/minf.201400141] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/28/2014] [Accepted: 03/04/2014] [Indexed: 11/12/2022]
Abstract
We report here new chemical structures of predicted nanomolar triclosan-based inhibitors (TCLs) of Mycobacterium tuberculosis enoyl-acyl carrier protein reductase (InhA) virtually proposed by computer-assisted molecular design. 3D models of InhA-TCL complexes were prepared by in situ modifications of the reference crystal structure (PDB entry 1P45) for a training set of 15 TCLs with known InhA inhibitory activities. A QSAR model was built leading to linear correlation between the calculated free energies of complexation (ΔΔGcom ) and experimental values IC50 (exp) : pIC50 =-0.0657×ΔΔGcom +3.0502, R(2) =0.96. In addition, ligand-based quantitative pharmacophore model (PH4) was built from bound conformations of the training set compounds and confirmed the correlation between molecular models and observed activities: pIC50 (exp=) 0.8929×pIC50 (pre) -0.441, R(2) =0.95. Structural information from both models helped us to propose new TCL analogues. A virtual library of TCLs with known predicted activities against enoyl-acyl carrier protein reductase of Plasmodium falciparum (PfENR) was evaluated, revealing dual target TCLs. Moreover, analysis of binding site interactions suggested enriching substitutions, which led to more potent TCLs with predicted pIC50 (pre) as low as 7 nM. The computational approach, which used both free energy estimated from molecular modeling and 3D-QSAR pharmacophore model, was helpful in virtually proposing the dual-targeted drugs and provided valuable information for the design of novel potential antituberculotic agents.
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Affiliation(s)
- Luc C Owono Owono
- University of Yaoundé I, Advanced Teacher Training College, Laboratory for Simulation and Molecular Biophysics, P.O. Box 47 Yaoundé, Cameroon.,University of Douala, Centre for Atomic Molecular Physics and Quantum Optics (CEPAMOQ), P.O. Box 8580 Douala, Cameroon.,International Centre for Science and High Technology, UNIDO, AREA Science Park, Padriciano 99, Trieste, I-34012, Italy phone:+22502363008
| | - Fidele Ntie-Kang
- University of Douala, Centre for Atomic Molecular Physics and Quantum Optics (CEPAMOQ), P.O. Box 8580 Douala, Cameroon.,International Centre for Science and High Technology, UNIDO, AREA Science Park, Padriciano 99, Trieste, I-34012, Italy phone:+22502363008.,University of Buea, Chemical and Bioactivity Information Centre, Department of Chemistry, P.O. Box 63, Buea, Cameroon
| | - Melalie Keita
- International Centre for Science and High Technology, UNIDO, AREA Science Park, Padriciano 99, Trieste, I-34012, Italy phone:+22502363008.,University of Abobo Adjamé, UFR SFA, Laboratoire de Physique Fondamentale et Appliquée, 02 BP 801, Abidjan 02, Cote D'Ivoire
| | - Eugene Megnassan
- International Centre for Science and High Technology, UNIDO, AREA Science Park, Padriciano 99, Trieste, I-34012, Italy phone:+22502363008. .,University of Abobo Adjamé, UFR SFA, Laboratoire de Physique Fondamentale et Appliquée, 02 BP 801, Abidjan 02, Cote D'Ivoire.
| | - Vladimir Frecer
- International Centre for Science and High Technology, UNIDO, AREA Science Park, Padriciano 99, Trieste, I-34012, Italy phone:+22502363008.,Department of Physical Chemistry of Drugs, Faculty of Pharmacy, Comenius University, SK-83232 Bratislava, Slovakia.,International Centre for Applied Research and Sustainable Technology, SK-84104 Bratislava, Slovakia
| | - Stanislav Miertus
- International Centre for Science and High Technology, UNIDO, AREA Science Park, Padriciano 99, Trieste, I-34012, Italy phone:+22502363008.,International Centre for Applied Research and Sustainable Technology, SK-84104 Bratislava, Slovakia.,Faculty of Natural Sciences, University of Ss. Cyril and Methodius, SK-91701 Trnava, Slovakia
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19
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Keita M, Kumar A, Dali B, Megnassan E, Siddiqi MI, Frecer V, Miertus S. Quantitative structure–activity relationships and design of thymine-like inhibitors of thymidine monophosphate kinase of Mycobacterium tuberculosis with favourable pharmacokinetic profiles. RSC Adv 2014. [DOI: 10.1039/c4ra06917j] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022] Open
Abstract
We have designed new potent inhibitors of thymidine monophosphate kinase of Mycobacterium tuberculosis (TMPKmt) using structure-based molecular design.
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Affiliation(s)
- M. Keita
- ICS-UNIDO
- Area Science Park
- Trieste I-34012, Italy
- University of Abobo Adjamé
- UFR SFA
| | - A. Kumar
- ICS-UNIDO
- Area Science Park
- Trieste I-34012, Italy
- Molecular and Structural Biology Division
- Central Drug Research Institute
| | - B. Dali
- ICS-UNIDO
- Area Science Park
- Trieste I-34012, Italy
- University of Abobo Adjamé
- UFR SFA
| | - E. Megnassan
- ICS-UNIDO
- Area Science Park
- Trieste I-34012, Italy
- University of Abobo Adjamé
- UFR SFA
| | - M. I. Siddiqi
- ICS-UNIDO
- Area Science Park
- Trieste I-34012, Italy
- Molecular and Structural Biology Division
- Central Drug Research Institute
| | - V. Frecer
- ICS-UNIDO
- Area Science Park
- Trieste I-34012, Italy
- Department of Physical Chemistry of Drugs
- Faculty of Pharmacy
| | - S. Miertus
- ICS-UNIDO
- Area Science Park
- Trieste I-34012, Italy
- International Centre for Applied Research and Sustainable Technology
- SK-84104 Bratislava, Slovakia
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Design of Thymidine Analogues Targeting Thymidilate Kinase of Mycobacterium tuberculosis. Tuberc Res Treat 2013; 2013:670836. [PMID: 23634301 PMCID: PMC3619541 DOI: 10.1155/2013/670836] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2012] [Accepted: 12/12/2012] [Indexed: 12/03/2022] Open
Abstract
We design here new nanomolar antituberculotics, inhibitors of Mycobacterium tuberculosis thymidine monophosphate kinase (TMPKmt), by means of structure-based molecular design. 3D models of TMPKmt-inhibitor complexes have been prepared from the crystal structure of TMPKmt cocrystallized with the natural substrate deoxythymidine monophosphate (dTMP) (1GSI) for a training set of 15 thymidine analogues (TMDs) with known activity to prepare a QSAR model of interaction establishing a correlation between the free energy of complexation and the biological activity. Subsequent validation of the predictability of the model has been performed with a 3D QSAR pharmacophore generation. The structural information derived from the model served to design new subnanomolar thymidine analogues. From molecular modeling investigations, the agreement between free energy of complexation (ΔΔGcom) and Ki values explains 94% of the TMPKmt inhibition (pKi = −0.2924ΔΔGcom + 3.234; R2 = 0.94) by variation of the computed ΔΔGcom and 92% for the pharmacophore (PH4) model (pKi = 1.0206 × pKipred − 0.0832, R2 = 0.92). The analysis of contributions from active site residues suggested substitution at the 5-position of pyrimidine ring and various groups at the 5′-position of the ribose. The best inhibitor reached a predicted Ki of 0.155 nM. The computational approach through the combined use of molecular modeling and PH4 pharmacophore is helpful in targeted drug design, providing valuable information for the synthesis and prediction of activity of novel antituberculotic agents.
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Benedetti F, Berti F, Budal S, Campaner P, Dinon F, Tossi A, Argirova R, Genova P, Atanassov V, Hinkov A. Synthesis and biological activity of potent HIV-1 protease inhibitors based on Phe-Pro dihydroxyethylene isosteres. J Med Chem 2012; 55:3900-10. [PMID: 22458611 DOI: 10.1021/jm3001136] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/14/2023]
Abstract
Peptidomimetic inhibitors of HIV-1 PR are still a key resource in the fight against AIDS. Here we describe the synthesis and biological activity of HIV-1 PR inhibitors based on four novel dihydroxyethylene isosteres of the Phe-Pro and Pro-Pro dipeptides. The isosteres, containing four stereogenic centers, were synthesized in high yield and excellent stereoselectivity via the cyclization of epoxy amines derived from α-amino acids. The inhibitors were assembled by coupling the isosteres with suitable flanking groups and were screened against recombinant HIV PR showing activities in the subnanomolar to micromolar range. Two Phe-Pro-based inhibitors active at the nanomolar level were further investigated: both inhibitors combine the ability to suppress HIV-1 replication in infected MT-2 cells with low cytotoxicity against the same cells, thereby displaying a high therapeutic index. These results demonstrate the potential of the new Phe-Pro dihydroxyethylene isostere as a core unit of powerful HIV-1 PR inhibitors.
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Affiliation(s)
- Fabio Benedetti
- Department of Chemical and Pharmaceutical Sciences, University of Trieste, via Giorgieri 1. 34127 Trieste, Italy.
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22
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Dali B, Keita M, Megnassan E, Frecer V, Miertus S. Insight into Selectivity of Peptidomimetic Inhibitors with Modified Statine Core for Plasmepsin II of Plasmodium falciparum over Human Cathepsin D. Chem Biol Drug Des 2012; 79:411-30. [DOI: 10.1111/j.1747-0285.2011.01276.x] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/01/2022]
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23
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Frecer V, Seneci P, Miertus S. Computer-assisted combinatorial design of bicyclic thymidine analogs as inhibitors of Mycobacterium tuberculosis thymidine monophosphate kinase. J Comput Aided Mol Des 2010; 25:31-49. [PMID: 21082329 DOI: 10.1007/s10822-010-9399-4] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/17/2010] [Accepted: 10/28/2010] [Indexed: 11/28/2022]
Abstract
Thymidine monophosphate kinase (TMPK(mt)) is an essential enzyme for nucleotide metabolism in Mycobacterium tuberculosis, and thus an attractive target for novel antituberculosis agents. In this work, we have explored the chemical space around the 2',3'-bicyclic thymidine nucleus by designing and in silico screening of a virtual focused library selected via structure based methods to identify more potent analogs endowed with favorable ADME-related properties. In all the library members we have exchanged the ribose ring of the template with a cyclopentane moiety that is less prone to enzymatic degradation. In addition, we have replaced the six-membered 2',3'-ring by a number of five-membered and six-membered heterocyclic rings containing alternative proton donor and acceptor groups, to exploit the interaction with the carboxylate groups of Asp9 and Asp163 as well as with several cationic residues present in the vicinity of the TMPK(mt) binding site. The three-dimensional structure of the TMPK(mt) complexed with 5-hydroxymethyl-dUMP, an analog of dTMP, was employed to develop a QSAR model, to parameterize a scoring function specific for the TMPK(mt) target and to select analogues which display the highest predicted binding to the target. As a result, we identified a small highly focused combinatorial subset of bicyclic thymidine analogues as virtual hits that are predicted to inhibit the mycobacterial TMPK in the submicromolar concentration range and to display favorable ADME-related properties.
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Affiliation(s)
- Vladimir Frecer
- International Centre for Science and High Technology, UNIDO, AREA Science Park, Padriciano 99, 34012, Trieste, Italy
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25
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Design, structure-based focusing and in silico screening of combinatorial library of peptidomimetic inhibitors of Dengue virus NS2B-NS3 protease. J Comput Aided Mol Des 2010; 24:195-212. [DOI: 10.1007/s10822-010-9326-8] [Citation(s) in RCA: 23] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/10/2009] [Accepted: 03/08/2010] [Indexed: 10/19/2022]
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26
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Tan JJ, Cong XJ, Hu LM, Wang CX, Jia L, Liang XJ. Therapeutic strategies underpinning the development of novel techniques for the treatment of HIV infection. Drug Discov Today 2010; 15:186-97. [PMID: 20096804 DOI: 10.1016/j.drudis.2010.01.004] [Citation(s) in RCA: 42] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/07/2009] [Revised: 11/21/2009] [Accepted: 01/14/2010] [Indexed: 11/28/2022]
Abstract
The HIV replication cycle offers multiple targets for chemotherapeutic intervention, including the viral exterior envelope glycoprotein, gp120; viral co-receptors CXCR4 and CCR5; transmembrane glycoprotein, gp41; integrase; reverse transcriptase; protease and so on. Most currently used anti-HIV drugs are reverse transcriptase inhibitors or protease inhibitors. The expanding application of simulation to drug design combined with experimental techniques have developed a large amount of novel inhibitors that interact specifically with targets besides transcriptase and protease. This review presents details of the anti-HIV inhibitors discovered with computer-aided approaches and provides an overview of the recent five-year achievements in the treatment of HIV infection and the application of computational methods to current drug design.
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Affiliation(s)
- Jian J Tan
- College of Life Science and Bio-engineering, Beijing University of Technology, Beijing 100124, China
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27
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Rungrotmongkol T, Frecer V, De-Eknamkul W, Hannongbua S, Miertus S. Design of oseltamivir analogs inhibiting neuraminidase of avian influenza virus H5N1. Antiviral Res 2009; 82:51-8. [DOI: 10.1016/j.antiviral.2009.01.008] [Citation(s) in RCA: 26] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/29/2008] [Revised: 12/04/2008] [Accepted: 01/26/2009] [Indexed: 10/21/2022]
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28
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Wang J, Hou T. Chapter 5 Recent Advances on in silico ADME Modeling. ACTA ACUST UNITED AC 2009. [DOI: 10.1016/s1574-1400(09)00505-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/06/2023]
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