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Raghavan B, Paulikat M, Ahmad K, Callea L, Rizzi A, Ippoliti E, Mandelli D, Bonati L, De Vivo M, Carloni P. Drug Design in the Exascale Era: A Perspective from Massively Parallel QM/MM Simulations. J Chem Inf Model 2023; 63:3647-3658. [PMID: 37319347 PMCID: PMC10302481 DOI: 10.1021/acs.jcim.3c00557] [Citation(s) in RCA: 17] [Impact Index Per Article: 17.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/13/2023] [Indexed: 06/17/2023]
Abstract
The initial phases of drug discovery - in silico drug design - could benefit from first principle Quantum Mechanics/Molecular Mechanics (QM/MM) molecular dynamics (MD) simulations in explicit solvent, yet many applications are currently limited by the short time scales that this approach can cover. Developing scalable first principle QM/MM MD interfaces fully exploiting current exascale machines - so far an unmet and crucial goal - will help overcome this problem, opening the way to the study of the thermodynamics and kinetics of ligand binding to protein with first principle accuracy. Here, taking two relevant case studies involving the interactions of ligands with rather large enzymes, we showcase the use of our recently developed massively scalable Multiscale Modeling in Computational Chemistry (MiMiC) QM/MM framework (currently using DFT to describe the QM region) to investigate reactions and ligand binding in enzymes of pharmacological relevance. We also demonstrate for the first time strong scaling of MiMiC-QM/MM MD simulations with parallel efficiency of ∼70% up to >80,000 cores. Thus, among many others, the MiMiC interface represents a promising candidate toward exascale applications by combining machine learning with statistical mechanics based algorithms tailored for exascale supercomputers.
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Affiliation(s)
- Bharath Raghavan
- Computational
Biomedicine, Institute of Advanced Simulations IAS-5/Institute for
Neuroscience and Medicine INM-9, Forschungszentrum
Jülich GmbH, Jülich 52428, Germany
- Department
of Physics, RWTH Aachen University, Aachen 52074, Germany
| | - Mirko Paulikat
- Computational
Biomedicine, Institute of Advanced Simulations IAS-5/Institute for
Neuroscience and Medicine INM-9, Forschungszentrum
Jülich GmbH, Jülich 52428, Germany
| | - Katya Ahmad
- Computational
Biomedicine, Institute of Advanced Simulations IAS-5/Institute for
Neuroscience and Medicine INM-9, Forschungszentrum
Jülich GmbH, Jülich 52428, Germany
| | - Lara Callea
- Department
of Earth and Environmental Sciences, University
of Milano-Bicocca, Piazza della Scienza 1, 20126 Milan, Italy
| | - Andrea Rizzi
- Computational
Biomedicine, Institute of Advanced Simulations IAS-5/Institute for
Neuroscience and Medicine INM-9, Forschungszentrum
Jülich GmbH, Jülich 52428, Germany
- Atomistic
Simulations, Italian Institute of Technology, Genova 16163, Italy
| | - Emiliano Ippoliti
- Computational
Biomedicine, Institute of Advanced Simulations IAS-5/Institute for
Neuroscience and Medicine INM-9, Forschungszentrum
Jülich GmbH, Jülich 52428, Germany
| | - Davide Mandelli
- Computational
Biomedicine, Institute of Advanced Simulations IAS-5/Institute for
Neuroscience and Medicine INM-9, Forschungszentrum
Jülich GmbH, Jülich 52428, Germany
| | - Laura Bonati
- Department
of Earth and Environmental Sciences, University
of Milano-Bicocca, Piazza della Scienza 1, 20126 Milan, Italy
| | - Marco De Vivo
- Molecular
Modelling and Drug Discovery, Italian Institute
of Technology, Genova 16163, Italy
| | - Paolo Carloni
- Computational
Biomedicine, Institute of Advanced Simulations IAS-5/Institute for
Neuroscience and Medicine INM-9, Forschungszentrum
Jülich GmbH, Jülich 52428, Germany
- Department
of Physics and Universitätsklinikum, RWTH Aachen University, Aachen 52074, Germany
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2
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Li TJ, Wen BY, Ma XH, Huang WT, Wu JZ, Lin XM, Zhang YJ, Li JF. Rapid and Simple Analysis of the Human Pepsin Secondary Structure Using a Portable Raman Spectrometer. Anal Chem 2021; 94:1318-1324. [PMID: 34928126 DOI: 10.1021/acs.analchem.1c04531] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
Human pepsin is a digestive protease that plays an important role in the human digestive system. The secondary structure of human pepsin determines its bioactivity. Therefore, an in-depth understanding of human pepsin secondary structure changes is particularly important for the further improvement of the efficiency of human pepsin biological function. However, the complexity and diversity of the human pepsin secondary structure make its analysis difficult. Herein, a convenient method has been developed to quickly detect the secondary structure of human pepsin using a portable Raman spectrometer. According to the change of surface-enhanced Raman spectroscopy (SERS) signal intensity and activity of human pepsin at different pH values, we analyze the change of the human pepsin secondary structure. The results show that the content of the β-sheet gradually increased with the increase in the pH in the active range, which is in good agreement with circular dichroism (CD) measurements. The change of the secondary structure improves the sensitivity of human pepsin SERS detection. Meanwhile, human pepsin is a commonly used disease marker for the noninvasive diagnosis of gastroesophageal reflux disease (GERD); the detection limit of human pepsin we obtained is 2 μg/mL by the abovementioned method. The real clinical detection scenario is also simulated by spiking pepsin solution in saliva, and the standard recovery rate is 80.7-92.3%. These results show the great prospect of our method in studying the protein secondary structure and furthermore promote the application of SERS in clinical diagnosis.
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Affiliation(s)
- Tong-Jiang Li
- Women and Children's Hospital Affiliated to Xiamen University, School of medicine, College of Chemistry and Chemical Engineering, College of Energy, Xiamen University, Xiamen 361005, China
| | - Bao-Ying Wen
- Women and Children's Hospital Affiliated to Xiamen University, School of medicine, College of Chemistry and Chemical Engineering, College of Energy, Xiamen University, Xiamen 361005, China
| | - Xiao-Hui Ma
- Women and Children's Hospital Affiliated to Xiamen University, School of medicine, College of Chemistry and Chemical Engineering, College of Energy, Xiamen University, Xiamen 361005, China
| | - Wan-Ting Huang
- Women and Children's Hospital Affiliated to Xiamen University, School of medicine, College of Chemistry and Chemical Engineering, College of Energy, Xiamen University, Xiamen 361005, China
| | - Jin-Zhun Wu
- Women and Children's Hospital Affiliated to Xiamen University, School of medicine, College of Chemistry and Chemical Engineering, College of Energy, Xiamen University, Xiamen 361005, China
| | - Xiu-Mei Lin
- Women and Children's Hospital Affiliated to Xiamen University, School of medicine, College of Chemistry and Chemical Engineering, College of Energy, Xiamen University, Xiamen 361005, China
| | - Yue-Jiao Zhang
- Women and Children's Hospital Affiliated to Xiamen University, School of medicine, College of Chemistry and Chemical Engineering, College of Energy, Xiamen University, Xiamen 361005, China
| | - Jian-Feng Li
- Women and Children's Hospital Affiliated to Xiamen University, School of medicine, College of Chemistry and Chemical Engineering, College of Energy, Xiamen University, Xiamen 361005, China
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3
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Elsässer B, Goettig P. Mechanisms of Proteolytic Enzymes and Their Inhibition in QM/MM Studies. Int J Mol Sci 2021; 22:3232. [PMID: 33810118 PMCID: PMC8004986 DOI: 10.3390/ijms22063232] [Citation(s) in RCA: 17] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2021] [Revised: 02/24/2021] [Accepted: 02/26/2021] [Indexed: 12/11/2022] Open
Abstract
Experimental evidence for enzymatic mechanisms is often scarce, and in many cases inadvertently biased by the employed methods. Thus, apparently contradictory model mechanisms can result in decade long discussions about the correct interpretation of data and the true theory behind it. However, often such opposing views turn out to be special cases of a more comprehensive and superior concept. Molecular dynamics (MD) and the more advanced molecular mechanical and quantum mechanical approach (QM/MM) provide a relatively consistent framework to treat enzymatic mechanisms, in particular, the activity of proteolytic enzymes. In line with this, computational chemistry based on experimental structures came up with studies on all major protease classes in recent years; examples of aspartic, metallo-, cysteine, serine, and threonine protease mechanisms are well founded on corresponding standards. In addition, experimental evidence from enzyme kinetics, structural research, and various other methods supports the described calculated mechanisms. One step beyond is the application of this information to the design of new and powerful inhibitors of disease-related enzymes, such as the HIV protease. In this overview, a few examples demonstrate the high potential of the QM/MM approach for sophisticated pharmaceutical compound design and supporting functions in the analysis of biomolecular structures.
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Affiliation(s)
| | - Peter Goettig
- Structural Biology Group, Department of Biosciences, University of Salzburg, Billrothstrasse 11, 5020 Salzburg, Austria;
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Ugbaja SC, Appiah-Kubi P, Lawal MM, Gumede NS, Kumalo HM. Unravelling the molecular basis of AM-6494 high potency at BACE1 in Alzheimer's disease: an integrated dynamic interaction investigation. J Biomol Struct Dyn 2021; 40:5253-5265. [PMID: 33410374 DOI: 10.1080/07391102.2020.1869099] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023]
Abstract
β-amyloid precursor protein cleaving enzyme1 (BACE1) has prominently been an important drug design target implicated in Alzheimer's disease pathway. The failure rate of most of the already tested drugs at different clinical phases remains a major concern. Recently, AM-6494 was reported as a novel potent, highly selective, and orally effective inhibitor against BACE1. AM-6494 displayed no alteration of skin/fur colour in animal studies, an adverse effect common to previous BACE1 inhibitors. However, the atomistic molecular mechanism of BACE1 inhibition by AM-6494 remains unclear. To elucidate the binding mechanism of AM-6494 relative to umibecestat (CNP-520) as well as the structural changes when bound to BACE1, advanced computational techniques such as accelerated MD simulation and principal component analysis have been utilised. The results demonstrated higher binding affinity of AM-6494 at BACE1 with van der Waals as dominant energy contributor compared to umibecestat. Conformational monitoring of the β-hairpin flap covering the active site revealed an effective flap closure when bound with AM-6494 compared to CNP-520, which predominantly alternates between semi-open and closed conformations. The observed effective flap closure of AM-6494 explains its higher inhibitory power towards BACE1. Besides the catalytic Asp32/228 dyad, Tyr14, Leu30, Tyr71 and Gly230 represent critical residues in the potency of these inhibitors at BACE1 binding interface. The findings highlighted in this research provide a basis to explain AM-6494 high inhibitory potency and might assist in the design of new inhibitors with improved selectivity and potency for BACE1.
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Affiliation(s)
- Samuel C Ugbaja
- Discipline of Medical Biochemistry, School of Laboratory Medicine and Medical Science, University of KwaZulu-Natal, Durban, South Africa
| | - Patrick Appiah-Kubi
- Discipline of Pharmaceutical Sciences, School of Health Sciences, University of KwaZulu-Natal, Durban, South Africa
| | - Monsurat M Lawal
- Discipline of Medical Biochemistry, School of Laboratory Medicine and Medical Science, University of KwaZulu-Natal, Durban, South Africa
| | - Nelisiwe S Gumede
- Discipline of Medical Biochemistry, School of Laboratory Medicine and Medical Science, University of KwaZulu-Natal, Durban, South Africa
| | - Hezekiel M Kumalo
- Discipline of Medical Biochemistry, School of Laboratory Medicine and Medical Science, University of KwaZulu-Natal, Durban, South Africa
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5
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Lawal MM, Sanusi ZK, Govender T, Maguire GE, Honarparvar B, Kruger HG. From Recognition to Reaction Mechanism: An Overview on the Interactions between HIV-1 Protease and its Natural Targets. Curr Med Chem 2020; 27:2514-2549. [DOI: 10.2174/0929867325666181113122900] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2018] [Revised: 11/04/2018] [Accepted: 11/07/2018] [Indexed: 12/28/2022]
Abstract
Current investigations on the Human Immunodeficiency Virus Protease (HIV-1
PR) as a druggable target towards the treatment of AIDS require an update to facilitate further
development of promising inhibitors with improved inhibitory activities. For the past two
decades, up to 100 scholarly reports appeared annually on the inhibition and catalytic mechanism
of HIV-1 PR. A fundamental literature review on the prerequisite of HIV-1 PR action
leading to the release of the infectious virion is absent. Herein, recent advances (both computationally
and experimentally) on the recognition mode and reaction mechanism of HIV-1 PR
involving its natural targets are provided. This review features more than 80 articles from
reputable journals. Recognition of the natural Gag and Gag-Pol cleavage junctions by this
enzyme and its mutant analogs was first addressed. Thereafter, a comprehensive dissect of
the enzymatic mechanism of HIV-1 PR on its natural polypeptide sequences from literature
was put together. In addition, we highlighted ongoing research topics in which in silico
methods could be harnessed to provide deeper insights into the catalytic mechanism of the
HIV-1 protease in the presence of its natural substrates at the molecular level. Understanding
the recognition and catalytic mechanism of HIV-1 PR leading to the release of an infective
virion, which advertently affects the immune system, will assist in designing mechanismbased
inhibitors with improved bioactivity.
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Affiliation(s)
- Monsurat M. Lawal
- Catalysis and Peptide Research Unit, School of Health Sciences, University of KwaZulu-Natal, Durban 4041, South Africa
| | - Zainab K. Sanusi
- Catalysis and Peptide Research Unit, School of Health Sciences, University of KwaZulu-Natal, Durban 4041, South Africa
| | - Thavendran Govender
- Catalysis and Peptide Research Unit, School of Health Sciences, University of KwaZulu-Natal, Durban 4041, South Africa
| | - Glenn E.M. Maguire
- Catalysis and Peptide Research Unit, School of Health Sciences, University of KwaZulu-Natal, Durban 4041, South Africa
| | - Bahareh Honarparvar
- Catalysis and Peptide Research Unit, School of Health Sciences, University of KwaZulu-Natal, Durban 4041, South Africa
| | - Hendrik G. Kruger
- Catalysis and Peptide Research Unit, School of Health Sciences, University of KwaZulu-Natal, Durban 4041, South Africa
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Ahsan M, Senapati S. Water Plays a Cocatalytic Role in Epoxide Ring Opening Reaction in Aspartate Proteases: A QM/MM Study. J Phys Chem B 2019; 123:7955-7964. [PMID: 31468966 DOI: 10.1021/acs.jpcb.9b04575] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Aspartate proteases are potential targets for various diseases, and many of their inhibitors are FDA-approved drugs. However, these peptidomimetic and reversibly bound drugs become ineffective upon prolonged use. Attempts have been made to design and synthesize various nonpeptidic epoxide-based irreversible inhibitors to combat the drug-resistance enigma. Here, we study the mechanism of epoxide ring opening in two widely studied aspartate proteases, HIV-1 protease and pepsin. Our results from QM/MM molecular dynamics show that the epoxide ring opening in aspartate proteases follow a two-step mechanism with the formation of an oxyanion intermediate, stabilized by a set of water molecules in the protein active site. These water molecules by virtue of "low-barrier hydrogen bonds" with the epoxide ring reduce the intrinsic reaction barrier while remaining structurally unperturbed, thus playing a cocatalytic role. We validated our results by reproducing the experimentally observed protease/pepsin-epoxide covalent complexes as end products. The observed stability of our oxyanion intermediate in a four-water-coordinated state is also consistent with the reported stable state of the hydroxide ion in water as OH-(H2O)4. Our study could pave the way for the design of new class "HIV protease irreversible inhibitors" from the acquired knowledge of the structures of intermediate and transition states traced during the explored reaction mechanism.
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Affiliation(s)
- Mohd Ahsan
- 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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7
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A fundamental catalytic difference between zinc and manganese dependent enzymes revealed in a bacterial isatin hydrolase. Sci Rep 2018; 8:13104. [PMID: 30166577 PMCID: PMC6117287 DOI: 10.1038/s41598-018-31259-y] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2018] [Accepted: 08/15/2018] [Indexed: 11/18/2022] Open
Abstract
The catalytic mechanism of the cyclic amidohydrolase isatin hydrolase depends on a catalytically active manganese in the substrate-binding pocket. The Mn2+ ion is bound by a motif also present in other metal dependent hydrolases like the bacterial kynurenine formamidase. The crystal structures of the isatin hydrolases from Labrenzia aggregata and Ralstonia solanacearum combined with activity assays allow for the identification of key determinants specific for the reaction mechanism. Active site residues central to the hydrolytic mechanism include a novel catalytic triad Asp-His-His supported by structural comparison and hybrid quantum mechanics/classical mechanics simulations. A hydrolytic mechanism for a Mn2+ dependent amidohydrolases that disfavour Zn2+ as the primary catalytically active site metal proposed here is supported by these likely cases of convergent evolution. The work illustrates a fundamental difference in the substrate-binding mode between Mn2+ dependent isatin hydrolase like enzymes in comparison with the vast number of Zn2+ dependent enzymes.
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8
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Paladino A, Marchetti F, Ponzoni L, Colombo G. The Interplay between Structural Stability and Plasticity Determines Mutation Profiles and Chaperone Dependence in Protein Kinases. J Chem Theory Comput 2018; 14:1059-1070. [DOI: 10.1021/acs.jctc.7b00997] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Antonella Paladino
- Istituto di Chimica del Riconoscimento Molecolare, CNR, Via Mario Bianco 9, 20131 Milano, Italy
| | - Filippo Marchetti
- Istituto di Chimica del Riconoscimento Molecolare, CNR, Via Mario Bianco 9, 20131 Milano, Italy
| | - Luca Ponzoni
- Molecular
and Statistical Biophysics, International School for Advanced Studies (SISSA), I-34136 Trieste, Italy
| | - Giorgio Colombo
- Istituto di Chimica del Riconoscimento Molecolare, CNR, Via Mario Bianco 9, 20131 Milano, Italy
- Dipartimento
di Chimica, Università di Pavia, V.le Taramelli 12, 27100 Pavia, Italy
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McGillewie L, Ramesh M, Soliman ME. Sequence, Structural Analysis and Metrics to Define the Unique Dynamic Features of the Flap Regions Among Aspartic Proteases. Protein J 2017; 36:385-396. [PMID: 28762197 DOI: 10.1007/s10930-017-9735-9] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/30/2023]
Abstract
Aspartic proteases are a class of hydrolytic enzymes that have been implicated in a number of diseases such as HIV, malaria, cancer and Alzheimer's. The flap region of aspartic proteases is a characteristic unique structural feature of these enzymes; and found to have a profound impact on protein overall structure, function and dynamics. Flap dynamics also plays a crucial role in drug binding and drug resistance. Therefore, understanding the structure and dynamic behavior of this flap regions is crucial in the design of potent and selective inhibitors against aspartic proteases. Defining metrics that can describe the flap motion/dynamics has been a challenging topic in literature. This review is the first attempt to compile comprehensive information on sequence, structure, motion and metrics used to assess the dynamics of the flap region of different aspartic proteases in "one pot". We believe that this review would be of critical importance to the researchers from different scientific domains.
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Affiliation(s)
- Lara McGillewie
- Molecular Modelling & Drug Design Research Group, School of Health Sciences, University of KwaZulu-Natal (UKZN), Westville, Durban, 4001, South Africa
| | - Muthusamy Ramesh
- Molecular Modelling & Drug Design Research Group, School of Health Sciences, University of KwaZulu-Natal (UKZN), Westville, Durban, 4001, South Africa
| | - Mahmoud E Soliman
- Molecular Modelling & Drug Design Research Group, School of Health Sciences, University of KwaZulu-Natal (UKZN), Westville, Durban, 4001, South Africa.
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10
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Di Pietro O, Juárez-Jiménez J, Muñoz-Torrero D, Laughton CA, Luque FJ. Unveiling a novel transient druggable pocket in BACE-1 through molecular simulations: Conformational analysis and binding mode of multisite inhibitors. PLoS One 2017; 12:e0177683. [PMID: 28505196 PMCID: PMC5432175 DOI: 10.1371/journal.pone.0177683] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/23/2016] [Accepted: 05/01/2017] [Indexed: 12/30/2022] Open
Abstract
The critical role of BACE-1 in the formation of neurotoxic ß-amyloid peptides in the brain makes it an attractive target for an efficacious treatment of Alzheimer's disease. However, the development of clinically useful BACE-1 inhibitors has proven to be extremely challenging. In this study we examine the binding mode of a novel potent inhibitor (compound 1, with IC50 80 nM) designed by synergistic combination of two fragments-huprine and rhein-that individually are endowed with very low activity against BACE-1. Examination of crystal structures reveals no appropriate binding site large enough to accommodate 1. Therefore we have examined the conformational flexibility of BACE-1 through extended molecular dynamics simulations, paying attention to the highly flexible region shaped by loops 8-14, 154-169 and 307-318. The analysis of the protein dynamics, together with studies of pocket druggability, has allowed us to detect the transient formation of a secondary binding site, which contains Arg307 as a key residue for the interaction with small molecules, at the edge of the catalytic cleft. The formation of this druggable "floppy" pocket would enable the binding of multisite inhibitors targeting both catalytic and secondary sites. Molecular dynamics simulations of BACE-1 bound to huprine-rhein hybrid compounds support the feasibility of this hypothesis. The results provide a basis to explain the high inhibitory potency of the two enantiomeric forms of 1, together with the large dependence on the length of the oligomethylenic linker. Furthermore, the multisite hypothesis has allowed us to rationalize the inhibitory potency of a series of tacrine-chromene hybrid compounds, specifically regarding the apparent lack of sensitivity of the inhibition constant to the chemical modifications introduced in the chromene unit. Overall, these findings pave the way for the exploration of novel functionalities in the design of optimized BACE-1 multisite inhibitors.
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Affiliation(s)
- Ornella Di Pietro
- Laboratory of Pharmaceutical Chemistry, Faculty of Pharmacy and Food Sciences, and Institute of Biomedicine, University of Barcelona, Barcelona, Spain
| | - Jordi Juárez-Jiménez
- Department of Nutrition, Food Science and Gastronomy, Faculty of Pharmacy and Food Sciences, and Institute of Biomedicine, Campus Torribera, University of Barcelona, Santa Coloma de Gramenet, Spain
| | - Diego Muñoz-Torrero
- Laboratory of Pharmaceutical Chemistry, Faculty of Pharmacy and Food Sciences, and Institute of Biomedicine, University of Barcelona, Barcelona, Spain
| | - Charles A. Laughton
- School of Pharmacy and Centre for Biomolecular Sciences, University Park, Nottingham, United Kingdom
- * E-mail: (CAL); (FJL)
| | - F. Javier Luque
- Department of Nutrition, Food Science and Gastronomy, Faculty of Pharmacy and Food Sciences, and Institute of Biomedicine, Campus Torribera, University of Barcelona, Santa Coloma de Gramenet, Spain
- * E-mail: (CAL); (FJL)
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11
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Brás NF, Ferreira P, Calixto AR, Jaspars M, Houssen W, Naismith JH, Fernandes PA, Ramos MJ. The Catalytic Mechanism of the Marine-Derived Macrocyclase PatGmac. Chemistry 2016; 22:13089-97. [PMID: 27389424 DOI: 10.1002/chem.201601670] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/10/2016] [Indexed: 11/11/2022]
Abstract
Cyclic peptides are a class of compounds with high therapeutic potential, possessing bioactivities including antitumor and antiviral (including anti-HIV). Despite their desirability, efficient design and production of these compounds has not been achieved to date. The catalytic mechanism of patellamide macrocyclization by the PatG macrocyclase domain has been computationally investigated by using quantum mechanics/molecular mechanics methodology, specifically ONIOM(M06/6-311++G(2d,2p):ff94//B3LYP/6-31G(d):ff94). The mechanism proposed herein begins with a proton transfer from Ser783 to His 618 and from the latter to Asp548. Nucleophilic attack of Ser783 on the substrate leads to the formation of an acyl-enzyme covalent complex. The leaving group Ala-Tyr-Asp-Gly (AYDG) of the substrate is protonated by the substrate's N terminus, leading to the breakage of the P1-P1' bond. Finally, the substrate's N terminus attacks the P1 residue, decomposing the acyl-enzyme complex forming the macrocycle. The formation and decomposition of the acyl-enzyme complex have the highest activation free energies (21.1 kcal mol(-1) and 19.8 kcal mol(-1) respectively), typical of serine proteases. Understanding the mechanism behind the macrocyclization of patellamides will be important to the application of the enzymes in the pharmaceutical and biotechnological industries.
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Affiliation(s)
- Natércia F Brás
- UCIBIO, REQUIMTE, Departamento de Química e Bioquímica, Faculdade de Ciências, Universidade do Porto, Rua do Campo Alegre s/n, 4169-007, Porto, Portugal
| | - Pedro Ferreira
- UCIBIO, REQUIMTE, Departamento de Química e Bioquímica, Faculdade de Ciências, Universidade do Porto, Rua do Campo Alegre s/n, 4169-007, Porto, Portugal
| | - Ana R Calixto
- UCIBIO, REQUIMTE, Departamento de Química e Bioquímica, Faculdade de Ciências, Universidade do Porto, Rua do Campo Alegre s/n, 4169-007, Porto, Portugal
| | - Marcel Jaspars
- Marine Biodiscovery Centre, Department of Chemistry, University of Aberdeen, Old Aberdeen, AB24 3UE, Scotland, UK
| | - Wael Houssen
- Institute of Medical Sciences, University of Aberdeen, Aberdeen, AB25 2ZD, Scotland, UK.,Pharmacognosy Department, Faculty of Pharmacy, Mansoura University, Mansoura, 35516, Egypt
| | - James H Naismith
- Biomedical Sciences Research Complex, University of St Andrews, North Haugh, St Andrews, Fife, KY16 9ST, Scotland, UK
| | - Pedro A Fernandes
- UCIBIO, REQUIMTE, Departamento de Química e Bioquímica, Faculdade de Ciências, Universidade do Porto, Rua do Campo Alegre s/n, 4169-007, Porto, Portugal
| | - Maria J Ramos
- UCIBIO, REQUIMTE, Departamento de Química e Bioquímica, Faculdade de Ciências, Universidade do Porto, Rua do Campo Alegre s/n, 4169-007, Porto, Portugal.
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12
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Paul TJ, Barman A, Ozbil M, Bora RP, Zhang T, Sharma G, Hoffmann Z, Prabhakar R. Mechanisms of peptide hydrolysis by aspartyl and metalloproteases. Phys Chem Chem Phys 2016; 18:24790-24801. [DOI: 10.1039/c6cp02097f] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
Peptide hydrolysis has been involved in a wide range of biological, biotechnological, and industrial applications.
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Affiliation(s)
- Thomas J. Paul
- Department of Chemistry
- University of Miami
- Coral Gables
- USA
| | - Arghya Barman
- Department of Chemistry
- University of Miami
- Coral Gables
- USA
| | - Mehmet Ozbil
- Department of Chemistry
- University of Miami
- Coral Gables
- USA
| | | | - Tingting Zhang
- Department of Chemistry
- University of Miami
- Coral Gables
- USA
| | - Gaurav Sharma
- Department of Chemistry
- University of Miami
- Coral Gables
- USA
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13
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Conformational Dynamics and Binding Free Energies of Inhibitors of BACE-1: From the Perspective of Protonation Equilibria. PLoS Comput Biol 2015; 11:e1004341. [PMID: 26506513 PMCID: PMC4623973 DOI: 10.1371/journal.pcbi.1004341] [Citation(s) in RCA: 29] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2015] [Accepted: 05/17/2015] [Indexed: 11/19/2022] Open
Abstract
BACE-1 is the β-secretase responsible for the initial amyloidogenesis in Alzheimer’s disease, catalyzing hydrolytic cleavage of substrate in a pH-sensitive manner. The catalytic mechanism of BACE-1 requires water-mediated proton transfer from aspartyl dyad to the substrate, as well as structural flexibility in the flap region. Thus, the coupling of protonation and conformational equilibria is essential to a full in silico characterization of BACE-1. In this work, we perform constant pH replica exchange molecular dynamics simulations on both apo BACE-1 and five BACE-1-inhibitor complexes to examine the effect of pH on dynamics and inhibitor binding properties of BACE-1. In our simulations, we find that solution pH controls the conformational flexibility of apo BACE-1, whereas bound inhibitors largely limit the motions of the holo enzyme at all levels of pH. The microscopic pKa values of titratable residues in BACE-1 including its aspartyl dyad are computed and compared between apo and inhibitor-bound states. Changes in protonation between the apo and holo forms suggest a thermodynamic linkage between binding of inhibitors and protons localized at the dyad. Utilizing our recently developed computational protocol applying the binding polynomial formalism to the constant pH molecular dynamics (CpHMD) framework, we are able to obtain the pH-dependent binding free energy profiles for various BACE-1-inhibitor complexes. Our results highlight the importance of correctly addressing the binding-induced protonation changes in protein-ligand systems where binding accompanies a net proton transfer. This work comprises the first application of our CpHMD-based free energy computational method to protein-ligand complexes and illustrates the value of CpHMD as an all-purpose tool for obtaining pH-dependent dynamics and binding free energies of biological systems. Formation of insoluble amyloid plaques in the vascular and hippocampal areas of the brain characterizes Alzheimer’s disease, a devastating neurodegenerative disorder causing dementia. Site-specific hydrolytic catalysis of β-secretase, or BACE-1, is responsible for production of oligomerative amyloid β-peptide. As the catalytic activity of BACE-1 is pH-dependent and its structural dynamics are intrinsic to the catalysis, we examine the dependence of dynamics of BACE-1 on solution pH and its implications on the catalytic mechanism of BACE-1. Also, we highlight the importance of accurate description of protonation states of the titratable groups in computer-aided drug discovery targeting BACE-1. We hope the understanding of pH dependence of the dynamics and inhibitor binding properties of BACE-1 will aid the structure-based inhibitor design efforts against Alzheimer’s disease.
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Li M, Gustchina A, Cruz R, Simões M, Curto P, Martinez J, Faro C, Simões I, Wlodawer A. Structure of RC1339/APRc from Rickettsia conorii, a retropepsin-like aspartic protease. ACTA CRYSTALLOGRAPHICA. SECTION D, BIOLOGICAL CRYSTALLOGRAPHY 2015; 71:2109-18. [PMID: 26457434 PMCID: PMC4601372 DOI: 10.1107/s1399004715013905] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/01/2015] [Accepted: 07/22/2015] [Indexed: 11/10/2022]
Abstract
The crystal structures of two constructs of RC1339/APRc from Rickettsia conorii, consisting of either residues 105-231 or 110-231 followed by a His tag, have been determined in three different crystal forms. As predicted, the fold of a monomer of APRc resembles one-half of the mandatory homodimer of retroviral pepsin-like aspartic proteases (retropepsins), but the quaternary structure of the dimer of APRc differs from that of the canonical retropepsins. The observed dimer is most likely an artifact of the expression and/or crystallization conditions since it cannot support the previously reported enzymatic activity of this bacterial aspartic protease. However, the fold of the core of each monomer is very closely related to the fold of retropepsins from a variety of retroviruses and to a single domain of pepsin-like eukaryotic enzymes, and may represent a putative common ancestor of monomeric and dimeric aspartic proteases.
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Affiliation(s)
- Mi Li
- Protein Structure Section, Macromolecular Crystallography Laboratory, National Cancer Institute, Frederick, MD 21702, USA
- Basic Science Program, Leidos Biomedical Research, Frederick National Laboratory for Cancer Research, Frederick, MD 21702, USA
| | - Alla Gustchina
- Protein Structure Section, Macromolecular Crystallography Laboratory, National Cancer Institute, Frederick, MD 21702, USA
| | - Rui Cruz
- CNC – Center for Neuroscience and Cell Biology, University of Coimbra, 3004-517 Coimbra, Portugal
- Biocant, Biotechnology Innovation Center, 3060-197 Cantanhede, Portugal
| | - Marisa Simões
- CNC – Center for Neuroscience and Cell Biology, University of Coimbra, 3004-517 Coimbra, Portugal
- Biocant, Biotechnology Innovation Center, 3060-197 Cantanhede, Portugal
| | - Pedro Curto
- CNC – Center for Neuroscience and Cell Biology, University of Coimbra, 3004-517 Coimbra, Portugal
- Vector-Borne Diseases Laboratories, Department of Pathobiological Sciences, School of Veterinary Medicine, Louisiana State University, Baton Rouge, LA 70803, USA
| | - Juan Martinez
- Vector-Borne Diseases Laboratories, Department of Pathobiological Sciences, School of Veterinary Medicine, Louisiana State University, Baton Rouge, LA 70803, USA
| | - Carlos Faro
- CNC – Center for Neuroscience and Cell Biology, University of Coimbra, 3004-517 Coimbra, Portugal
- Biocant, Biotechnology Innovation Center, 3060-197 Cantanhede, Portugal
| | - Isaura Simões
- CNC – Center for Neuroscience and Cell Biology, University of Coimbra, 3004-517 Coimbra, Portugal
- Biocant, Biotechnology Innovation Center, 3060-197 Cantanhede, Portugal
| | - Alexander Wlodawer
- Protein Structure Section, Macromolecular Crystallography Laboratory, National Cancer Institute, Frederick, MD 21702, USA
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15
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Calixto AR, Brás NF, Fernandes PA, Ramos MJ. Reaction Mechanism of Human Renin Studied by Quantum Mechanics/Molecular Mechanics (QM/MM) Calculations. ACS Catal 2014. [DOI: 10.1021/cs500497f] [Citation(s) in RCA: 27] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
Affiliation(s)
- Ana R. Calixto
- REQUIMTE/Departamento
de
Química e Bioquímica, Faculdade de Ciências, Universidade do Porto, Rua do Campo Alegre s/n, 4169-007 Porto, Portugal
| | - Natércia F. Brás
- REQUIMTE/Departamento
de
Química e Bioquímica, Faculdade de Ciências, Universidade do Porto, Rua do Campo Alegre s/n, 4169-007 Porto, Portugal
| | - Pedro A. Fernandes
- REQUIMTE/Departamento
de
Química e Bioquímica, Faculdade de Ciências, Universidade do Porto, Rua do Campo Alegre s/n, 4169-007 Porto, Portugal
| | - Maria J. Ramos
- REQUIMTE/Departamento
de
Química e Bioquímica, Faculdade de Ciências, Universidade do Porto, Rua do Campo Alegre s/n, 4169-007 Porto, Portugal
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16
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Microbial aspartic proteases: current and potential applications in industry. Appl Microbiol Biotechnol 2014; 98:8853-68. [PMID: 25269600 DOI: 10.1007/s00253-014-6035-6] [Citation(s) in RCA: 41] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/24/2014] [Revised: 08/15/2014] [Accepted: 08/16/2014] [Indexed: 01/18/2023]
Abstract
Aspartic proteases are a relatively small group of proteolytic enzymes that are active in acidic environments and are found across all forms of life. Certain microorganisms secrete such proteases as virulence agents and/or in order to break down proteins thereby liberating assimilable sources of nitrogen. Some of the earlier applications of these proteolytic enzymes are found in the manufacturing of cheese where they are used as milk-clotting agents. Over the last decade, they have received tremendous research interest because of their involvement in human diseases. Furthermore, there has also been a growing interest on these enzymes for their applications in several other industries. Recent research suggests in particular that they could be used in the wine industry to prevent the formation of protein haze while preserving the wines' organoleptic properties. In this mini-review, the properties and mechanisms of action of aspartic proteases are summarized. Thereafter, a brief overview of the industrial applications of this specific class of proteases is provided. The use of aspartic proteases as alternatives to clarifying agents in various beverage industries is mentioned, and the potential applications in the wine industry are thoroughly discussed.
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17
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Barman A, Prabhakar R. Computational Insights into Substrate and Site Specificities, Catalytic Mechanism, and Protonation States of the Catalytic Asp Dyad of β -Secretase. SCIENTIFICA 2014; 2014:598728. [PMID: 25309776 PMCID: PMC4189502 DOI: 10.1155/2014/598728] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 03/05/2014] [Accepted: 06/21/2014] [Indexed: 06/04/2023]
Abstract
In this review, information regarding substrate and site specificities, catalytic mechanism, and protonation states of the catalytic Asp dyad of β-secretase (BACE1) derived from computational studies has been discussed. BACE1 catalyzes the rate-limiting step in the generation of Alzheimer amyloid beta peptide through the proteolytic cleavage of the amyloid precursor protein. Due to its biological functioning, this enzyme has been considered as one of the most important targets for finding the cure for Alzheimer's disease. Molecular dynamics (MD) simulations suggested that structural differences in the key regions (inserts A, D, and F and the 10s loop) of the enzyme are responsible for the observed difference in its activities towards the WT- and SW-substrates. The modifications in the flap, third strand, and insert F regions were found to be involved in the alteration in the site specificity of the glycosylphosphatidylinositol bound form of BACE1. Our QM and QM/MM calculations suggested that BACE1 hydrolyzed the SW-substrate more efficiently than the WT-substrate and that cleavage of the peptide bond occurred in the rate-determining step. The results from molecular docking studies showed that the information concerning a single protonation state of the Asp dyad is not enough to run an in silico screening campaign.
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Affiliation(s)
- Arghya Barman
- Department of Chemistry, University of Miami, 1301 Memorial Drive, Coral Gables, FL 33146, USA
| | - Rajeev Prabhakar
- Department of Chemistry, University of Miami, 1301 Memorial Drive, Coral Gables, FL 33146, USA
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18
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Mateo JJ, Maicas S, Thieβen C. Biotechnological characterisation of exocellular proteases produced by enologicalHanseniasporaisolates. Int J Food Sci Technol 2014. [DOI: 10.1111/ijfs.12654] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
Affiliation(s)
- Jose Juan Mateo
- Departamento de Microbiología y Ecología; Universitat de València; Dr. Moliner, 50 Burjassot E-46100 Spain
| | - Sergi Maicas
- Departamento de Microbiología y Ecología; Universitat de València; Dr. Moliner, 50 Burjassot E-46100 Spain
| | - Carina Thieβen
- Technische Universität Braunschweig; Braunschweig D-38106 Germany
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19
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Cruz R, Huesgen P, Riley SP, Wlodawer A, Faro C, Overall CM, Martinez JJ, Simões I. RC1339/APRc from Rickettsia conorii is a novel aspartic protease with properties of retropepsin-like enzymes. PLoS Pathog 2014; 10:e1004324. [PMID: 25144529 PMCID: PMC4140852 DOI: 10.1371/journal.ppat.1004324] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2014] [Accepted: 07/09/2014] [Indexed: 11/18/2022] Open
Abstract
Members of the species Rickettsia are obligate intracellular, gram-negative, arthropod-borne pathogens of humans and other mammals. The life-threatening character of diseases caused by many Rickettsia species and the lack of reliable protective vaccine against rickettsioses strengthens the importance of identifying new protein factors for the potential development of innovative therapeutic tools. Herein, we report the identification and characterization of a novel membrane-embedded retropepsin-like homologue, highly conserved in 55 Rickettsia genomes. Using R. conorii gene homologue RC1339 as our working model, we demonstrate that, despite the low overall sequence similarity to retropepsins, the gene product of rc1339 APRc (for Aspartic Protease from Rickettsia conorii) is an active enzyme with features highly reminiscent of this family of aspartic proteases, such as autolytic activity impaired by mutation of the catalytic aspartate, accumulation in the dimeric form, optimal activity at pH 6, and inhibition by specific HIV-1 protease inhibitors. Moreover, specificity preferences determined by a high-throughput profiling approach confirmed common preferences between this novel rickettsial enzyme and other aspartic proteases, both retropepsins and pepsin-like. This is the first report on a retropepsin-like protease in gram-negative intracellular bacteria such as Rickettsia, contributing to the analysis of the evolutionary relationships between the two types of aspartic proteases. Additionally, we have also shown that APRc is transcribed and translated in R. conorii and R. rickettsii and is integrated into the outer membrane of both species. Finally, we demonstrated that APRc is sufficient to catalyze the in vitro processing of two conserved high molecular weight autotransporter adhesin/invasion proteins, Sca5/OmpB and Sca0/OmpA, thereby suggesting the participation of this enzyme in a relevant proteolytic pathway in rickettsial life-cycle. As a novel bona fide member of the retropepsin family of aspartic proteases, APRc emerges as an intriguing target for therapeutic intervention against fatal rickettsioses. Several rickettsiae are pathogenic to humans by causing severe infections, including epidemic typhus (Rickettsia prowazekii), Rocky Mountain spotted fever (Rickettsia rickettsii), and Mediterranean spotted fever (Rickettsia conorii). Progress in correlating rickettsial genes and gene functions has been greatly hampered by the intrinsic difficulty in working with these obligate intracellular bacteria, despite the increasing insights into the mechanisms of pathogenesis of and the immune response to rickettsioses. Therefore, comparison of the multiple available genomes of Rickettsia is proving to be the most practical method to identify new factors that may play a role in pathogenicity. Here, we identified and characterized a novel retropepsin-like enzyme, APRc, that is expressed by at least two pathogenic rickettsial species, R. conorii and R. rickettsii. We have also established that APRc acts to process two major surface antigen/virulence determinants (OmpB/Sca5, OmpA/Sca0) in vitro and we suggest that this processing event is important for protein function. We demonstrate that APRc is specifically inhibited by drugs clinically used to treat HIV infections, providing the exciting possibility of targeting this enzyme for therapeutic intervention. With this work, we demonstrate that retropepsin-type aspartic proteases are indeed present in prokaryotes, suggesting that these enzymes may represent an ancestral form of these proteases.
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Affiliation(s)
- Rui Cruz
- The Center for Neuroscience and Cell Biology (CNC), Coimbra, Portugal
- Biocant, Biotechnology Innovation Center, Cantanhede, Portugal
| | - Pitter Huesgen
- Centre for Blood Research and Department of Biological and Medical Sciences, Faculty of Dentistry, University of British Columbia, Vancouver, British Columbia, Canada
| | - Sean P. Riley
- Vector-Borne Diseases Laboratories, Department of Pathobiological Sciences, School of Veterinary Medicine, Louisiana State University, Baton Rouge, Louisiana, United States of America
| | - Alexander Wlodawer
- Protein Structure Section, Macromolecular Crystallography Laboratory, National Cancer Institute at Frederick, Frederick, Maryland, United States of America
| | - Carlos Faro
- The Center for Neuroscience and Cell Biology (CNC), Coimbra, Portugal
- Biocant, Biotechnology Innovation Center, Cantanhede, Portugal
| | - Christopher M. Overall
- Centre for Blood Research and Department of Biological and Medical Sciences, Faculty of Dentistry, University of British Columbia, Vancouver, British Columbia, Canada
- Department of Biochemistry and Molecular Biology, University of British Columbia, Vancouver, British Columbia, Canada
| | - Juan J. Martinez
- Vector-Borne Diseases Laboratories, Department of Pathobiological Sciences, School of Veterinary Medicine, Louisiana State University, Baton Rouge, Louisiana, United States of America
- * E-mail: (JJM); (IS)
| | - Isaura Simões
- The Center for Neuroscience and Cell Biology (CNC), Coimbra, Portugal
- Biocant, Biotechnology Innovation Center, Cantanhede, Portugal
- * E-mail: (JJM); (IS)
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20
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Ghemtio L, Muzet N. Retrospective molecular docking study of WY-25105 ligand to β-secretase and bias of the three-dimensional structure flexibility. J Mol Model 2013; 19:2971-9. [DOI: 10.1007/s00894-013-1821-0] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/04/2012] [Accepted: 03/10/2013] [Indexed: 01/04/2023]
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21
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Brás NF, Fernandes PA, Ramos MJ. Molecular dynamics studies on both bound and unbound renin protease. J Biomol Struct Dyn 2013; 32:351-63. [PMID: 23527826 DOI: 10.1080/07391102.2013.768553] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/27/2022]
Abstract
The aspartic protease renin (REN) catalyses the rate-limiting step in the Renin-Angiotensin-Aldosterone System (RAAS), which regulates cardiovascular and renal homoeostasis in living organisms. Renin blockage is therefore an attractive therapeutic strategy for the treatment of hypertension. Herein, computational approaches were used to provide a structural characterization of the binding site, flap opening and dynamic rearrangements of REN in the key conserved residues and water molecules, with the binding of a dodecapeptide substrate or different inhibitors. All these structural insights during catalysis may assist future studies in developing novel strategies for REN inactivation. Our molecular dynamics simulations of several unbound-REN and bound-REN systems indicate similar flexible-segments plasticity with larger fluctuations in those belonging to the C-domain (exposed to the solvent). These segments are thought to assist the flap opening and closure to allow the binding of the substrate and catalytic water molecules. The unbound-REN simulation suggests that the flap can acquire three different conformations: closed, semi-open and open. Our results indicate that the semi-open conformation is already sufficient and appropriate for the binding of the angiotensinogen (Ang) tail, thus contributing to the high specificity of REN, and that both semi-open and open flap conformations are present in free and complexed enzymes. We additionally observed that the Tyr75-Trp39 H-bond has an important role in assisting flap movement, and we highlight several conserved water molecules and amino acids that are essential for the proper catalytic activity of REN.
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Affiliation(s)
- Natércia F Brás
- a REQUIMTE, Departamento de Química e Bioquímica, Faculdade de Ciências , Universidade do Porto , Rua do Campo Alegre s/n, 4169-007 , Porto , Portugal
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22
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Barman A, Prabhakar R. Elucidating the catalytic mechanism of β-secretase (BACE1): a quantum mechanics/molecular mechanics (QM/MM) approach. J Mol Graph Model 2013; 40:1-9. [PMID: 23337572 DOI: 10.1016/j.jmgm.2012.12.010] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2012] [Revised: 12/04/2012] [Accepted: 12/17/2012] [Indexed: 12/18/2022]
Abstract
In this quantum mechanics/molecular mechanics (QM/MM) study, the mechanisms of the hydrolytic cleavage of the Met2-Asp3 and Leu2-Asp3 peptide bonds of the amyloid precursor protein (WT-substrate) and its Swedish mutant (SW) respectively catalyzed by β-secretase (BACE1) have been investigated by explicitly including the electrostatic and steric effects of the protein environment in the calculations. BACE1 catalyzes the rate-determining step in the generation of Alzheimer amyloid beta peptides and is widely acknowledged as a promising therapeutic target. The general acid-base mechanism followed by the enzyme proceeds through the following two steps: (1) formation of the gem-diol intermediate and (2) cleavage of the peptide bond. The formation of the gem-diol intermediate occurs with the barriers of 19.6 and 16.1 kcal/mol for the WT- and SW-substrate respectively. The QM/MM energetics predict that with the barriers of 21.9 and 17.2 kcal/mol for the WT- and SW-substrate respectively the cleavage of the peptide bond occurs in the rate-determining step. The computed barriers are in excellent agreement with the measured barrier of ∼18.0 kcal/mol for the SW-substrate and in line with the experimental observation that the cleavage of this substrate is sixty times more efficient than the WT-substrate.
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Affiliation(s)
- Arghya Barman
- Department of Chemistry, University of Miami, 1301 Memorial Drive, Coral Gables, FL 33146, USA
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23
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Micheletti C. Comparing proteins by their internal dynamics: exploring structure-function relationships beyond static structural alignments. Phys Life Rev 2012. [PMID: 23199577 DOI: 10.1016/j.plrev.2012.10.009] [Citation(s) in RCA: 70] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/27/2023]
Abstract
The growing interest for comparing protein internal dynamics owes much to the realisation that protein function can be accompanied or assisted by structural fluctuations and conformational changes. Analogously to the case of functional structural elements, those aspects of protein flexibility and dynamics that are functionally oriented should be subject to evolutionary conservation. Accordingly, dynamics-based protein comparisons or alignments could be used to detect protein relationships that are more elusive to sequence and structural alignments. Here we provide an account of the progress that has been made in recent years towards developing and applying general methods for comparing proteins in terms of their internal dynamics and advance the understanding of the structure-function relationship.
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Affiliation(s)
- Cristian Micheletti
- Scuola Internazionale Superiore di Studi Avanzati, via Bonomea 265, Trieste, Italy.
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24
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Brás NF, Ramos MJ, Fernandes PA. The catalytic mechanism of mouse renin studied with QM/MM calculations. Phys Chem Chem Phys 2012; 14:12605-13. [PMID: 22796659 DOI: 10.1039/c2cp41422h] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
Hypertension is a chronic condition that affects nearly 25% of adults worldwide. As the Renin-Angiotensin-Aldosterone System is implicated in the control of blood pressure and body fluid homeostasis, its combined blockage is an attractive therapeutic strategy currently in use for the treatment of several cardiovascular conditions. We have performed QM/MM calculations to study the mouse renin catalytic mechanism in atomistic detail, using the N-terminal His6-Asn14 segment of angiotensinogen as substrate. The enzymatic reaction (hydrolysis of the peptidic bond between residues in the 10th and 11th positions) occurs through a general acid/base mechanism and, surprisingly, it is characterized by three mechanistic steps: it begins with the creation of a first very stable tetrahedral gem-diol intermediate, followed by protonation of the peptidic bond nitrogen, giving rise to a second intermediate. In a final step the peptidic bond is completely cleaved and both gem-diol hydroxyl protons are transferred to the catalytic dyad (Asp32 and Asp215). The final reaction products are two separate peptides with carboxylic acid and amine extremities. The activation energy for the formation of the gem-diol intermediate was calculated as 23.68 kcal mol(-1), whereas for the other steps the values were 15.51 kcal mol(-1) and 14.40 kcal mol(-1), respectively. The rate limiting states were the reactants and the first transition state. The associated barrier (23.68 kcal mol(-1)) is close to the experimental values for the angiotensinogen substrate (19.6 kcal mol(-1)). We have also tested the influence of the density functional on the activation and reaction energies. All eight density functionals tested (B3LYP, B3LYP-D3, X3LYP, M06, B1B95, BMK, mPWB1K and B2PLYP) gave very similar results.
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Affiliation(s)
- Natércia F Brás
- REQUIMTE, Departamento de Química e Bioquímica, Faculdade de Ciências, Universidade do Porto, Rua do Campo Alegre s/n, 4169-007 Porto, Portugal
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25
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Barman A, Prabhakar R. Protonation states of the catalytic dyad of β-secretase (BACE1) in the presence of chemically diverse inhibitors: a molecular docking study. J Chem Inf Model 2012; 52:1275-87. [PMID: 22545704 DOI: 10.1021/ci200611t] [Citation(s) in RCA: 29] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/05/2023]
Abstract
In this molecular docking study, the protonation states of the catalytic Asp dyad of the beta-secretase (BACE1) enzyme in the presence of eight chemically diverse inhibitors have been predicted. BACE1 catalyzes the rate-determining step in the generation of Alzheimer amyloid beta peptides and is widely considered as a promising therapeutic target. All the inhibitors were redocked into their corresponding X-ray structures using a combination of eight different protonation states of the Asp dyad for each inhibitor. Five inhibitors were primarily found to favor two different monoprotonated states, and the remaining three favor a dideprotonated state. In addition, five of them exhibited secondary preference for a diprotonated state. These results show that the knowledge of a single protonation state of the Asp dyad is not sufficient to search for the novel inhibitors of BACE1 and the most plausible state for each inhibitor must be determined prior to conducting in-silico screening.
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Affiliation(s)
- Arghya Barman
- Department of Chemistry, University of Miami, 1301 Memorial Drive, Coral Gables, Florida 33146, USA
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26
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Xu Y, Li MJ, Greenblatt H, Chen W, Paz A, Dym O, Peleg Y, Chen T, Shen X, He J, Jiang H, Silman I, Sussman JL. Flexibility of the flap in the active site of BACE1 as revealed by crystal structures and molecular dynamics simulations. ACTA CRYSTALLOGRAPHICA SECTION D: BIOLOGICAL CRYSTALLOGRAPHY 2011; 68:13-25. [DOI: 10.1107/s0907444911047251] [Citation(s) in RCA: 73] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/10/2011] [Accepted: 11/08/2011] [Indexed: 11/10/2022]
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27
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Computational insights into the development of novel therapeutic strategies for Alzheimer's disease. Future Med Chem 2011; 1:119-35. [PMID: 21426072 DOI: 10.4155/fmc.09.10] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022] Open
Abstract
BACKGROUND β-amyloidosis and oxidative stress have been implicated as root causes of Alzheimer's disease (AD). Current potential therapeutic strategies for the treatment of AD include inhibition of amyloid β (Aβ) production, stimulation of Aβ degradation and prevention of Aβ oligomerization. However, efforts in this direction are hindered by the lack of understanding of the biochemical processes occurring at the atomic level in AD. DISCUSSION A radically different approach to achieve this goal would be the application of comprehensive theoretical and computational techniques such as molecular dynamics, quantum mechanics, hybrid quantum mechanics/molecular mechanics, bioinformatics and rotational spectroscopy to investigate complex chemical and physical processes in β-amyloidosis and the oxidative stress mechanism. CONCLUSION Results obtained from these studies will provide an atomic level understanding of biochemical processes occurring in AD and advance efforts to develop effective therapeutic strategies for this disease.
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28
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Garrec J, Sautet P, Fleurat-Lessard P. Understanding the HIV-1 Protease Reactivity with DFT: What Do We Gain from Recent Functionals? J Phys Chem B 2011; 115:8545-58. [DOI: 10.1021/jp200565w] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/16/2023]
Affiliation(s)
- J. Garrec
- Université de Lyon,CNRS, École Normale Supérieure de Lyon, Laboratoire de Chimie, 46 alléed’Italie, F-69364 Lyon Cedex 07
| | - P. Sautet
- Université de Lyon,CNRS, École Normale Supérieure de Lyon, Laboratoire de Chimie, 46 alléed’Italie, F-69364 Lyon Cedex 07
| | - P. Fleurat-Lessard
- Université de Lyon,CNRS, École Normale Supérieure de Lyon, Laboratoire de Chimie, 46 alléed’Italie, F-69364 Lyon Cedex 07
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Spronk SA, Carlson HA. The role of tyrosine 71 in modulating the flap conformations of BACE1. Proteins 2011; 79:2247-59. [PMID: 21590744 DOI: 10.1002/prot.23050] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/11/2010] [Revised: 03/03/2011] [Accepted: 03/22/2011] [Indexed: 11/09/2022]
Abstract
β-Site amyloid precursor protein cleaving enzyme 1 (BACE1) is a potential target for treating Alzheimer's disease. BACE1's binding site is partially covered by a flexible loop on its N-terminal domain, known as the "flap," which has been found in several conformations in crystal structures of BACE1 and other aspartyl proteases. The side chain of the invariant residue Tyr71 on the flap adopts several rotameric orientations, leading to our hypothesis that the orientation of this residue dictates the movement and conformations available to the flap. We investigated this hypothesis by performing 220 ns of molecular dynamics simulations of bound and unbound wild-type BACE1 as well as the unbound Y71A mutant. Our findings indicate that the flap exhibits various degrees of mobility and adopts different conformations depending on the Tyr71 orientation. Surprisingly, the "self-inhibited" form is stable in our simulations, making it a reasonable target for drug design. The alanine mutant, lacking a large side chain at position 71, displays significant differences in flap dynamics from wild type, freely sampling very open and closed conformations. Our simulations show that Tyr71, in addition to its previously determined functions in catalysis and substrate binding, has the important role of modulating flap conformations in BACE1.
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Affiliation(s)
- Steven A Spronk
- Department of Medicinal Chemistry, College of Pharmacy, University of Michigan, Ann Arbor, Michigan, USA.
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Fraccalvieri D, Pandini A, Stella F, Bonati L. Conformational and functional analysis of molecular dynamics trajectories by self-organising maps. BMC Bioinformatics 2011; 12:158. [PMID: 21569575 PMCID: PMC3118354 DOI: 10.1186/1471-2105-12-158] [Citation(s) in RCA: 35] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2010] [Accepted: 05/14/2011] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Molecular dynamics (MD) simulations are powerful tools to investigate the conformational dynamics of proteins that is often a critical element of their function. Identification of functionally relevant conformations is generally done clustering the large ensemble of structures that are generated. Recently, Self-Organising Maps (SOMs) were reported performing more accurately and providing more consistent results than traditional clustering algorithms in various data mining problems. We present a novel strategy to analyse and compare conformational ensembles of protein domains using a two-level approach that combines SOMs and hierarchical clustering. RESULTS The conformational dynamics of the α-spectrin SH3 protein domain and six single mutants were analysed by MD simulations. The Cα's Cartesian coordinates of conformations sampled in the essential space were used as input data vectors for SOM training, then complete linkage clustering was performed on the SOM prototype vectors. A specific protocol to optimize a SOM for structural ensembles was proposed: the optimal SOM was selected by means of a Taguchi experimental design plan applied to different data sets, and the optimal sampling rate of the MD trajectory was selected. The proposed two-level approach was applied to single trajectories of the SH3 domain independently as well as to groups of them at the same time. The results demonstrated the potential of this approach in the analysis of large ensembles of molecular structures: the possibility of producing a topological mapping of the conformational space in a simple 2D visualisation, as well as of effectively highlighting differences in the conformational dynamics directly related to biological functions. CONCLUSIONS The use of a two-level approach combining SOMs and hierarchical clustering for conformational analysis of structural ensembles of proteins was proposed. It can easily be extended to other study cases and to conformational ensembles from other sources.
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Affiliation(s)
- Domenico Fraccalvieri
- Dipartimento di Scienze dell'Ambiente e del Territorio, Università degli Studi di Milano-Bicocca, Piazza della Scienza 1, 20126 Milano, Italy
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Barman A, Schürer S, Prabhakar R. Computational modeling of substrate specificity and catalysis of the β-secretase (BACE1) enzyme. Biochemistry 2011; 50:4337-49. [PMID: 21500768 DOI: 10.1021/bi200081h] [Citation(s) in RCA: 40] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/19/2023]
Abstract
In this combined MD simulation and DFT study, interactions of the wild-type (WT) amyloid precursor protein (APP) and its Swedish variant (SW), Lys670 → Asn and Met671 → Leu, with the beta-secretase (BACE1) enzyme and their cleavage mechanisms have been investigated. BACE1 catalyzes the rate-limiting step in the generation of 40-42 amino acid long Alzheimer amyloid beta (Aβ) peptides. All key structural parameters such as position of the flap, volume of the active site, electrostatic binding energy, structures, and positions of the inserts A, D, and F and 10s loop obtained from the MD simulations show that, in comparison to the WT-substrate, BACE1 exhibits greater affinity for the SW-substrate and orients it in a more reactive conformation. The enzyme-substrate models derived from the MD simulations were further utilized to investigate the general acid/base mechanism used by BACE1 to hydrolytically cleave these substrates. This mechanism proceeds through the following two steps: (1) formation of the gem-diol intermediate and (2) cleavage of the peptide bond. For the WT-substrate, the overall barrier of 22.4 kcal/mol for formation of the gem-diol intermediate is 3.3 kcal/mol higher than for the SW-substrate (19.1 kcal/mol). This process is found to be the rate-limiting in the entire mechanism. The computed barrier is in agreement with the measured barrier of ca. 18.00 kcal/mol for the WT-substrate and supports the experimental observation that the cleavage of the SW-substrate is 60 times more efficient than the WT-substrate.
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Affiliation(s)
- Arghya Barman
- Department of Chemistry, University of Miami, 1301 Memorial Drive, Coral Gables, FL 33146, USA
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Musiani F, Bertoša B, Magistrato A, Zambelli B, Turano P, Losasso V, Micheletti C, Ciurli S, Carloni P. Computational Study of the DNA-Binding Protein Helicobacter pylori NikR: The Role of Ni2+ 2 Francesco Musiani and Branimir Bertoša contributed equally to the simulations presented here. J Chem Theory Comput 2010; 6:3503-15. [DOI: 10.1021/ct900635z] [Citation(s) in RCA: 26] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/18/2023]
Affiliation(s)
- Francesco Musiani
- Laboratory of Bioinorganic Chemistry, University of Bologna, Viale G. Fanin 40, 40127 Bologna, Italy, International School for Advanced Studies (SISSA) and CNR-IOM-DEMOCRITOS National Simulation Center, via Bonomea 265, 34136 Trieste, Italy, Ruder Bošković Institute, Bijeniěka 54, 10000 Zagreb, Croatia, German Research School for Simulation Science, FZ-Jülichand RWTH, Wilhelm-Johnen-Strasse, 52428 Jülich, Germany, Center for Magnetic Resonance (CERM), University of Florence, Via Luigi Sacconi 6, 50019
| | - Branimir Bertoša
- Laboratory of Bioinorganic Chemistry, University of Bologna, Viale G. Fanin 40, 40127 Bologna, Italy, International School for Advanced Studies (SISSA) and CNR-IOM-DEMOCRITOS National Simulation Center, via Bonomea 265, 34136 Trieste, Italy, Ruder Bošković Institute, Bijeniěka 54, 10000 Zagreb, Croatia, German Research School for Simulation Science, FZ-Jülichand RWTH, Wilhelm-Johnen-Strasse, 52428 Jülich, Germany, Center for Magnetic Resonance (CERM), University of Florence, Via Luigi Sacconi 6, 50019
| | - Alessandra Magistrato
- Laboratory of Bioinorganic Chemistry, University of Bologna, Viale G. Fanin 40, 40127 Bologna, Italy, International School for Advanced Studies (SISSA) and CNR-IOM-DEMOCRITOS National Simulation Center, via Bonomea 265, 34136 Trieste, Italy, Ruder Bošković Institute, Bijeniěka 54, 10000 Zagreb, Croatia, German Research School for Simulation Science, FZ-Jülichand RWTH, Wilhelm-Johnen-Strasse, 52428 Jülich, Germany, Center for Magnetic Resonance (CERM), University of Florence, Via Luigi Sacconi 6, 50019
| | - Barbara Zambelli
- Laboratory of Bioinorganic Chemistry, University of Bologna, Viale G. Fanin 40, 40127 Bologna, Italy, International School for Advanced Studies (SISSA) and CNR-IOM-DEMOCRITOS National Simulation Center, via Bonomea 265, 34136 Trieste, Italy, Ruder Bošković Institute, Bijeniěka 54, 10000 Zagreb, Croatia, German Research School for Simulation Science, FZ-Jülichand RWTH, Wilhelm-Johnen-Strasse, 52428 Jülich, Germany, Center for Magnetic Resonance (CERM), University of Florence, Via Luigi Sacconi 6, 50019
| | - Paola Turano
- Laboratory of Bioinorganic Chemistry, University of Bologna, Viale G. Fanin 40, 40127 Bologna, Italy, International School for Advanced Studies (SISSA) and CNR-IOM-DEMOCRITOS National Simulation Center, via Bonomea 265, 34136 Trieste, Italy, Ruder Bošković Institute, Bijeniěka 54, 10000 Zagreb, Croatia, German Research School for Simulation Science, FZ-Jülichand RWTH, Wilhelm-Johnen-Strasse, 52428 Jülich, Germany, Center for Magnetic Resonance (CERM), University of Florence, Via Luigi Sacconi 6, 50019
| | - Valeria Losasso
- Laboratory of Bioinorganic Chemistry, University of Bologna, Viale G. Fanin 40, 40127 Bologna, Italy, International School for Advanced Studies (SISSA) and CNR-IOM-DEMOCRITOS National Simulation Center, via Bonomea 265, 34136 Trieste, Italy, Ruder Bošković Institute, Bijeniěka 54, 10000 Zagreb, Croatia, German Research School for Simulation Science, FZ-Jülichand RWTH, Wilhelm-Johnen-Strasse, 52428 Jülich, Germany, Center for Magnetic Resonance (CERM), University of Florence, Via Luigi Sacconi 6, 50019
| | - Cristian Micheletti
- Laboratory of Bioinorganic Chemistry, University of Bologna, Viale G. Fanin 40, 40127 Bologna, Italy, International School for Advanced Studies (SISSA) and CNR-IOM-DEMOCRITOS National Simulation Center, via Bonomea 265, 34136 Trieste, Italy, Ruder Bošković Institute, Bijeniěka 54, 10000 Zagreb, Croatia, German Research School for Simulation Science, FZ-Jülichand RWTH, Wilhelm-Johnen-Strasse, 52428 Jülich, Germany, Center for Magnetic Resonance (CERM), University of Florence, Via Luigi Sacconi 6, 50019
| | - Stefano Ciurli
- Laboratory of Bioinorganic Chemistry, University of Bologna, Viale G. Fanin 40, 40127 Bologna, Italy, International School for Advanced Studies (SISSA) and CNR-IOM-DEMOCRITOS National Simulation Center, via Bonomea 265, 34136 Trieste, Italy, Ruder Bošković Institute, Bijeniěka 54, 10000 Zagreb, Croatia, German Research School for Simulation Science, FZ-Jülichand RWTH, Wilhelm-Johnen-Strasse, 52428 Jülich, Germany, Center for Magnetic Resonance (CERM), University of Florence, Via Luigi Sacconi 6, 50019
| | - Paolo Carloni
- Laboratory of Bioinorganic Chemistry, University of Bologna, Viale G. Fanin 40, 40127 Bologna, Italy, International School for Advanced Studies (SISSA) and CNR-IOM-DEMOCRITOS National Simulation Center, via Bonomea 265, 34136 Trieste, Italy, Ruder Bošković Institute, Bijeniěka 54, 10000 Zagreb, Croatia, German Research School for Simulation Science, FZ-Jülichand RWTH, Wilhelm-Johnen-Strasse, 52428 Jülich, Germany, Center for Magnetic Resonance (CERM), University of Florence, Via Luigi Sacconi 6, 50019
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N-terminal myristoylation alters the calcium binding pathways in neuronal calcium sensor-1. J Biol Inorg Chem 2010; 16:81-95. [DOI: 10.1007/s00775-010-0705-3] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/17/2010] [Accepted: 08/27/2010] [Indexed: 11/25/2022]
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Pandey RB, Farmer BL. Globular structure of a human immunodeficiency virus-1 protease (1DIFA dimer) in an effective solvent medium by a Monte Carlo simulation. J Chem Phys 2010; 132:125101. [PMID: 20370150 DOI: 10.1063/1.3358340] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023] Open
Abstract
A coarse-grained model is used to study the structure and dynamics of a human immunodeficiency virus-1 protease (1DIFA dimer) consisting of 198 residues in an effective solvent medium on a cubic lattice by Monte Carlo simulations for a range of interaction strengths. Energy and mobility profiles of residues are found to depend on the interaction strength and exhibit remarkable segmental symmetries in two monomers. Lowest energy residues such as Arg(41) and Arg(140) (most electrostatic and polar) are not the least mobile; despite the higher energy, the hydrophobic residues (Ile, Leu, and Val) are least mobile and form the core by pinning down the local segments for the globular structure. Variations in the gyration radius (R(g)) and energy (E(c)) of the protein show nonmonotonic dependence on the interaction strength with the smallest R(g) around the largest value of E(c). Pinning of the conformations by the hydrophobic residues at high interaction strength seems to provide seed for the protein chain to collapse.
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Affiliation(s)
- R B Pandey
- Department of Physics and Astronomy, University of Southern Mississippi, Hattiesburg, Mississippi 39406-5046, USA.
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36
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Zen A, Micheletti C, Keskin O, Nussinov R. Comparing interfacial dynamics in protein-protein complexes: an elastic network approach. BMC STRUCTURAL BIOLOGY 2010; 10:26. [PMID: 20691107 PMCID: PMC2927602 DOI: 10.1186/1472-6807-10-26] [Citation(s) in RCA: 31] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/05/2010] [Accepted: 08/08/2010] [Indexed: 01/12/2023]
Abstract
Background The transient, or permanent, association of proteins to form organized complexes is one of the most common mechanisms of regulation of biological processes. Systematic physico-chemical studies of the binding interfaces have previously shown that a key mechanism for the formation/stabilization of dimers is the steric and chemical complementarity of the two semi-interfaces. The role of the fluctuation dynamics at the interface of the interacting subunits, although expectedly important, proved more elusive to characterize. The aim of the present computational study is to gain insight into salient dynamics-based aspects of protein-protein interfaces. Results The interface dynamics was characterized by means of an elastic network model for 22 representative dimers covering three main interface types. The three groups gather dimers sharing the same interface but with good (type I) or poor (type II) similarity of the overall fold, or dimers sharing only one of the semi-interfaces (type III). The set comprises obligate dimers, which are complexes for which no structural representative of the free form(s) is available. Considerations were accordingly limited to bound and unbound forms of the monomeric subunits of the dimers. We proceeded by first computing the mobility of amino acids at the interface of the bound forms and compare it with the mobility of (i) other surface amino acids (ii) interface amino acids in the unbound forms. In both cases different dynamic patterns were observed across interface types and depending on whether the interface belongs to an obligate or non-obligate complex. Conclusions The comparative investigation indicated that the mobility of amino acids at the dimeric interface is generally lower than for other amino acids at the protein surface. The change in interfacial mobility upon removing "in silico" the partner monomer (unbound form) was next found to be correlated with the interface type, size and obligate nature of the complex. In particular, going from the unbound to the bound forms, the interfacial mobility is noticeably reduced for dimers with type I interfaces, while it is largely unchanged for type II ones. The results suggest that these structurally- and biologically-different types of interfaces are stabilized by different balancing mechanisms between enthalpy and conformational entropy.
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Affiliation(s)
- Andrea Zen
- SISSA, Democritos CNR-IOM and Italian Institute of Technology, Via Bonomea 265, 34136 Trieste, Italy
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37
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Bora RP, Barman A, Zhu X, Ozbil M, Prabhakar R. Which One Among Aspartyl Protease, Metallopeptidase, and Artificial Metallopeptidase is the Most Efficient Catalyst in Peptide Hydrolysis? J Phys Chem B 2010; 114:10860-75. [DOI: 10.1021/jp104294x] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/08/2023]
Affiliation(s)
- Ram Prasad Bora
- Department of Chemistry, University of Miami, 1301 Memorial Drive, Coral Gables, Florida 33146
| | - Arghya Barman
- Department of Chemistry, University of Miami, 1301 Memorial Drive, Coral Gables, Florida 33146
| | - Xiaoxia Zhu
- Department of Chemistry, University of Miami, 1301 Memorial Drive, Coral Gables, Florida 33146
| | - Mehmet Ozbil
- Department of Chemistry, University of Miami, 1301 Memorial Drive, Coral Gables, Florida 33146
| | - Rajeev Prabhakar
- Department of Chemistry, University of Miami, 1301 Memorial Drive, Coral Gables, Florida 33146
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38
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Friedman R, Caflisch A. On the orientation of the catalytic dyad in aspartic proteases. Proteins 2010; 78:1575-82. [PMID: 20112416 DOI: 10.1002/prot.22674] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
The recent re-refinement of the X-ray structure of apo plasmepsin II from Plasmodium falciparum suggests that the two carboxylate groups in the catalytic dyad are noncoplanar, (Robbins et al., Acta Crystallogr D Biol Crystallogr 2009;65: 294-296) in remarkable contrast with the vast majority of structures of aspartic proteases. Here, evidence for the noncoplanarity of the catalytic aspartates is provided by analysis of multiple explicit water molecular dynamics (MD) simulations of plasmepsin II, human beta-secretase, and HIV-protease. In the MD runs of plasmepsin II, the angle between the planes of the two carboxylates of the catalytic dyad is almost always in the range 60 degrees -120 degrees , in agreement with the perpendicular orientation in the re-refined X-ray structure. The noncoplanar arrangement is prevalent also in the beta-secretase simulations, as well as in the runs with the inhibitor-bound proteases. Quantum-mechanics calculations provide further evidence that before catalysis the noncoplanar arrangement is favored energetically in eukaryotic aspartic proteases. Remarkably, the coplanar orientation of the catalytic dyad is observed in MD simulations of HIV-protease at 100 K but not at 300 K, which indicates that the noncoplanar arrangement is favored by conformational entropy. This finding suggests that the coplanar orientation in the crystal structures of apo aspartic proteases is promoted by the very low temperature used for data collection (usually around 100 K).
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Affiliation(s)
- Ran Friedman
- Department of Biochemistry, University of Zürich, Switzerland.
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39
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Potestio R, Aleksiev T, Pontiggia F, Cozzini S, Micheletti C. ALADYN: a web server for aligning proteins by matching their large-scale motion. Nucleic Acids Res 2010; 38:W41-5. [PMID: 20444876 PMCID: PMC2896196 DOI: 10.1093/nar/gkq293] [Citation(s) in RCA: 28] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022] Open
Abstract
The ALADYN web server aligns pairs of protein structures by comparing their internal dynamics and detecting regions that sustain similar large-scale movements. The latter often accompany functional conformational changes in proteins and enzymes. The ALADYN dynamics-based alignment can therefore highlight functionally-oriented correspondences that could be more elusive to sequence- or structure-based comparisons. The ALADYN server takes the structure files of the two proteins as input. The optimal relative positioning of the molecules is found by maximizing the similarity of the pattern of structural fluctuations which are calculated via an elastic network model. The resulting alignment is presented via an interactive graphical Java applet and is accompanied by a number of quantitative indicators and downloadable data files. The ALADYN web server is freely accessible at the http://aladyn.escience-lab.org address.
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Affiliation(s)
- R Potestio
- Scuola Internazionale Superiore di Studi Avanzati and eLab, via Bonomea 265, 34136 Trieste, Italy
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40
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Kamiya K, Boero M, Shiraishi K, Oshiyama A, Shigeta Y. Energy Compensation Mechanism for Charge-Separated Protonation States in Aspartate−Histidine Amino Acid Residue Pairs. J Phys Chem B 2010; 114:6567-78. [DOI: 10.1021/jp906148m] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Katsumasa Kamiya
- Picobiology Institute, Graduate School of Life Science, University of Hyogo, 3-2-1 Koto, Kamigori, Ako, Hyogo, 678-1297, Japan, CREST, Japan Science and Technology Agency, Sanban-cho, Tokyo 102-0075, Japan, Institut de Physique et Chimie des Matériaux de Strasbourg, UMR 7504 CNRS and University of Strasbourg, 23, rue du Loess, F-67034 Strasbourg 2, France, Graduate School of Pure and Applied Sciences, University of Tsukuba, 1-1-1 Tennodai, Tsukuba, Ibaraki, 305-8571, Japan, Center for Computational
| | - Mauro Boero
- Picobiology Institute, Graduate School of Life Science, University of Hyogo, 3-2-1 Koto, Kamigori, Ako, Hyogo, 678-1297, Japan, CREST, Japan Science and Technology Agency, Sanban-cho, Tokyo 102-0075, Japan, Institut de Physique et Chimie des Matériaux de Strasbourg, UMR 7504 CNRS and University of Strasbourg, 23, rue du Loess, F-67034 Strasbourg 2, France, Graduate School of Pure and Applied Sciences, University of Tsukuba, 1-1-1 Tennodai, Tsukuba, Ibaraki, 305-8571, Japan, Center for Computational
| | - Kenji Shiraishi
- Picobiology Institute, Graduate School of Life Science, University of Hyogo, 3-2-1 Koto, Kamigori, Ako, Hyogo, 678-1297, Japan, CREST, Japan Science and Technology Agency, Sanban-cho, Tokyo 102-0075, Japan, Institut de Physique et Chimie des Matériaux de Strasbourg, UMR 7504 CNRS and University of Strasbourg, 23, rue du Loess, F-67034 Strasbourg 2, France, Graduate School of Pure and Applied Sciences, University of Tsukuba, 1-1-1 Tennodai, Tsukuba, Ibaraki, 305-8571, Japan, Center for Computational
| | - Atsushi Oshiyama
- Picobiology Institute, Graduate School of Life Science, University of Hyogo, 3-2-1 Koto, Kamigori, Ako, Hyogo, 678-1297, Japan, CREST, Japan Science and Technology Agency, Sanban-cho, Tokyo 102-0075, Japan, Institut de Physique et Chimie des Matériaux de Strasbourg, UMR 7504 CNRS and University of Strasbourg, 23, rue du Loess, F-67034 Strasbourg 2, France, Graduate School of Pure and Applied Sciences, University of Tsukuba, 1-1-1 Tennodai, Tsukuba, Ibaraki, 305-8571, Japan, Center for Computational
| | - Yasuteru Shigeta
- Picobiology Institute, Graduate School of Life Science, University of Hyogo, 3-2-1 Koto, Kamigori, Ako, Hyogo, 678-1297, Japan, CREST, Japan Science and Technology Agency, Sanban-cho, Tokyo 102-0075, Japan, Institut de Physique et Chimie des Matériaux de Strasbourg, UMR 7504 CNRS and University of Strasbourg, 23, rue du Loess, F-67034 Strasbourg 2, France, Graduate School of Pure and Applied Sciences, University of Tsukuba, 1-1-1 Tennodai, Tsukuba, Ibaraki, 305-8571, Japan, Center for Computational
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Giussani L, Fois E, Gianotti E, Tabacchi G, Gamba A, Coluccia S. On the Compatibility Criteria for Protein Encapsulation inside Mesoporous Materials. Chemphyschem 2010; 11:1757-62. [DOI: 10.1002/cphc.200901038] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
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Potestio R, Pontiggia F, Micheletti C. Coarse-grained description of protein internal dynamics: an optimal strategy for decomposing proteins in rigid subunits. Biophys J 2009; 96:4993-5002. [PMID: 19527659 DOI: 10.1016/j.bpj.2009.03.051] [Citation(s) in RCA: 58] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/09/2008] [Revised: 03/24/2009] [Accepted: 03/25/2009] [Indexed: 12/19/2022] Open
Abstract
The possibility of accurately describing the internal dynamics of proteins, in terms of movements of a few approximately-rigid subparts, is an appealing biophysical problem with important implications for the analysis and interpretation of data from experiments or numerical simulations. The problem is tackled here by means of a novel variational approach that exploits information about equilibrium fluctuations of interresidues distances, provided, e.g., by atomistic molecular dynamics simulations or coarse-grained models. No contiguity in primary sequence or in space is enforced a priori for amino acids grouped in the same rigid unit. The identification of the rigid protein moduli, or dynamical domains, provides valuable insight into functionally oriented aspects of protein internal dynamics. To illustrate this point, we first discuss the decomposition of adenylate kinase and HIV-1 protease and then extend the investigation to several representatives of the hydrolase enzymatic class. The known catalytic site of these enzymes is found to be preferentially located close to the boundary separating the two primary dynamical subdomains.
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Affiliation(s)
- R Potestio
- Scuola Internazionale Superiore di Studi Avanzati (SISSA), Trieste, Italy
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43
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Zen A, de Chiara C, Pastore A, Micheletti C. Using dynamics-based comparisons to predict nucleic acid binding sites in proteins: an application to OB-fold domains. ACTA ACUST UNITED AC 2009; 25:1876-83. [PMID: 19487258 DOI: 10.1093/bioinformatics/btp339] [Citation(s) in RCA: 25] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/04/2023]
Abstract
MOTIVATION We have previously demonstrated that proteins may be aligned not only by sequence or structural homology, but also using their dynamical properties. Dynamics-based alignments are sensitive and powerful tools to compare even structurally dissimilar protein families. Here, we propose to use this method to predict protein regions involved in the binding of nucleic acids. We have used the OB-fold, a motif known to promote protein-nucleic acid interactions, to validate our approach. RESULTS We have tested the method using this well-characterized nucleic acid binding family. Protein regions consensually involved in statistically significant dynamics-based alignments were found to correlate with nucleic acid binding regions. The validated scheme was next used as a tool to predict which regions of the AXH-domain representatives (a sub-family of the OB-fold for which no DNA/RNA complex is yet available) are putatively involved in binding nucleic acids. The method, therefore, is a promising general approach for predicting functional regions in protein families on the basis of comparative large-scale dynamics. AVAILABILITY The software is available upon request from the authors, free of charge for academic users. SUPPLEMENTARY INFORMATION Supplementary data are available at Bioinformatics online.
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Affiliation(s)
- Andrea Zen
- SISSA, CNR-INFM Democritos and Italian Institute of Technology, I-34151 Trieste, Italy
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44
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Pandey RB, Farmer BL. Residue energy and mobility in sequence to global structure and dynamics of a HIV-1 protease (1DIFA) by a coarse-grained Monte Carlo simulation. J Chem Phys 2009; 130:044906. [PMID: 19191412 DOI: 10.1063/1.3050106] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Abstract
Energy, mobility, and structural profiles of residues in a specific sequence of human immunodeficiency virus (HIV)-1 protease chain and its global conformation and dynamics are studied by a coarse-grained computer simulation model on a cubic lattice. HIV-1 protease is described by a chain of 99 residues (nodes) in a specific sequence (1DIFA) with N- and C-terminals on the lattice, where empty lattice sites represent an effective solvent medium. Internal structures of the residues are ignored but their specificities are captured via an interaction (epsilon(ij)) matrix (residue-residue, residue-solvent) of the coefficient (fepsilon(ij)) of the Lennard-Jones potential. Simulations are performed for a range of interaction strength (f) with the solvent-residue interaction describing the quality of the solvent. Snapshots of the protein show considerable changes in the conformation of the protein on varying the interaction. From the mobility and energy profiles of the residues, it is possible to identify the active (and not so active) segments of the protein and consequently their role in proteolysis. Contrary to interaction thermodynamics, the hydrophobic residues possess higher configurational energy and lower mobility while the electrostatic and polar residues are more mobile despite their lower interaction energy. Segments of hydrophobic core residues, crucial for the structural evolution of the protein are identified-some of which are consistent with recent molecular dynamics simulation in context to possible clinical observations. Global energy and radius of gyration of the protein exhibit nonmonotonic dependence on the interaction strength (f) with opposite trends, e.g., rapid transition into globular structure with higher energy. Variations of the rms displacement of the protein and that of a tracer residue, Gly(49), with the time steps show how they slow down on increasing the interaction strength.
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Affiliation(s)
- R B Pandey
- Department of Physics and Astronomy, University of Southern Mississippi, Hattiesburg, Mississippi 39406-5046, USA.
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45
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Carnevale V, Raugei S, Neri M, Pantano S, Micheletti C, Carloni P. Multi-scale modeling of HIV-1 proteins. ACTA ACUST UNITED AC 2009. [DOI: 10.1016/j.theochem.2008.11.028] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/25/2022]
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46
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Singh R, Barman A, Prabhakar R. Computational Insights into Aspartyl Protease Activity of Presenilin 1 (PS1) Generating Alzheimer Amyloid β-Peptides (Aβ40 and Aβ42). J Phys Chem B 2009; 113:2990-9. [DOI: 10.1021/jp811154w] [Citation(s) in RCA: 32] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/21/2023]
Affiliation(s)
- Rajiv Singh
- Department of Chemistry, University of Miami, 1301 Memorial Drive, Coral Gables, Florida 33146
| | - Arghya Barman
- Department of Chemistry, University of Miami, 1301 Memorial Drive, Coral Gables, Florida 33146
| | - Rajeev Prabhakar
- Department of Chemistry, University of Miami, 1301 Memorial Drive, Coral Gables, Florida 33146
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47
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Llorens C, Fares MA, Moya A. Relationships of gag-pol diversity between Ty3/Gypsy and Retroviridae LTR retroelements and the three kings hypothesis. BMC Evol Biol 2008; 8:276. [PMID: 18842133 PMCID: PMC2577118 DOI: 10.1186/1471-2148-8-276] [Citation(s) in RCA: 34] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2008] [Accepted: 10/08/2008] [Indexed: 02/07/2023] Open
Abstract
BACKGROUND The origin of vertebrate retroviruses (Retroviridae) is yet to be thoroughly investigated, but due to their similarity and identical gag-pol (and env) genome structure, it is accepted that they evolve from Ty3/Gypsy LTR retroelements the retrotransposons and retroviruses of plants, fungi and animals. These 2 groups of LTR retroelements code for 3 proteins rarely studied due to the high variability - gag polyprotein, protease and GPY/F module. In relation to 3 previously proposed Retroviridae classes I, II and II, investigation of the above proteins conclusively uncovers important insights regarding the ancient history of Ty3/Gypsy and Retroviridae LTR retroelements. RESULTS We performed a comprehensive study of 120 non-redundant Ty3/Gypsy and Retroviridae LTR retroelements. Phylogenetic reconstruction inferred based on the concatenated analysis of the gag and pol polyproteins shows a robust phylogenetic signal regarding the clustering of OTUs. Evaluation of gag and pol polyproteins separately yields discordant information. While pol signal supports the traditional perspective (2 monophyletic groups), gag polyprotein describes an alternative scenario where each Retroviridae class can be distantly related with one or more Ty3/Gypsy lineages. We investigated more in depth this evidence through comparative analyses performed based on the gag polyprotein, the protease and the GPY/F module. Our results indicate that contrary to the traditional monophyletic view of the origin of vertebrate retroviruses, the Retroviridae class I is a molecular fossil, preserving features that were probably predominant among Ty3/Gypsy ancestors predating the split of plants, fungi and animals. In contrast, classes II and III maintain other phenotypes that emerged more recently during Ty3/Gypsy evolution. CONCLUSION The 3 Retroviridae classes I, II and III exhibit phenotypic differences that delineate a network never before reported between Ty3/Gypsy and Retroviridae LTR retroelements. This new scenario reveals how the diversity of vertebrate retroviruses is polyphyletically recurrent into the Ty3/Gypsy evolution, i.e. older than previously thought. The simplest hypothesis to explain this finding is that classes I, II and III trace back to at least 3 Ty3/Gypsy ancestors that emerged at different evolutionary times prior to protostomes-deuterostomes divergence. We have called this "the three kings hypothesis" concerning the origin of vertebrate retroviruses.
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Affiliation(s)
- Carlos Llorens
- Institut Cavanilles de Biodiversitat i Biología Evolutiva, Universitat de València, Polígono de la coma S/N, Paterna, Valencia, Spain
- Biotechvana, Parc Cientific, Universitat de Valencia, Paterna, Lab 16D Polígono de la coma S/N, Paterna, Valencia, Spain
| | - Mario A Fares
- Department of Genetics, University of Dublín, Trinity Collage Dublín, Dublín 2, Ireland
| | - Andres Moya
- Institut Cavanilles de Biodiversitat i Biología Evolutiva, Universitat de València, Polígono de la coma S/N, Paterna, Valencia, Spain
- CIBER de Epidemiología y Sal ud Pública (CIBERESP), Spain
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48
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Shimizu H, Tosaki A, Kaneko K, Hisano T, Sakurai T, Nukina N. Crystal structure of an active form of BACE1, an enzyme responsible for amyloid beta protein production. Mol Cell Biol 2008; 28:3663-71. [PMID: 18378702 PMCID: PMC2423307 DOI: 10.1128/mcb.02185-07] [Citation(s) in RCA: 149] [Impact Index Per Article: 9.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/11/2007] [Revised: 01/28/2008] [Accepted: 03/17/2008] [Indexed: 11/20/2022] Open
Abstract
BACE1 (beta-secretase) is a transmembrane aspartic protease that cleaves the beta-amyloid precursor protein and generates the amyloid beta peptide (Abeta). BACE1 cycles between the cell surface and the endosomal system many times and becomes activated interconvertibly during its cellular trafficking, leading to the production of Abeta. Here we report the crystal structure of the catalytically active form of BACE1. The active form has novel structural features involving the conformation of the flap and subsites that promote substrate binding. The functionally essential residues and water molecules are well defined and play a key role in the iterative activation of BACE1. We further describe the crystal structure of the dehydrated form of BACE1, showing that BACE1 activity is dependent on the dynamics of a catalytically required Asp-bound water molecule, which directly affects its catalytic properties. These findings provide insight into a novel regulation of BACE1 activity and elucidate how BACE1 modulates its activity during cellular trafficking.
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Affiliation(s)
- Hideaki Shimizu
- Laboratory for Structural Neuropathology, RIKEN Brain Science Institute, 2-1 Hirosawa, Wako-shi, Saitama 351-0198, Japan
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Friedman R, Caflisch A. Pepsinogen-like activation intermediate of plasmepsin II revealed by molecular dynamics analysis. Proteins 2008; 73:814-27. [DOI: 10.1002/prot.22105] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
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50
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Valiente PA, Batista PR, Pupo A, Pons T, Valencia A, Pascutti PG. Predicting functional residues in Plasmodium falciparum plasmepsins by combining sequence and structural analysis with molecular dynamics simulations. Proteins 2008; 73:440-57. [DOI: 10.1002/prot.22068] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
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