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Kumar N, Acharya V. Machine intelligence-guided selection of optimized inhibitor for human immunodeficiency virus (HIV) from natural products. Comput Biol Med 2023; 153:106525. [PMID: 36603433 DOI: 10.1016/j.compbiomed.2022.106525] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2022] [Revised: 11/28/2022] [Accepted: 12/31/2022] [Indexed: 01/03/2023]
Abstract
The human immunodeficiency virus (HIV) connects to the cluster of differentiation (CD4) and any of the entry co-receptors (CCR5 and CXCR4); followed by unloading the viral genome, reverse transcriptase, and integrase enzymes within the host cell. The co-receptors facilitate the entry of virus and vital enzymes, leading to replication and pre-maturation of viral particles within the host. The protease enzyme transforms the immature viral vesicles into the mature virion. The pivotal role of co-receptors and enzymes in homeostasis and growth makes the crucial target for anti-HIV drug discovery, and the availability of X-ray crystal structures is an asset. Here, we used the machine intelligence-driven framework (A-HIOT) to identify and optimize target-based potential hit molecules for five significant protein targets from the ZINC15 database (natural products dataset). Following validation with dynamic motion behavior analysis and molecular dynamics simulation, the optimized hits were evaluated using in silico ADMET filtration. Furthermore, three molecules were screened, optimized, and validated: ZINC00005328058 for CCR5 and protease, ZINC000254014855 for CXCR4 and integrase, and ZINC000000538471 for reverse transcriptase. In clinical trials, the ZINC000254014855 and ZINC000254014855 were passed in primary screens for vif-HIV-1, and we reported the specific receptor as well as interactions. As a result, the validated molecules may be investigated further in experimental studies targeting specific receptors in order to design and synergize an anti-HIV regimen.
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Affiliation(s)
- Neeraj Kumar
- Functional Genomics and Complex System Lab, HiCHiCoB, Biotechnology Division, CSIR-Institute of Himalayan Bioresource Technology, Palampur, 176061, Himachal Pradesh, India; Academy of Scientific and Innovative Research, Ghaziabad, 201002, India.
| | - Vishal Acharya
- Functional Genomics and Complex System Lab, HiCHiCoB, Biotechnology Division, CSIR-Institute of Himalayan Bioresource Technology, Palampur, 176061, Himachal Pradesh, India; Academy of Scientific and Innovative Research, Ghaziabad, 201002, India.
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2
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Shode FO, Uhomoibhi JOO, Idowu KA, Sabiu S, Govender KK. Molecular Dynamics Study on Selected Bioactive Phytochemicals as Potential Inhibitors of HIV-1 Subtype C Protease. Metabolites 2022; 12:1155. [PMID: 36422295 PMCID: PMC9695624 DOI: 10.3390/metabo12111155] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/26/2022] [Revised: 11/05/2022] [Accepted: 11/15/2022] [Indexed: 09/21/2023] Open
Abstract
Acquired immunodeficiency syndrome (AIDS), one of the deadliest global diseases, is caused by the Human Immunodeficiency Virus (HIV). To date, there are no known conventional drugs that can cure HIV/AIDS, and this has prompted continuous scientific efforts in the search for novel and potent anti-HIV therapies. In this study, molecular dynamics simulation (MDS) and computational techniques were employed to investigate the inhibitory potential of bioactive compounds from selected South African indigenous plants against HIV-1 subtype C protease (HIVpro). Of the eight compounds (CMG, MA, UA, CA, BA, UAA, OAA and OA) evaluated, only six (CMG (-9.9 kcal/mol), MA (-9.3 kcal/mol), CA (-9.0 kcal/mol), BA (-8.3 kcal/mol), UAA (-8.5 kcal/mol), and OA (-8.6 kcal/mol)) showed favourable activities against HIVpro and binding landscapes like the reference FDA-approved drugs, Lopinavir (LPV) and Darunavir (DRV), with CMG and MA having the highest binding affinities. Using the structural analysis (root-mean-square deviation (RMSD), fluctuation (RMSF), and radius of gyration (RoG) of the bound complexes with HIVpro after 350 ns, structural evidence was observed, indicating that the six compounds are potential lead candidates for inhibiting HIVpro. This finding was further corroborated by the structural analysis of the enzyme-ligand complexe systems, where structural mechanisms of stability, flexibility, and compactness of the study metabolites were established following binding with HIVpro. Furthermore, the ligand interaction plots revealed that the metabolites interacted hydrophobically with the active site amino residues, with identification of other key residues implicated in HIVpro inhibition for drug design. Overall, this is the first computational report on the anti-HIV-1 activities of CMG and MA, with efforts on their in vitro and in vivo evaluations underway. Judging by the binding affinity, the degree of stability, and compactness of the lead metabolites (CMG, MA, CA, BA, OA, and UAA), they could be concomitantly explored with conventional HIVpro inhibitors in enhancing their therapeutic activities against the HIV-1 serotype.
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Affiliation(s)
- Francis Oluwole Shode
- Department of Biotechnology and Food Science, Faculty of Applied Sciences, Durban University of Technology (DUT), P.O. Box 1334, Durban 4000, South Africa
| | - John Omo-osagie Uhomoibhi
- Department of Biotechnology and Food Science, Faculty of Applied Sciences, Durban University of Technology (DUT), P.O. Box 1334, Durban 4000, South Africa
| | - Kehinde Ademola Idowu
- Department of Biotechnology and Food Science, Faculty of Applied Sciences, Durban University of Technology (DUT), P.O. Box 1334, Durban 4000, South Africa
| | - Saheed Sabiu
- Department of Biotechnology and Food Science, Faculty of Applied Sciences, Durban University of Technology (DUT), P.O. Box 1334, Durban 4000, South Africa
| | - Krishna Kuben Govender
- Department of Chemical Sciences, University of Johannesburg, Doornfontein Campus, P.O. Box 17011, Johannesburg 2028, South Africa
- National Institute for Theoretical and Computational Sciences, NITHeCS, Stellenbosch 7602, South Africa
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3
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Ahsan M, Pindi C, Senapati S. Mechanism of darunavir binding to monomeric HIV-1 protease: a step forward in the rational design of dimerization inhibitors. Phys Chem Chem Phys 2022; 24:7107-7120. [PMID: 35262154 DOI: 10.1039/d2cp00024e] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
HIV protease (HIVPR) is a key target in AIDS therapeutics. All ten FDA-approved drugs that compete with substrates in binding to this dimeric enzyme's active site have become ineffective due to the emergence of drug resistant mutants. Blocking the dimerization interface of HIVPR is thus being explored as an alternate strategy. The latest drug, darunavir (DRV), which exhibited a high genetic barrier to viral resistance, is said to have a dual mode of action - (i) binding to the dimeric active site, and (ii) preventing the dimerization by binding to the HIVPR monomer. Despite several reports on DRV complexation with dimeric HIVPR, the mode and mechanism of the binding of DRV to the HIVPR monomer are poorly understood. In this study, we utilized all-atomic MD simulations and umbrella sampling techniques to identify the best possible binding mode of DRV to the monomeric HIVPR and its mechanism of association. The results suggest that DRV binds between the active site and the flap of the monomer, and the flap plays a crucial role in directing the drug to bind and driving the other protein domains to undergo induced fit changes for stronger complexation. The obtained binding mode of DRV was validated by comparing with various mutational data from clinical isolates to reported in vitro mutations. The identified binding pose was also able to successfully reproduce the experimental Ki value in the picomolar range. The residue-level information extracted from this study could accelerate the structure-based drug designing approaches targeting HIVPR dimerization.
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Affiliation(s)
- Mohd Ahsan
- Department of Biotechnology and BJM School of Biosciences, Indian Institute of Technology Madras, Chennai 600036, India.
| | - Chinmai Pindi
- Department of Biotechnology and BJM School of Biosciences, Indian Institute of Technology Madras, Chennai 600036, India.
| | - Sanjib Senapati
- Department of Biotechnology and BJM School of Biosciences, Indian Institute of Technology Madras, Chennai 600036, India.
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4
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Ajamgard M, Sardroodi JJ, Ebrahimzadeh AR, Kamelabad MR. Molecular dynamics simulation study of gold nanosheet as drug delivery vehicles for anti-HIV-1 aptamers. Comput Biol Chem 2021; 95:107595. [PMID: 34739903 DOI: 10.1016/j.compbiolchem.2021.107595] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/06/2021] [Revised: 09/25/2021] [Accepted: 10/21/2021] [Indexed: 11/15/2022]
Abstract
The adsorption process of three aptamers with gold nanosheet (GNS) as a drug carrier has been investigated with the help of molecular dynamics simulations. The sequencing of the considered aptamers are as (CUUCAUUGUAACUUCUCAUAAUUUCCCGAGGCUUUUACUUUCGGGGUCCU) and (CCGGGUCGUCCCCUACGGGGACUAAAGACUGUGUCCAACCGCCCUCGCCU) for AP1 and AP2, respectively. AP3 is a muted version of AP1 in which nucleotide positions 4, 6, 18, 28 and 39 have C4A, U6G, A18G, G28A, and U39C mutations. At positions 24, and 40, a deletion mutation is seen to eliminate U24 and U40 bases. These aptamers are inhibitors for HIV-1 protease and can be candidates as potential pharmaceutics for treatment of AIDS in the future. The interactions between considered aptamers and GNS have been analyzed in detail with help of structural and energetic properties. These analyses showed that all three aptamers could well adsorb on GNS. Overall, the final results show that the adsorption of AP2 on the GNS is more favorable than other considered ones and consequently GNS can be considered as a device in order to immobilize these aptamers.
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Affiliation(s)
- Marzieh Ajamgard
- Molecular Simulation Laboratory (MSL), Azarbaijan Shahid Madani University, Tabriz, Iran; Department of Chemistry, Faculty of Basic Sciences, Azarbaijan Shahid Madani University, Tabriz, Iran; Molecular Sciences and Engineering Research Group (MSERG), Iran
| | - Jaber Jahanbin Sardroodi
- Molecular Simulation Laboratory (MSL), Azarbaijan Shahid Madani University, Tabriz, Iran; Department of Chemistry, Faculty of Basic Sciences, Azarbaijan Shahid Madani University, Tabriz, Iran; Molecular Sciences and Engineering Research Group (MSERG), Iran.
| | - Alireza Rastkar Ebrahimzadeh
- Molecular Simulation Laboratory (MSL), Azarbaijan Shahid Madani University, Tabriz, Iran; Department of Physics, Faculty of Basic Sciences, Azarbaijan Shahid Madani University, Tabriz, Iran; Molecular Sciences and Engineering Research Group (MSERG), Iran
| | - Mahrokh Rezaei Kamelabad
- Molecular Simulation Laboratory (MSL), Azarbaijan Shahid Madani University, Tabriz, Iran; Department of Chemistry, Faculty of Basic Sciences, Azarbaijan Shahid Madani University, Tabriz, Iran; Molecular Sciences and Engineering Research Group (MSERG), Iran
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5
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Ajamgard M, Sardroodi JJ, Ebrahimzadeh AR. A Molecular Dynamics Study of the Inhibition of Monomeric HIV‐1 Protease as An Alternative to Overcome Drug Resistance by RNA Aptamers as A Therapeutic Tool. ChemistrySelect 2020. [DOI: 10.1002/slct.202000990] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/28/2022]
Affiliation(s)
- Marzieh Ajamgard
- Department of ChemistryFaculty of Basic SciencesAzarbaijan Shahid Madani University Tabriz Iran
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6
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Kehinde I, Ramharack P, Nlooto M, Gordon M. The pharmacokinetic properties of HIV-1 protease inhibitors: A computational perspective on herbal phytochemicals. Heliyon 2019; 5:e02565. [PMID: 31720444 PMCID: PMC6838811 DOI: 10.1016/j.heliyon.2019.e02565] [Citation(s) in RCA: 33] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/15/2019] [Revised: 09/09/2019] [Accepted: 09/30/2019] [Indexed: 01/25/2023] Open
Abstract
Acquired Immune Deficiency Syndrome is the most severe phase of Human Immunodeficiency Virus (HIV) infection. Recent studies have seen an effort to isolate phytochemicals from plants to repress HIV, but less studies have focused on the effects of these phytochemicals on the activities of enzymes/transporters involved in the metabolism of these drugs, which is one of the aims of this study and, to examine the antiviral activity of these compounds against HIV-1 protease enzyme using computational tools. Centre of Awareness-Food Supplement (COA®-FS) herbal medicine, has been said to have potential anti-HIV features. SWISSTARGETPREDICTION and SWISSADME servers were used for determination of the enzymes/transporters involved in the metabolism of these protease inhibitor drugs, (PIs) (Atazanavir, Lopinavir, Darunavir, Saquinavir) and the effects of the selected phytochemicals on the enzymes/transporters involved in the metabolism of these PIs. Using Computational tools, potential structural inhibitory activities of these phytochemicals were explored. Two sub-families of Cytochrome P450 enzymes (CYP3A4 and CYP2C19) and Permeability glycoprotein (P-gp) were predicted to be involved in metabolism of the PIs. Six phytochemicals (Geranin, Apigenin, Fisetin, Luteolin, Phthalic acid and Gallic acid) were predicted to be inhibitors of CYP3A4 and, may slowdown elimination of PIs thereby maintain optimal PIs concentrations. Free binding energy analysis for antiviral activities identified four phytochemicals with favourable binding landscapes with HIV-1 protease enzyme. Epigallocatechin gallate and Kaempferol-7-glucoside exhibited pronounced structural evidence as potential HIV-1 protease enzyme inhibitors. This study acts as a steppingstone toward the use of natural products against diseases that are plagued with adverse drug-interactions.
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Affiliation(s)
- Idowu Kehinde
- KwaZulu-Natal Research, Innovation and Sequencing Platform (KRISP)/Genomics Unit, School of Laboratory Medicine and Medical Sciences, College of Health Sciences, Nelson R Mandela School of Medicine, University of KwaZulu-Natal, Medical Campus, Durban, 4001, South Africa
| | - Pritika Ramharack
- Department of Pharmacy, School of Health Sciences, University of KwaZulu-Natal, Westville Campus, Durban, 4001, South Africa
| | - Manimbulu Nlooto
- Department of Pharmacy, School of Health Sciences, University of KwaZulu-Natal, Westville Campus, Durban, 4001, South Africa
| | - Michelle Gordon
- KwaZulu-Natal Research, Innovation and Sequencing Platform (KRISP)/Genomics Unit, School of Laboratory Medicine and Medical Sciences, College of Health Sciences, Nelson R Mandela School of Medicine, University of KwaZulu-Natal, Medical Campus, Durban, 4001, South Africa
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7
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Kadirvelu K, Fathima NN. Self-assembly of keratin peptides: Its implication on the performance of electrospun PVA nanofibers. Sci Rep 2016; 6:36558. [PMID: 27812004 PMCID: PMC5109905 DOI: 10.1038/srep36558] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2016] [Accepted: 10/18/2016] [Indexed: 02/07/2023] Open
Abstract
Drawing inspiration from the field of designer self-assembling materials, this work is aimed to focus on the self-assembling nature of extracted peptides. Hair keratin, a proteinacious reject in tanning industry has been chosen since they have been extracted and used for wide range of applications. Keratin source was subjected to five hydrolysis treatments (viz., sulphitolysis, β-mercaptoethanol, ionic liquid, thioglycolic acid and alkali) and assayed for functional groups. This was followed by the prediction of secondary structure using circular dichroism, determining the microstructural level to which the extracted peptide has self-assembled. Sulphitolysis and thioglycolic acid based hydrolysates exist in monomeric conformation, whereas β-mercaptoethanol based hydrolysate exhibited dimeric conformation. The subsequent part of the study is to incorporate these peptides into the nanofibers to study the structural implication of keratin peptides on its characteristics. Accordingly, the peptides were electrospun with PVA and subjected to morphological, mechanical, thermal and biological characterizations. Monomeric nanofiber mat has high tensile strength of around 5.5 MPa and offered lower mass transport resistance, whereas dimeric mat has high Tm of around 290 °C and was more biocompatible. These results help in understanding the extraction-structure-function aspect of the hydrolysates stressing the role of extraction methods on the choice of application.
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Affiliation(s)
- Kavitha Kadirvelu
- Chemical laboratory, CSIR-CLRI, Adyar, Chennai -600020, Tamil Nadu, India
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8
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Kieslich CA, Tamamis P, Guzman YA, Onel M, Floudas CA. Highly Accurate Structure-Based Prediction of HIV-1 Coreceptor Usage Suggests Intermolecular Interactions Driving Tropism. PLoS One 2016; 11:e0148974. [PMID: 26859389 PMCID: PMC4747591 DOI: 10.1371/journal.pone.0148974] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/14/2015] [Accepted: 01/26/2016] [Indexed: 01/21/2023] Open
Abstract
HIV-1 entry into host cells is mediated by interactions between the V3-loop of viral glycoprotein gp120 and chemokine receptor CCR5 or CXCR4, collectively known as HIV-1 coreceptors. Accurate genotypic prediction of coreceptor usage is of significant clinical interest and determination of the factors driving tropism has been the focus of extensive study. We have developed a method based on nonlinear support vector machines to elucidate the interacting residue pairs driving coreceptor usage and provide highly accurate coreceptor usage predictions. Our models utilize centroid-centroid interaction energies from computationally derived structures of the V3-loop:coreceptor complexes as primary features, while additional features based on established rules regarding V3-loop sequences are also investigated. We tested our method on 2455 V3-loop sequences of various lengths and subtypes, and produce a median area under the receiver operator curve of 0.977 based on 500 runs of 10-fold cross validation. Our study is the first to elucidate a small set of specific interacting residue pairs between the V3-loop and coreceptors capable of predicting coreceptor usage with high accuracy across major HIV-1 subtypes. The developed method has been implemented as a web tool named CRUSH, CoReceptor USage prediction for HIV-1, which is available at http://ares.tamu.edu/CRUSH/.
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Affiliation(s)
- Chris A Kieslich
- Artie McFerrin Department of Chemical Engineering, Texas A&M University, College Station, TX, United States of America.,Texas A&M Energy Institute, Texas A&M University, College Station, TX, United States of America
| | - Phanourios Tamamis
- Artie McFerrin Department of Chemical Engineering, Texas A&M University, College Station, TX, United States of America.,Texas A&M Energy Institute, Texas A&M University, College Station, TX, United States of America
| | - Yannis A Guzman
- Artie McFerrin Department of Chemical Engineering, Texas A&M University, College Station, TX, United States of America.,Texas A&M Energy Institute, Texas A&M University, College Station, TX, United States of America.,Department of Chemical and Biological Engineering, Princeton University, Princeton, NJ, United States of America
| | - Melis Onel
- Artie McFerrin Department of Chemical Engineering, Texas A&M University, College Station, TX, United States of America.,Texas A&M Energy Institute, Texas A&M University, College Station, TX, United States of America
| | - Christodoulos A Floudas
- Artie McFerrin Department of Chemical Engineering, Texas A&M University, College Station, TX, United States of America.,Texas A&M Energy Institute, Texas A&M University, College Station, TX, United States of America
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9
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Pietrucci F, Vargiu AV, Kranjc A. HIV-1 Protease Dimerization Dynamics Reveals a Transient Druggable Binding Pocket at the Interface. Sci Rep 2015; 5:18555. [PMID: 26692118 PMCID: PMC4686983 DOI: 10.1038/srep18555] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2015] [Accepted: 11/19/2015] [Indexed: 12/30/2022] Open
Abstract
The binding mechanism of HIV-1 protease monomers leading to the catalytically competent dimeric enzyme has been investigated by means of state-of-the-art atomistic simulations. The emerging picture allows a deeper understanding of experimental observations and reveals that water molecules trapped at the interface have an important role in slowing down the kinetics of the association process. Unexpectedly, a cryptic binding pocket is identified at the interface of the complex, corresponding to a partially bound dimer that lacks enzymatic function. The pocket has a transient nature with a lifetime longer than 1 μs, and it displays very favorable druggability features. Docking as well as MM-GBSA free-energy calculations further support the possibility to target the new binding site by means of inhibitors able to prevent the complete dimerization by capturing the inactive conformation. This discovery could open the way to the rational design of a new class of anti-HIV drugs.
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Affiliation(s)
- Fabio Pietrucci
- Sorbonne Universités, UPMC University Paris 6, CNRS - UMR 7590, IMPMC, F-75005 Paris, France
| | | | - Agata Kranjc
- School of Pharmaceutical Sciences, University of Geneva, CH-1211 Geneva, Switzerland
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Rohrdanz MA, Zheng W, Clementi C. Discovering Mountain Passes via Torchlight: Methods for the Definition of Reaction Coordinates and Pathways in Complex Macromolecular Reactions. Annu Rev Phys Chem 2013; 64:295-316. [DOI: 10.1146/annurev-physchem-040412-110006] [Citation(s) in RCA: 150] [Impact Index Per Article: 12.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Affiliation(s)
| | - Wenwei Zheng
- Department of Chemistry, Rice University, Houston, Texas 77005;
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11
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A drug discovery platform: a simplified immunoassay for analyzing HIV protease activity. J Virol Methods 2012; 186:21-9. [PMID: 22846787 DOI: 10.1016/j.jviromet.2012.07.022] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/05/2011] [Revised: 07/17/2012] [Accepted: 07/18/2012] [Indexed: 01/09/2023]
Abstract
Although numerous methods for the determination of HIV protease (HIV-PR) activity have been described, new high-throughput assays are required for clinical and pharmaceutical applications due to the occurrence of resistant strains. In this study, a simple enzymatic immunoassay to identify HIV-PR activity was developed based on a Ni(2+)-immobilized His(6)-Matrix-Capsid substrate (H(6)MA-CA) is cleaved by HIV protease-His(6) (HIV-PRH(6)) which removes the CA domain and exposes the free C terminus of MA. Following this cleavage, two monoclonal antibodies specific for either the free C-terminal MA or CA epitope are used to quantify the proteolytic activity using a standard ELISA-based system. Specificity for detection of the HIV-PRH(6) activity was confirmed with addition of protease inhibitor (PI), lopinavir. In addition, the assay was able to detect an HIV-PR variant activity indicating that this assay is capable of assessing viral mutation affect HIV-PR activity. The efficacy of commercially available PIs and their 50% inhibitory concentration (IC(50)) were determined. This assay provides a high-throughput method for both validating the efficiency of new drugs in vitro and facilitating the discovery of new PIs. In addition, it could serve as a method for examining the influence of various mutations in HIV-PRs isolated from drug-resistant strains.
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Huang D, Caflisch A. How Does Darunavir Prevent HIV-1 Protease Dimerization? J Chem Theory Comput 2012; 8:1786-94. [PMID: 26593669 DOI: 10.1021/ct300032r] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
The drug Darunavir (DRV) is a potent inhibitor of HIV-1 protease (PR), a homodimeric essential enzyme of the AIDS virus. Recent experimental data suggest that DRV is able to prevent dimerization of HIV-1 PR, which, together with its high affinity for the mature enzyme, has been linked to the high genetic barrier to the development of viral resistance. The mechanism of dimerization inhibition and the binding mode(s) of DRV to monomeric HIV-1 PR are unknown. Here, multiple molecular dynamics simulations with explicit solvent (for a total of 11 μs with the CHARMM force field and 1 μs with the Amber force field) show that the monomer of HIV-1 PR is structurally stable and reveal a major binding mode of DRV. This binding mode is stabilized by favorable interactions between the apolar groups of DRV and the hydrophobic residues Ile32, Ile47, Ile50, Ile54, Pro79, Val82, and Ile84. The binding mode to monomeric HIV-1 PR identified by molecular dynamics is different from the two binding modes observed in the crystal structure of the complex with dimeric HIV-1 PR. As an example, there are no interactions between DRV and the catalytic Asp25 in the binding mode to monomeric HIV-1 PR revelead by the simulations. In contrast, the simulations show extensive and stable interactions between DRV and the flap (residues 46-55), which are likely to sterically hinder the formation of the flap interface as observed in the dimeric structure. Which of the two mechanisms of inhibition (dimerization inhibition by association with the flap or binding to the active site of the mature enzyme) dominates might depend on the HIV-1 PR mutations, and it is likely that dimerization inhibition is predominant for multiple mutations at the active site in multidrug resistant strains.
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Affiliation(s)
- Danzhi Huang
- Department of Biochemistry, University of Zürich , Winterthurerstrasse 190 CH-8057 Zürich, Switzerland
| | - Amedeo Caflisch
- Department of Biochemistry, University of Zürich , Winterthurerstrasse 190 CH-8057 Zürich, Switzerland
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13
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Borkar A, Rout MK, Hosur RV. Denaturation of HIV-1 Protease (PR) Monomer by Acetic Acid: Mechanistic and Trajectory Insights from Molecular Dynamics Simulations and NMR. J Biomol Struct Dyn 2012; 29:893-903. [DOI: 10.1080/073911012010525025] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/28/2022]
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14
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Mishra S, Caflisch A. Dynamics in the Active Site of β-Secretase: A Network Analysis of Atomistic Simulations. Biochemistry 2011; 50:9328-39. [DOI: 10.1021/bi2011948] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
Affiliation(s)
| | - Amedeo Caflisch
- Department
of Biochemistry, University of Zurich, Zurich, Switzerland
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15
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Borkar AN, Rout MK, Hosur RV. Visualization of early events in acetic acid denaturation of HIV-1 protease: a molecular dynamics study. PLoS One 2011; 6:e19830. [PMID: 21738569 PMCID: PMC3126794 DOI: 10.1371/journal.pone.0019830] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2010] [Accepted: 04/18/2011] [Indexed: 11/22/2022] Open
Abstract
Protein denaturation plays a crucial role in cellular processes. In this study, denaturation of HIV-1 Protease (PR) was investigated by all-atom MD simulations in explicit solvent. The PR dimer and monomer were simulated separately in 9 M acetic acid (9 M AcOH) solution and water to study the denaturation process of PR in acetic acid environment. Direct visualization of the denaturation dynamics that is readily available from such simulations has been presented. Our simulations in 9 M AcOH reveal that the PR denaturation begins by separation of dimer into intact monomers and it is only after this separation that the monomer units start denaturing. The denaturation of the monomers is flagged off by the loss of crucial interactions between the α-helix at C-terminal and surrounding β-strands. This causes the structure to transit from the equilibrium dynamics to random non-equilibrating dynamics. Residence time calculations indicate that denaturation occurs via direct interaction of the acetic acid molecules with certain regions of the protein in 9 M AcOH. All these observations have helped to decipher a picture of the early events in acetic acid denaturation of PR and have illustrated that the α-helix and the β-sheet at the C-terminus of a native and functional PR dimer should maintain both the stability and the function of the enzyme and thus present newer targets for blocking PR function.
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Affiliation(s)
- Aditi Narendra Borkar
- Institute of Bioinformatics and Biotechnology, University of Pune, Ganeshkhind, Pune, India
- Department of Chemical Sciences, Tata Institute of Fundamental Research, Homi Bhabha Road, Colaba, Mumbai, India
| | - Manoj Kumar Rout
- Department of Chemical Sciences, Tata Institute of Fundamental Research, Homi Bhabha Road, Colaba, Mumbai, India
| | - Ramakrishna V. Hosur
- Department of Chemical Sciences, Tata Institute of Fundamental Research, Homi Bhabha Road, Colaba, Mumbai, India
- UM-DAE Centre for Excellence in Basic Sciences, Mumbai University Campus, Kalina, Santa Cruz Mumbai, India
- * E-mail:
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16
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Sousa SF, Tamames B, Fernandes PA, Ramos MJ. Detailed atomistic analysis of the HIV-1 protease interface. J Phys Chem B 2011; 115:7045-57. [PMID: 21545127 DOI: 10.1021/jp200075s] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
HIV-1 protease is a very attractive target for the development of new anti-HIV drugs and has been extensively studied over the past decades. In this study, we present a detailed atomic level characterization of the dimer interface in the enzyme HIV-1 protease through computational alanine scanning mutagenesis and molecular dynamics simulations. In addition to a full mapping of the amino acid residues present at the subunit interface, in terms of the corresponding energetic contribution for dimer formation and of their classification as hot spots, warm spots, and null spots, we trace a dynamic analysis of the subunit interacting and solvent accessible surface areas and of the most important hydrogen bonds between subunits. The results presented illustrate the high energetic importance for dimer formation of a small set of five amino acid residue pairs at the subunit interface-Leu5, Ile50, Arg87, Leu97, and Phe99-and provide important clues on the most important structural and energetic determinants for dimer formation. In addition, the results presented suggest several key targets at the subunit interface for the development of new molecules that aim to inhibit HIV-1 protease (PR) activity through blocking the formation of the fully active PR homodimeric form, providing important clues for drug design.
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Affiliation(s)
- Sérgio Filipe Sousa
- REQUIMTE, Departamento de Química e Bioquímica, Faculdade de Ciências, Universidade do Porto, Porto, Portugal
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17
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Bonomi M, Barducci A, Gervasio FL, Parrinello M. Multiple routes and milestones in the folding of HIV-1 protease monomer. PLoS One 2010; 5:e13208. [PMID: 20967249 PMCID: PMC2954147 DOI: 10.1371/journal.pone.0013208] [Citation(s) in RCA: 14] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/05/2010] [Accepted: 09/11/2010] [Indexed: 11/25/2022] Open
Abstract
Proteins fold on a time scale incompatible with a mechanism of random search in conformational space thus indicating that somehow they are guided to the native state through a funneled energetic landscape. At the same time the heterogeneous kinetics suggests the existence of several different folding routes. Here we propose a scenario for the folding mechanism of the monomer of HIV–1 protease in which multiple pathways and milestone events coexist. A variety of computational approaches supports this picture. These include very long all-atom molecular dynamics simulations in explicit solvent, an analysis of the network of clusters found in multiple high-temperature unfolding simulations and a complete characterization of free-energy surfaces carried out using a structure-based potential at atomistic resolution and a combination of metadynamics and parallel tempering. Our results confirm that the monomer in solution is stable toward unfolding and show that at least two unfolding pathways exist. In our scenario, the formation of a hydrophobic core is a milestone in the folding process which must occur along all the routes that lead this protein towards its native state. Furthermore, the ensemble of folding pathways proposed here substantiates a rational drug design strategy based on inhibiting the folding of HIV–1 protease.
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Affiliation(s)
- Massimiliano Bonomi
- Computational Science, Department of Chemistry and Applied Biosciences, ETH Zurich, Lugano, Switzerland.
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18
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Martin S, Thompson A, Coutsias EA, Watson JP. Topology of cyclo-octane energy landscape. J Chem Phys 2010; 132:234115. [PMID: 20572697 DOI: 10.1063/1.3445267] [Citation(s) in RCA: 42] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Abstract
Understanding energy landscapes is a major challenge in chemistry and biology. Although a wide variety of methods have been invented and applied to this problem, very little is understood about the actual mathematical structures underlying such landscapes. Perhaps the most general assumption is the idea that energy landscapes are low-dimensional manifolds embedded in high-dimensional Euclidean space. While this is a very mild assumption, we have discovered an example of an energy landscape which is nonmanifold, demonstrating previously unknown mathematical complexity. The example occurs in the energy landscape of cyclo-octane, which was found to have the structure of a reducible algebraic variety, composed of the union of a sphere and a Klein bottle, intersecting in two rings.
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Affiliation(s)
- Shawn Martin
- Computer Science and Informatics, Sandia National Laboratories, Albuquerque, New Mexico 87185-1316, USA.
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19
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Lentini A, Tabolacci C, Melino S, Provenzano B, Beninati S. Post-translational modification of glutamine and lysine residues of HIV-1 aspartyl protease by transglutaminase increases its catalytic activity. Biochem Biophys Res Commun 2010; 393:546-50. [PMID: 20170637 DOI: 10.1016/j.bbrc.2010.02.060] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/05/2010] [Accepted: 02/10/2010] [Indexed: 11/30/2022]
Abstract
The human immunodeficiency virus type 1 aspartyl protease (HIV-1 PR) is a homodimeric aspartyl endopeptidase that is required for virus replication. HIV-1 PR was shown to act invitro as acyl-donor and -acceptor for both guinea pig liver transglutaminase (TG, EC 2.3.2.13) and human Factor XIIIa. These preliminary evidences suggested that the HIV-1 PR contains at least three TG-reactive glutaminyl and one lysyl residues. We report here that the incubation of HIV-1 PR with TG increases its catalytic activity. This increase is dependent upon the time of incubation, the concentration of TG and the presence of Ca2+. Identification of epsilon-(gamma-glutamyl)lysine in the proteolytic digest of the TG-modified HIV-1 PR suggested intramolecular covalent cross-linking of this protease which may promote a non-covalent dimerization and subsequent activation of this enzyme via a conformational change. This hypothesis is supported by the observation that the TG-catalyzed activation of HIV-1 PR was completely abolished by spermidine (SPD) which acts as a competitive inhibitor of epsilon-(gamma-glutamyl)lysine formation. Indeed, in the presence of 1mM SPD the formation of the isopeptide was decreased of about 80%. The main products of the TG-catalyzed modification of HIV-1 PR in the presence of SPD were N(1)-mono(gamma-glutamyl)SPD and N(8)-mono(gamma-glutamyl)SPD. Negligible amount of N(1),N(8)-bis(gamma-glutamyl)SPD were found. The significance of these results is discussed with respect to the activation of the protease by post-translational modification and design of potential inhibitors.
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20
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Ekonomiuk D, Caflisch A. Activation of the West Nile virus NS3 protease: molecular dynamics evidence for a conformational selection mechanism. Protein Sci 2009; 18:1003-11. [PMID: 19388022 DOI: 10.1002/pro.110] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
The flaviviral nonstructural 3 protease (NS3pro) is essential for virus replication and is therefore a pharmaceutically relevant target to fight Dengue and West Nile virus (WNV). NS3pro is a chymotrypsin-like serine protease which requires a polypeptide cofactor (NS2B) for activation. Recent X-ray crystallography studies have led to the suggestion that the substrate binds to the two-component NS2B-NS3pro enzyme by an induced-fit mechanism. Here, multiple explicit water molecular dynamics simulations of the WNV NS2B-NS3pro enzyme show that the active conformation of the NS2B cofactor (in which its beta-loop is part of the substrate binding site) is stable over a 50-ns time scale even in the absence of the inhibitor. The partial and reversible opening of the NSB2 beta-loop and its correlated motion with an adjacent NS3pro loop, both observed in the simulations started from the active conformation, are likely to facilitate substrate binding and product release. Moreover, in five of eight simulations without inhibitor (started from two X-ray structures both with improperly formed oxyanion hole) the Thr132-Gly133 peptide bond flips spontaneously thereby promoting the formation of the catalytically competent oxyanion hole, which then stays stable until the end of the runs. The simulation results provide evidence at atomic level of detail that the substrate binds to the NS2B-NS3pro enzyme by conformational selection, rather than induced-fit mechanism.
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Affiliation(s)
- Dariusz Ekonomiuk
- Department of Biochemistry, University of Zurich, CH-8057 Zurich, Switzerland
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21
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Broglia RA, Levy Y, Tiana G. HIV-1 protease folding and the design of drugs which do not create resistance. Curr Opin Struct Biol 2008; 18:60-6. [DOI: 10.1016/j.sbi.2007.10.004] [Citation(s) in RCA: 25] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/08/2007] [Accepted: 10/29/2007] [Indexed: 10/22/2022]
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22
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Yan MC, Sha Y, Wang J, Xiong XQ, Ren JH, Cheng MS. Molecular dynamics simulations of HIV‐1 protease monomer: Assembly of N‐terminus and C‐terminus into β‐sheet in water solution. Proteins 2008; 70:731-8. [PMID: 17729281 DOI: 10.1002/prot.21539] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
HIV-1 protease (HIV-PR) consists of two identical subunits that are united together through a four-stranded antiparallel beta-sheet formed of the peptide termini of each monomer. Since the active site exists only in the dimer, a strategy that is attracting more and more attention in inhibitor design and which may overcome the serious drug resistance caused by competitive inhibitors is to block the peptide termini of the monomer, thereby interfering with formation of the active dimer. In the present work, we performed several extensive molecular dynamics (MD) simulations of the HIV-PR monomer in water to illustrate its solvated conformation and dynamics behavior. We found that the peptide termini usually assembled into beta-sheet after several nanoseconds' simulation, and became much less flexible. This beta-sheet is stabilized by intramolecular interactions and is not easily disaggregated under the present MD simulation conditions. This transformation may be an important transition during the relaxing and equilibrating of the HIV-PR monomer in aqueous solution, and the terminal beta-sheet may be one of the major conformations of the solvated HIV-PR monomer termini in water. This work may provide new insights into the dynamics behavior and dimerization mechanism of HIV-PR, and more significantly, offer a more rational receptor model for the design and discovery of novel dimerization inhibitors than crystalline structures.
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Affiliation(s)
- Mao-Cai Yan
- Key Laboratory of New Drugs Design and Discovery of Liaoning Province, School of Pharmaceutical Engineering, Shenyang Pharmaceutical University, Shenyang 110016, People's Republic of China
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23
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Koh Y, Matsumi S, Das D, Amano M, Davis DA, Li J, Leschenko S, Baldridge A, Shioda T, Yarchoan R, Ghosh AK, Mitsuya H. Potent Inhibition of HIV-1 Replication by Novel Non-peptidyl Small Molecule Inhibitors of Protease Dimerization. J Biol Chem 2007; 282:28709-28720. [PMID: 17635930 DOI: 10.1074/jbc.m703938200] [Citation(s) in RCA: 106] [Impact Index Per Article: 5.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022] Open
Abstract
Dimerization of HIV-1 protease subunits is essential for its proteolytic activity, which plays a critical role in HIV-1 replication. Hence, the inhibition of protease dimerization represents a unique target for potential intervention of HIV-1. We developed an intermolecular fluorescence resonance energy transfer-based HIV-1-expression assay employing cyan and yellow fluorescent protein-tagged protease monomers. Using this assay, we identified non-peptidyl small molecule inhibitors of protease dimerization. These inhibitors, including darunavir and two experimental protease inhibitors, blocked protease dimerization at concentrations of as low as 0.01 microm and blocked HIV-1 replication with IC(50) values of 0.0002-0.48 microm. These agents also inhibited the proteolytic activity of mature protease. Other approved anti-HIV-1 agents examined except tipranavir, a CCR5 inhibitor, and soluble CD4 failed to block the dimerization event. Once protease monomers dimerize to become mature protease, mature protease is not dissociated by this dimerization inhibition mechanism, suggesting that these agents block dimerization at the nascent stage of protease maturation. The proteolytic activity of mature protease that managed to undergo dimerization despite the presence of these agents is likely to be inhibited by the same agents acting as conventional protease inhibitors. Such a dual inhibition mechanism should lead to highly potent inhibition of HIV-1.
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Affiliation(s)
- Yasuhiro Koh
- Department of Hematology, Kumamoto University Graduate School of Medical and Pharmaceutical Sciences, 1-1-1 Honjo, Kumamoto 860-8556, Japan; Department of Infectious Diseases, Kumamoto University Graduate School of Medical and Pharmaceutical Sciences, 1-1-1 Honjo, Kumamoto 860-8556, Japan
| | - Shintaro Matsumi
- Department of Hematology, Kumamoto University Graduate School of Medical and Pharmaceutical Sciences, 1-1-1 Honjo, Kumamoto 860-8556, Japan; Department of Infectious Diseases, Kumamoto University Graduate School of Medical and Pharmaceutical Sciences, 1-1-1 Honjo, Kumamoto 860-8556, Japan
| | - Debananda Das
- Experimental Retrovirology Section, NCI, National Institutes of Health, Bethesda, Maryland 20892
| | - Masayuki Amano
- Department of Hematology, Kumamoto University Graduate School of Medical and Pharmaceutical Sciences, 1-1-1 Honjo, Kumamoto 860-8556, Japan; Department of Infectious Diseases, Kumamoto University Graduate School of Medical and Pharmaceutical Sciences, 1-1-1 Honjo, Kumamoto 860-8556, Japan
| | - David A Davis
- Retroviral Disease Section, HIV and AIDS Malignancy Branch, NCI, National Institutes of Health, Bethesda, Maryland 20892
| | - Jianfeng Li
- Departments of Chemistry and Medicinal Chemistry, Purdue University, West Lafayette, Indiana 47907
| | - Sofiya Leschenko
- Departments of Chemistry and Medicinal Chemistry, Purdue University, West Lafayette, Indiana 47907
| | - Abigail Baldridge
- Departments of Chemistry and Medicinal Chemistry, Purdue University, West Lafayette, Indiana 47907
| | - Tatsuo Shioda
- Department of Viral Infections, Research Institute for Microbial Diseases, Osaka University, Osaka 565-0871, Japan
| | - Robert Yarchoan
- Retroviral Disease Section, HIV and AIDS Malignancy Branch, NCI, National Institutes of Health, Bethesda, Maryland 20892
| | - Arun K Ghosh
- Departments of Chemistry and Medicinal Chemistry, Purdue University, West Lafayette, Indiana 47907
| | - Hiroaki Mitsuya
- Department of Hematology, Kumamoto University Graduate School of Medical and Pharmaceutical Sciences, 1-1-1 Honjo, Kumamoto 860-8556, Japan; Department of Infectious Diseases, Kumamoto University Graduate School of Medical and Pharmaceutical Sciences, 1-1-1 Honjo, Kumamoto 860-8556, Japan; Experimental Retrovirology Section, NCI, National Institutes of Health, Bethesda, Maryland 20892.
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24
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Bonomi M, Gervasio FL, Tiana G, Provasi D, Broglia RA, Parrinello M. Insight into the folding inhibition of the HIV-1 protease by a small peptide. Biophys J 2007; 93:2813-21. [PMID: 17573430 PMCID: PMC1989711 DOI: 10.1529/biophysj.107.106369] [Citation(s) in RCA: 33] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
It has recently been shown that the highly protected segments 24-34 (S2) and 83-93 (S8) of each of the two 99-mers of human immunodeficiency virus type 1 protease play an essential role in the folding of the monomers, giving rise to the so-called (postcritical) folding nucleus ((FN) minimum condensation unit ensuring folding) when they dock. This scenario received further support from model calculations that demonstrated that the peptide p-S8, displaying an amino acid sequence identical to the corresponding (83-93) segment of the monomer, can be used to interfere with the formation of the FN and eventually to inhibit folding by docking the fragment 24-34. Experiments in vitro and in cells infected with ex vivo wild-type and multiresistant HIV isolates confirm that the inhibition power of p-S8 is robust. On the other hand, there is no direct evidence demonstrating the validity of the proposed mechanism of inhibition associated with p-S8. To shed light on this question and to provide the basis for the design of a molecule mimetic to p-S8, to be used as lead of an eventual drug against AIDS, we study, in this paper, with the help of all-atom simulations in explicit solvent and the novel method of metadynamics combined with parallel tempering: a), the free energy and the equilibrium structure of each of the peptides p-S2 and p-S8; b), the details of the docking mechanism of the two peptides and the free energy associated with this process. Whereas p-S8 is found to be well structured, p-S2 is rather flexible, wrapping itself around p-S8 to give rise to the FN, which is stabilized by three particular hydrogen bonds.
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Affiliation(s)
- Massimiliano Bonomi
- Computational Science, Department of Chemistry and Applied Biosciences, ETH Zürich, Lugano, Switzerland.
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25
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Levy† Y, Last I, Jortner J. Dynamics of fission and Coulomb explosion of multicharged large finite systems. Mol Phys 2006. [DOI: 10.1080/00268970500525630] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/24/2022]
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26
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Abstract
Many cellular functions rely on interactions among proteins and between proteins and nucleic acids. The limited success of binding predictions may suggest that the physical and chemical principles of protein binding have to be revisited to correctly capture the essence of protein recognition. In this Account, we discuss the power of reduced models to study the physics of protein assembly. Since energetic frustration is sufficiently small, native topology-based models, which correspond to perfectly unfrustrated energy landscapes, have shown that binding mechanisms are robust and governed primarily by the protein's native topology. These models impressively capture many of the binding characteristics found in experiments and highlight the fundamental role of flexibility in binding. The essential role of solvent molecules and electrostatic interactions in binding is also discussed. Despite the success of the minimally frustrated models to describe the dynamics and mechanisms of binding, the actual degree of frustration has to be explored to quantify the capacity of a protein to bind specifically to other proteins. We have found that introducing mutations can significantly reduce specificity by introducing an additional binding mode. Deciphering and quantifying the key ingredients for biological self-assembly is invaluable to reading out genomic sequences and understanding cellular interaction networks.
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Affiliation(s)
- Yaakov Levy
- Center for Theoretical Biological Physics, Department of Physics, University of California at San Diego, 9500 Gilman Drive, La Jolla, California 92093, USA
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27
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Abstract
The actin-binding protein p57 is a member of mammalian coronin-like proteins. The roles of this protein in phagocytic processes conceivably depend on its interactions with F-actin. Two regions, p57(1-34) and p57(111-204), were previously reported to be actin-binding sites. In this study, we found that the C-terminal region of p57, p57(297-461), also possessed F-actin binding activity. Furthermore, the leucine zipper domain at the C-terminus of p57(297-461) was essential for this actin-binding activity. The F-actin cross-linking assay revealed that the region contained in p57(297-461) was sufficient to cross-link actin filaments. Our results strongly suggested that there was a new actin-binding region at the C-terminus of p57.
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Affiliation(s)
- Chang Zhen Liu
- Department of Biological Sciences and Biotechnology, State Key Laboratory of Biomembranes, Tsinghua University, Beijing 100084, China
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28
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Broglia RA, Tiana G, Sutto L, Provasi D, Simona F. Design of HIV-1-PR inhibitors that do not create resistance: blocking the folding of single monomers. Protein Sci 2005; 14:2668-81. [PMID: 16195553 PMCID: PMC2253289 DOI: 10.1110/ps.051670905] [Citation(s) in RCA: 22] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/25/2022]
Abstract
The main problems found in designing drugs are those of optimizing the drug-target interaction and of avoiding the insurgence of resistance. We suggest a scheme for the design of inhibitors that can be used as leads for the development of a drug and that do not face either of these problems, and then apply it to the case of HIV-1-PR. It is based on the knowledge that the folding of single-domain proteins, such as each of the monomers forming the HIV-1-PR homodimer, is controlled by local elementary structures (LES), stabilized by local contacts among hydrophobic, strongly interacting, and highly conserved amino acids that play a central role in the folding process. Because LES have evolved over many generations to recognize and strongly interact with each other so as to make the protein fold fast and avoid aggregation with other proteins, highly specific (and thus little toxic) as well as effective folding-inhibitor molecules suggest themselves: short peptides (or eventually their mimetic molecules) displaying the same amino acid sequence of that of LES (p-LES). Aside from being specific and efficient, these inhibitors are expected not to induce resistance; in fact, mutations in HIV-1-PR that successfully avoid the action of p-LES imply the destabilization of one or more LES and thus should lead to protein denaturation. Making use of Monte Carlo simulations, we first identify the LES of the HIV-1-PR and then show that the corresponding p-LES peptides act as effective inhibitors of the folding of the protease.
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29
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Gorfe AA, Caflisch A. Functional Plasticity in the Substrate Binding Site of β-Secretase. Structure 2005; 13:1487-98. [PMID: 16216580 DOI: 10.1016/j.str.2005.06.015] [Citation(s) in RCA: 76] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2005] [Revised: 06/20/2005] [Accepted: 06/28/2005] [Indexed: 10/25/2022]
Abstract
The aspartic protease beta-secretase (BACE) cleaves the amyloid precursor protein into a 42 residue beta-peptide, which is the principal biochemical marker of Alzheimer's disease. Multiple explicit-water molecular dynamics simulations of the apo and inhibitor bound structures of BACE indicate that both open- and closed-flap conformations are accessible at room temperature and should be taken into account for inhibitor design. Correlated motion is observed within each of the two lobes of BACE, as well as for the interfacial region. A self-inhibited conformation with the side chain of Tyr71 occupying the S(1) pocket is present in some of the unbound simulations. The reversible loss of the side chain hydrogen bond between the catalytic Asp32 and Ser35, due to the concomitant reorientation of the Ser35 hydroxyl group and a water molecule conserved in pepsin-like enzymes, provides further evidence for the suggestion that Ser35 assists in proton acceptance and release by Asp32 during catalysis.
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Affiliation(s)
- Alemayehu A Gorfe
- Department of Biochemistry, University of Zurich, Winterthurerstrasse 190, CH-8057 Zurich, Switzerland.
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30
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Tóth G, Borics A. Flap opening mechanism of HIV-1 protease. J Mol Graph Model 2005; 24:465-74. [PMID: 16188477 DOI: 10.1016/j.jmgm.2005.08.008] [Citation(s) in RCA: 57] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/22/2005] [Revised: 08/22/2005] [Accepted: 08/23/2005] [Indexed: 11/23/2022]
Abstract
The active site of aspartic proteases, such as HIV-1 protease (PR), is covered by one or more flaps, which restrict access to the active site. For HIV-1 PR, X-ray diffraction studies suggested that in the free enzyme the two flaps are packed onto each other loosely in a semi-open conformation, while molecular dynamics (MD) studies observed that the flaps can also separate into open conformations. In this study, the mechanism of flap opening and the structure and dynamics of HIV-1 PR with semi-open and open flap conformations were investigated using molecular dynamics simulations. The flaps showed complex dynamic behavior as two distinct mechanisms of flap opening and various stable flap conformations (semi-open, open and curled) were observed during the simulations. A network of weakly polar interactions between the flaps were proposed to be responsible for stabilizing the semi-open flap conformation. It is hypothesized that such interactions could be responsible for making flap opening a highly sensitive gating mechanism which control access to the active site.
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Affiliation(s)
- Gergely Tóth
- Locus Pharmaceuticals, Four Valley Square, 512 Township Line Rd., Blue Bell, PA 19422, USA.
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31
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Wittayanarakul K, Aruksakunwong O, Saen-oon S, Chantratita W, Parasuk V, Sompornpisut P, Hannongbua S. Insights into saquinavir resistance in the G48V HIV-1 protease: quantum calculations and molecular dynamic simulations. Biophys J 2004; 88:867-79. [PMID: 15542562 PMCID: PMC1305161 DOI: 10.1529/biophysj.104.046110] [Citation(s) in RCA: 50] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
The spread of acquired immune deficiency syndrome has increasingly become a great concern owing largely to the failure of chemotherapies. The G48V is considered the key signature residue mutation of HIV-1 protease developing with saquinavir therapy. Molecular dynamics simulations of the wild-type and the G48V HIV-1 protease complexed with saquinavir were carried out to explore structure and interactions of the drug resistance. The molecular dynamics results combined with the quantum-based and molecular mechanics Poisson-Boltzmann surface area calculations indicated a monoprotonation took place on D25, one of the triad active site residues. The inhibitor binding of the triad residues and its interaction energy in the mutant were similar to those in the wild-type. The overall structure of both complexes is almost identical. However, the steric conflict of the substituted valine results in the conformational change of the P2 subsite and the disruption of hydrogen bonding between the -NH of the P2 subsite and the backbone -CO of the mutated residue. The magnitude of interaction energy changes was comparable to the experimental K(i) data. The designing for a new drug should consider a reduction of steric repulsion on P2 to enhance the activity toward this mutant strain.
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32
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Levy Y, Caflisch A, Onuchic JN, Wolynes PG. The folding and dimerization of HIV-1 protease: evidence for a stable monomer from simulations. J Mol Biol 2004; 340:67-79. [PMID: 15184023 DOI: 10.1016/j.jmb.2004.04.028] [Citation(s) in RCA: 83] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/05/2003] [Revised: 03/27/2004] [Accepted: 04/03/2004] [Indexed: 11/18/2022]
Abstract
HIV-1 protease (PR) is a major drug target in combating AIDS, as it plays a key role in maturation and replication of the virus. Six FDA-approved drugs are currently in clinical use, all designed to inhibit enzyme activity by blocking the active site, which exists only in the dimer. An alternative inhibition mode would be required to overcome the emergence of drug-resistance through the accumulation of mutations. This might involve inhibiting the formation of the dimer itself. Here, the folding of HIV-1 PR dimer is studied with several simulation models appropriate for folding mechanism studies. Simulations with an off-lattice Gō-model, which corresponds to a perfectly funneled energy landscape, indicate that the enzyme is formed by association of structured monomers. All-atom molecular dynamics simulations strongly support the stability of an isolated monomer. The conjunction of results from a model that focuses on the protein topology and a detailed all-atom force-field model suggests, in contradiction to some reported equilibrium denaturation experiments, that monomer folding and dimerization are decoupled. The simulation result is, however, in agreement with the recent NMR detection of folded monomers of HIV-1 PR mutants with a destabilized interface. Accordingly, the design of dimerization inhibitors should not focus only on the flexible N and C termini that constitute most of the dimer interface, but also on other structured regions of the monomer. In particular, the relatively high phi values for residues 23-35 and 79-87 in both the folding and binding transition states, together with their proximity to the interface, highlight them as good targets for inhibitor design.
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Affiliation(s)
- Yaakov Levy
- Department of Biochemistry, University of Zurich, Winterthurerstrasse 190, CH-8057 Zurich, Switzerland.
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33
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Affiliation(s)
- Amedeo Caflisch
- Department of Biochemistry, University of Zurich, Winterthurerstrasse 190, CH-8057 Zurich, Switzerland.
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