1
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Magri M, Eljaoudi R, Belyamani L, Ibrahimi A, Mehdi Bouricha E. Unraveling the molecular mechanism of temperature-induced destabilization in the PqsE-RhlR complex of Pseudomonas aeruginosa at mammalian body temperature through classical molecular dynamics and metadynamics. J Mol Graph Model 2025; 135:108931. [PMID: 39733722 DOI: 10.1016/j.jmgm.2024.108931] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2024] [Revised: 12/01/2024] [Accepted: 12/19/2024] [Indexed: 12/31/2024]
Abstract
PqsE and RhlR, key regulators of the Pseudomonas aeruginosa quorum sensing (QS) system, form a hetero-tetrameric complex essential for controlling the expression of virulence factors such as pyocyanin. The interaction between the PqsE homodimer and the RhlR homodimer bound to C4-HSL, enables RhlR to bind low-affinity promoters, thereby influencing gene regulation. Recent studies suggest that RhlR transcriptional activity is modulated by temperature, exhibiting higher activity at environmental temperatures (25 °C) compared to mammalian body temperature (37 °C). However, the molecular mechanisms underlying this temperature-dependent regulation remain unclear. This study aims to explore how temperature influences the structural stability of the PqsE/RhlR/C4-HSL complex using molecular dynamics (MD) simulations at 25 °C and 37 °C. The results demonstrate that the overall stability of the complex decreases at 37 °C, with global RMSD analysis indicating greater fluctuations compared to 25 °C. Further RMSD analysis of PqsE and RhlR separately revealed that the destabilization is more pronounced in RhlR, particularly in its DNA-binding domain (DBD), where significant flexibility and destabilization were observed at 37 °C, as indicated by the higher RMSF values. Free energy landscape analysis confirmed increased conformational flexibility in the RhlR at higher temperatures, potentially impairing its DNA-binding ability. To further investigate this, metadynamics simulations were performed for PqsE/RhlR/C4-HSL bound to DNA, revealing a remarkable increase in the distance between RhlR and DNA at 37 °C, potentially leading to a faster separation. These findings indicate that temperature-induced destabilization of RhlR, especially in the DBD, may explain the reduced RhlR transcriptional activity observed at mammalian body temperature.
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Affiliation(s)
- Meryam Magri
- Medical Biotechnology Laboratory (MedBiotech), Faculty of Medicine and Pharmacy of Rabat, Mohammed Vth University in Rabat, Rabat, Morocco
| | - Rachid Eljaoudi
- Medical Biotechnology Laboratory (MedBiotech), Faculty of Medicine and Pharmacy of Rabat, Mohammed Vth University in Rabat, Rabat, Morocco
| | - Lahcen Belyamani
- Mohammed VI University of Sciences and Health, UM6SS, Morocco; Mohammed VI Center for Research and Innovation, (CM6RI), Morocco; Emergency Department, Military Hospital Mohammed V, Rabat, Morocco
| | - Azeddine Ibrahimi
- Medical Biotechnology Laboratory (MedBiotech), Faculty of Medicine and Pharmacy of Rabat, Mohammed Vth University in Rabat, Rabat, Morocco
| | - El Mehdi Bouricha
- Mohammed VI University of Sciences and Health, UM6SS, Morocco; Mohammed VI Center for Research and Innovation, (CM6RI), Morocco.
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2
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Nordquist EB, Jia Z, Chen J. Inner pore hydration free energy controls the activation of big potassium channels. Biophys J 2023; 122:1158-1167. [PMID: 36774534 PMCID: PMC10111268 DOI: 10.1016/j.bpj.2023.02.005] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/11/2022] [Revised: 01/24/2023] [Accepted: 02/07/2023] [Indexed: 02/12/2023] Open
Abstract
Hydrophobic gating is an emerging mechanism in regulation of protein ion channels where the pore remains physically open but becomes dewetted to block ion permeation. Atomistic molecular dynamics simulations have played a crucial role in understanding hydrophobic gating by providing the molecular details to complement mutagenesis and structural studies. However, existing studies rely on direct simulations and do not quantitatively describe how the sequence and structural changes may control the delicate liquid-vapor equilibrium of confined water in the pore of the channel protein. To address this limitation, we explore two enhanced sampling methods, namely metadynamics and umbrella sampling, to derive free-energy profiles of pore hydration in both the closed and open states of big potassium (BK) channels, which are important in cardiovascular and neural systems. It was found that metadynamics required substantially longer sampling times and struggled to generate stably converged free-energy profiles due to the slow dynamics of cooperative pore water diffusion even in the barrierless limit. Using umbrella sampling, well-converged free-energy profiles can be readily generated for the wild-type BK channels as well as three mutants with pore-lining mutations experimentally known to dramatically perturb the channel gating voltage. The results show that the free energy of pore hydration faithfully reports the gating voltage of the channel, providing further support for hydrophobic gating in BK channels. Free-energy analysis of pore hydration should provide a powerful approach for quantitative studies of how protein sequence, structure, solution conditions, and/or drug binding may modulate hydrophobic gating in ion channels.
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Affiliation(s)
- Erik B Nordquist
- Department of Chemistry, University of Massachusetts Amherst, Amherst, Massachusetts
| | - Zhiguang Jia
- Department of Chemistry, University of Massachusetts Amherst, Amherst, Massachusetts
| | - Jianhan Chen
- Department of Chemistry, University of Massachusetts Amherst, Amherst, Massachusetts.
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3
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Nordquist EB, Schultz SA, Chen J. Using Metadynamics To Explore the Free Energy of Dewetting in Biologically Relevant Nanopores. J Phys Chem B 2022; 126:6428-6437. [PMID: 35998613 PMCID: PMC9932947 DOI: 10.1021/acs.jpcb.2c04157] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/13/2023]
Abstract
Water confined within hydrophobic spaces can undergo cooperative dewetting transitions due to slight changes in water density and pressure that push water toward the vapor phase. Many transmembrane protein ion channels contain nanoscale hydrophobic pores that could undergo dewetting transitions, sometimes blocking the flow of ions without physical blockages. Standard molecular dynamics simulations have been extensively applied to study the behavior of water in nanoscale pores, but the large free energy barriers of dewetting often prevent direct sampling of both wet and dry states and quantitative studies of the hydration thermodynamics of biologically relevant pores. Here, we describe a metadynamics protocol that uses the number of waters within the pore as the collective variable to drive many reversible transitions between relevant hydration states and calculate well-converged free energy profiles of pore hydration. By creating model nanopore systems and changing their radius and morphology and including various cosolvents, we quantify how these pore properties and cosolvents affect the dewetting transition. The results reveal that the dewetting free energy of nanoscale pores is determined by two key thermodynamic parameters, namely, the effective surface tension coefficients of water-air and water-pore interfaces. Importantly, while the effect of salt can be fully captured in the water activity dependence, amphipathic cosolvents such as alcohols modify both dry and wet states of the pore and dramatically shift the wet-dry equilibrium. The metadynamics approach could be applied to studies of dewetting transitions within nanoscale pores of proteins and provide new insights into why different pore properties evolved in biological systems.
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Affiliation(s)
- Erik B. Nordquist
- Department of Chemistry, University of Massachusetts, Amherst Massachusetts, USA 01003
| | - Samantha A. Schultz
- Department of Biochemistry and Molecular Biology, University of Massachusetts, Amherst Massachusetts, USA 01003
| | - Jianhan Chen
- Department of Chemistry, University of Massachusetts, Amherst Massachusetts, USA 01003
- Department of Biochemistry and Molecular Biology, University of Massachusetts, Amherst Massachusetts, USA 01003
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4
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Shadrina MS, English AM, Peslherbe GH. Benchmarking Rapid TLES Simulations of Gas Diffusion in Proteins: Mapping O2 Migration and Escape in Myoglobin as a Case Study. J Chem Theory Comput 2016; 12:2038-46. [PMID: 26938707 DOI: 10.1021/acs.jctc.5b01132] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
Standard molecular dynamics (MD) simulations of gas diffusion consume considerable computational time and resources even for small proteins. To combat this, temperature-controlled locally enhanced sampling (TLES) examines multiple diffusion trajectories per simulation by accommodating multiple noninteracting copies of a gas molecule that diffuse independently, while the protein and water molecules experience an average interaction from all copies. Furthermore, gas migration within a protein matrix can be accelerated without altering protein dynamics by increasing the effective temperature of the TLES copies. These features of TLES enable rapid simulations of gas diffusion within a protein matrix at significantly reduced (∼98%) computational cost. However, the results of TLES and standard MD simulations have not been systematically compared, which limits the adoption of the TLES approach. We address this drawback here by benchmarking TLES against standard MD in the simulation of O2 diffusion in myoglobin (Mb) as a case study since this model system has been extensively characterized. We find that 2 ns TLES and 108 ns standard simulations map the same network of diffusion tunnels in Mb and uncover the same docking sites, barriers, and escape portals. We further discuss the influence of simulation time as well as the number of independent simulations on the O2 population density within the diffusion tunnels and on the sampling of Mb's conformational space as revealed by principal component analysis. Overall, our comprehensive benchmarking reveals that TLES is an appropriate and robust tool for the rapid mapping of gas diffusion in proteins when the kinetic data provided by standard MD are not required. Furthermore, TLES provides explicit ligand diffusion pathways, unlike most rapid methods.
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Affiliation(s)
- Maria S Shadrina
- Centre for Research in Molecular Modeling (CERMM) and Department of Chemistry and Biochemistry, Concordia University , 7141 Sherbrooke Street West, Montréal, Québec, Canada H4B 1R6
| | - Ann M English
- Centre for Research in Molecular Modeling (CERMM) and Department of Chemistry and Biochemistry, Concordia University , 7141 Sherbrooke Street West, Montréal, Québec, Canada H4B 1R6
| | - Gilles H Peslherbe
- Centre for Research in Molecular Modeling (CERMM) and Department of Chemistry and Biochemistry, Concordia University , 7141 Sherbrooke Street West, Montréal, Québec, Canada H4B 1R6
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5
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Computation of Rate Constants for Diffusion of Small Ligands to and from Buried Protein Active Sites. Methods Enzymol 2016; 578:299-326. [DOI: 10.1016/bs.mie.2016.05.039] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/17/2023]
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6
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Cazade PA, Zheng W, Prada-Gracia D, Berezovska G, Rao F, Clementi C, Meuwly M. A comparative analysis of clustering algorithms: O2 migration in truncated hemoglobin I from transition networks. J Chem Phys 2015; 142:025103. [PMID: 25591387 DOI: 10.1063/1.4904431] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/04/2023] Open
Abstract
The ligand migration network for O2-diffusion in truncated Hemoglobin N is analyzed based on three different clustering schemes. For coordinate-based clustering, the conventional k-means and the kinetics-based Markov Clustering (MCL) methods are employed, whereas the locally scaled diffusion map (LSDMap) method is a collective-variable-based approach. It is found that all three methods agree well in their geometrical definition of the most important docking site, and all experimentally known docking sites are recovered by all three methods. Also, for most of the states, their population coincides quite favourably, whereas the kinetics of and between the states differs. One of the major differences between k-means and MCL clustering on the one hand and LSDMap on the other is that the latter finds one large primary cluster containing the Xe1a, IS1, and ENT states. This is related to the fact that the motion within the state occurs on similar time scales, whereas structurally the state is found to be quite diverse. In agreement with previous explicit atomistic simulations, the Xe3 pocket is found to be a highly dynamical site which points to its potential role as a hub in the network. This is also highlighted in the fact that LSDMap cannot identify this state. First passage time distributions from MCL clusterings using a one- (ligand-position) and two-dimensional (ligand-position and protein-structure) descriptor suggest that ligand- and protein-motions are coupled. The benefits and drawbacks of the three methods are discussed in a comparative fashion and highlight that depending on the questions at hand the best-performing method for a particular data set may differ.
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Affiliation(s)
- Pierre-André Cazade
- Department of Chemistry, University of Basel, Klingelbergstrasse 80, CH-4056 Basel, Switzerland
| | - Wenwei Zheng
- Department of Chemistry, Rice University, 6100 Main St., Houston, Texas 77005, USA
| | - Diego Prada-Gracia
- School of Soft Matter Research, Freiburg Institute for Advanced Studies, Albertstrasse 19, 79104 Freiburg im Breisgau, Germany
| | - Ganna Berezovska
- Department of Chemistry, University of Basel, Klingelbergstrasse 80, CH-4056 Basel, Switzerland
| | - Francesco Rao
- School of Soft Matter Research, Freiburg Institute for Advanced Studies, Albertstrasse 19, 79104 Freiburg im Breisgau, Germany
| | - Cecilia Clementi
- Department of Chemistry, Rice University, 6100 Main St., Houston, Texas 77005, USA
| | - Markus Meuwly
- Department of Chemistry, University of Basel, Klingelbergstrasse 80, CH-4056 Basel, Switzerland
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7
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Shadrina MS, Peslherbe GH, English AM. O2 and Water Migration Pathways between the Solvent and Heme Pockets of Hemoglobin with Open and Closed Conformations of the Distal HisE7. Biochemistry 2015; 54:5279-89. [PMID: 26226401 DOI: 10.1021/acs.biochem.5b00369] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
Hemoglobin transports O2 by binding the gas at its four hemes. Hydrogen bonding between the distal histidine (HisE7) and heme-bound O2 significantly increases the affinity of human hemoglobin (HbA) for this ligand. HisE7 is also proposed to regulate the release of O2 to the solvent via a transient E7 channel. To reveal the O2 escape routes controlled by HisE7 and to evaluate its role in gating heme access, we compare simulations of O2 diffusion from the distal heme pockets of the T and R states of HbA performed with HisE7 in its open (protonated) and closed (neutral) conformations. Irrespective of HisE7's conformation, we observe the same four or five escape routes leading directly from the α- or β-distal heme pockets to the solvent. Only 21-53% of O2 escapes occur via these routes, with the remainder escaping through routes that encompass multiple internal cavities in HbA. The conformation of the distal HisE7 controls the escape of O2 from the heme by altering the distal pocket architecture in a pH-dependent manner, not by gating the E7 channel. Removal of the HisE7 side chain in the GlyE7 variant exposes the distal pockets to the solvent, and the percentage of O2 escapes to the solvent directly from the α- or β-distal pockets of the mutant increases to 70-88%. In contrast to O2, the dominant water route from the bulk solvent is gated by HisE7 because protonation and opening of this residue dramatically increase the rate of influx of water into the empty distal heme pockets. The occupancy of the distal heme site by a water molecule, which functions as an additional nonprotein barrier to binding of the ligand to the heme, is also controlled by HisE7. Overall, analysis of gas and water diffusion routes in the subunits of HbA and its GlyE7 variant sheds light on the contribution of distal HisE7 in controlling polar and nonpolar ligand movement between the solvent and the hemes.
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Affiliation(s)
- Maria S Shadrina
- Department of Chemistry and Biochemistry, Centre for Research in Molecular Modeling and PROTEO, Concordia University , Montreal, Quebec H4B 1R6, Canada
| | - Gilles H Peslherbe
- Department of Chemistry and Biochemistry, Centre for Research in Molecular Modeling and PROTEO, Concordia University , Montreal, Quebec H4B 1R6, Canada
| | - Ann M English
- Department of Chemistry and Biochemistry, Centre for Research in Molecular Modeling and PROTEO, Concordia University , Montreal, Quebec H4B 1R6, Canada
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8
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De Sancho D, Kubas A, Wang PH, Blumberger J, Best RB. Identification of Mutational Hot Spots for Substrate Diffusion: Application to Myoglobin. J Chem Theory Comput 2015; 11:1919-27. [PMID: 26574395 PMCID: PMC6132223 DOI: 10.1021/ct5011455] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
The pathways by which small molecules (substrates or inhibitors) access active sites are a key aspect of the function of enzymes and other proteins. A key problem in designing or altering such proteins is to identify sites for mutation that will have the desired effect on the substrate transport properties. While specific access channels have been invoked in the past, molecular simulations suggest that multiple routes are possible, complicating the analysis. This complexity, however, can be captured by a Markov State Model (MSM) of the ligand diffusion process. We have developed a sensitivity analysis of the resulting rate matrix, which identifies the locations where mutations should have the largest effect on the diffusive on rate. We apply this method to myoglobin, which is the best characterized example both from experiment and simulation. We validate the approach by translating the sensitivity parameter obtained from this method into the CO binding rates in myoglobin upon mutation, resulting in a semi-quantitative correlation with experiments. The model is further validated against an explicit simulation for one of the experimental mutants.
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Affiliation(s)
- David De Sancho
- Department of Chemistry, University of Cambridge , Lensfield Road, Cambridge CB2 1EW, United Kingdom
- CIC nanoGUNE , Tolosa Hiribidea 76, 20018 Donostia-San Sebastian, Spain
- IKERBASQUE, Basque Foundation for Science , Maria Diaz de Haro 3, 48013 Bilbao, Spain
| | - Adam Kubas
- Department of Physics and Astronomy, University College London , Gower Street, London WC1E 6BT, United Kingdom
| | - Po-Hung Wang
- Department of Physics and Astronomy, University College London , Gower Street, London WC1E 6BT, United Kingdom
- Theoretical Molecular Science Laboratory , 2-1 Hirosawa, Wako-shi, Saitama 351-0198, Japan
| | - Jochen Blumberger
- Department of Physics and Astronomy, University College London , Gower Street, London WC1E 6BT, United Kingdom
| | - Robert B Best
- Laboratory of Chemical Physics, National Institute of Diabetes and Digestive and Kidney Diseases, National Institutes of Health , Bethesda, Maryland 20892-0520, United States
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9
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Yu TQ, Lapelosa M, Vanden-Eijnden E, Abrams CF. Full kinetics of CO entry, internal diffusion, and exit in myoglobin from transition-path theory simulations. J Am Chem Soc 2015; 137:3041-50. [PMID: 25664858 PMCID: PMC5508993 DOI: 10.1021/ja512484q] [Citation(s) in RCA: 36] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
We use Markovian milestoning molecular dynamics (MD) simulations on a tessellation of the collective variable space for CO localization in myoglobin to estimate the kinetics of entry, exit, and internal site-hopping. The tessellation is determined by analysis of the free-energy surface in that space using transition-path theory (TPT), which provides criteria for defining optimal milestones, allowing short, independent, cell-constrained MD simulations to provide properly weighted kinetic data. We coarse grain the resulting kinetic model at two levels: first, using crystallographically relevant internal cavities and their predicted interconnections and solvent portals; and second, as a three-state side-path scheme inspired by similar models developed from geminate recombination experiments. We show semiquantitative agreement with experiment on entry and exit rates and in the identification of the so-called "histidine gate" at position 64 through which ≈90% of flux between solvent and the distal pocket passes. We also show with six-dimensional calculations that the minimum free-energy pathway of escape through the histidine gate is a "knock-on" mechanism in which motion of the ligand and the gate are sequential and interdependent. In total, these results suggest that such TPT simulations are indeed a promising approach to overcome the practical time-scale limitations of MD to allow reliable estimation of transition mechanisms and rates among metastable states.
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Affiliation(s)
- Tang-Qing Yu
- Courant Institute of Mathematical Sciences, New York University, New York, New York 10012, United States
| | - Mauro Lapelosa
- Department of Chemical and Biological Engineering, Drexel University, Philadelphia, Pennsylvania 19104, United States
| | - Eric Vanden-Eijnden
- Courant Institute of Mathematical Sciences, New York University, New York, New York 10012, United States
| | - Cameron F. Abrams
- Department of Chemical and Biological Engineering, Drexel University, Philadelphia, Pennsylvania 19104, United States
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10
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Di Giuseppe AMA, Caso JV, Severino V, Ragucci S, Chambery A, Russo R, Fattorusso R, Ferreras JM, Russo L, Di Maro A. Insight into the structural and functional features of myoglobin from Hystrix cristata L. and Rangifer tarandus L. RSC Adv 2015. [DOI: 10.1039/c5ra01316j] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022] Open
Abstract
Myoglobins (Mbs) from Hystrix cristata L. and Rangifer tarandus L. have been isolated and characterised.
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Affiliation(s)
- Antonella M. A. Di Giuseppe
- Department of Environmental, Biological and Pharmaceutical Sciences and Technologies (DiSTABiF)
- Second University of Naples
- 81100-Caserta
- Italy
| | - Jolanda V. Caso
- Department of Environmental, Biological and Pharmaceutical Sciences and Technologies (DiSTABiF)
- Second University of Naples
- 81100-Caserta
- Italy
| | - Valeria Severino
- Department of Internal Medicine Specialties
- Geneva University
- 1211-Genève
- Switzerland
| | - Sara Ragucci
- Department of Environmental, Biological and Pharmaceutical Sciences and Technologies (DiSTABiF)
- Second University of Naples
- 81100-Caserta
- Italy
| | - Angela Chambery
- Department of Environmental, Biological and Pharmaceutical Sciences and Technologies (DiSTABiF)
- Second University of Naples
- 81100-Caserta
- Italy
| | - Rosita Russo
- Department of Environmental, Biological and Pharmaceutical Sciences and Technologies (DiSTABiF)
- Second University of Naples
- 81100-Caserta
- Italy
| | - Roberto Fattorusso
- Department of Environmental, Biological and Pharmaceutical Sciences and Technologies (DiSTABiF)
- Second University of Naples
- 81100-Caserta
- Italy
| | - José M. Ferreras
- Department of Biochemistry and Molecular Biology and Physiology
- University of Valladolid
- Campus Miguel Delibes
- 47011-Valladolid
- Spain
| | - Luigi Russo
- Department of Environmental, Biological and Pharmaceutical Sciences and Technologies (DiSTABiF)
- Second University of Naples
- 81100-Caserta
- Italy
| | - Antimo Di Maro
- Department of Environmental, Biological and Pharmaceutical Sciences and Technologies (DiSTABiF)
- Second University of Naples
- 81100-Caserta
- Italy
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11
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Lin YW, Shu XG, Du KJ, Nie CM, Wen GB. Computational insight into nitration of human myoglobin. Comput Biol Chem 2014; 52:60-5. [DOI: 10.1016/j.compbiolchem.2014.09.004] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/10/2014] [Revised: 09/08/2014] [Accepted: 09/13/2014] [Indexed: 11/29/2022]
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12
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Bucci A, Abrams CF. Oxygen Pathways and Allostery in Monomeric Sarcosine Oxidase via Single-Sweep Free-Energy Reconstruction. J Chem Theory Comput 2014; 10:2668-2676. [PMID: 25061440 PMCID: PMC4095932 DOI: 10.1021/ct500088z] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/05/2014] [Indexed: 01/12/2023]
Abstract
Monomeric sarcosine oxidase (MSOX) is a flavoprotein D-amino acid oxidase with reported sarcosine and oxygen activation sites on the re and si faces of the flavin ring, respectively. O2 transport routes to the catalytic interior are not well understood and are difficult to ascertain solely from MSOX crystal structures. A composite free-energy method known as single-sweep is used to map and thermodynamically characterize oxygen sites and routes leading to the catalytically active Lys265 from the protein surface. The result is a network of pathways and free energies within MSOX illustrating that oxygen can access two free-energy minima on the re face of the reduced flavin from four separate solvent portals. No such minimum is observed on the si face. The pathways are geometrically similar for three major states of the enzyme: (1) apo with a closed flavin cleft, (2) apo with an open flavin cleft, and (3) inhibitor-bound with a closed flavin cleft. Interestingly, free energies along these transport pathways display significantly deeper minima when the substrate-mimicking inhibitor 2-furoic acid is bound at the sarcosine site, even at locations far from this site. This suggests a substrate-dependent allosteric modulation of the kinetics of O2 transport from the solvent to the active site.
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Affiliation(s)
- Anthony Bucci
- Dept. Chemical and Biological
Engineering, Drexel University, Philadelphia, Pennsylvania 19104, United States
| | - Cameron F. Abrams
- Dept. Chemical and Biological
Engineering, Drexel University, Philadelphia, Pennsylvania 19104, United States
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13
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Woods KN. Using THz time-scale infrared spectroscopy to examine the role of collective, thermal fluctuations in the formation of myoglobin allosteric communication pathways and ligand specificity. SOFT MATTER 2014; 10:4387-4402. [PMID: 24801988 DOI: 10.1039/c3sm53229a] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/03/2023]
Abstract
In this investigation we use THz time-scale spectroscopy to conduct an initial set of studies on myoglobin with the aim of providing further insight into the global, collective thermal fluctuations in the protein that have been hypothesized to play a prominent role in the dynamic formation of transient ligand channels as well as in shaping the molecular level basis for ligand discrimination. Using the two ligands O2 and CO, we have determined that the perturbation from the heme-ligand complex has a strong influence on the characteristics of the myoglobin collective dynamics that are excited upon binding. Further, the differences detected in the collective protein motions in Mb-O2 compared with those in Mb-CO appear to be intimately tied with the pathways of long-range allosteric communication in the protein, which ultimately determine the trajectories selected by the respective ligands on the path to and from the heme-binding cavity.
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Affiliation(s)
- K N Woods
- Physics Department, Carnegie Mellon University, Pittsburgh, PA 15213, USA.
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14
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Abstract
![]()
Myoglobin
(Mb) binds diatomic ligands, like O2, CO,
and NO, in a cavity that is only transiently accessible. Crystallography
and molecular simulations show that the ligands can migrate through
an extensive network of transiently connected cavities but disagree
on the locations and occupancy of internal hydration sites. Here,
we use water 2H and 17O magnetic relaxation
dispersion (MRD) to characterize the internal water molecules in Mb
under physiological conditions. We find that equine carbonmonoxy Mb
contains 4.5 ± 1.0 ordered internal water molecules with a mean
survival time of 5.6 ± 0.5 μs at 25 °C. The likely
locations of these water molecules are the four polar hydration sites,
including one of the xenon-binding cavities, that are fully occupied
in all high-resolution crystal structures of equine Mb. The finding
that water escapes from these sites, located 17–31 Å apart
in the protein, on the same μs time scale suggests a global
exchange mechanism. We propose that this mechanism involves transient
penetration of the protein by H-bonded water chains. Such a mechanism
could play a functional role by eliminating trapped ligands. In addition,
the MRD results indicate that 2 or 3 of the 11 histidine residues
of equine Mb undergo intramolecular hydrogen exchange on a μs
time scale.
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Affiliation(s)
- Shuji Kaieda
- Department of Biophysical Chemistry, Lund University , P.O. Box 124, SE-22100 Lund, Sweden
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15
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Abbruzzetti S, Spyrakis F, Bidon-Chanal A, Luque FJ, Viappiani C. Ligand migration through hemeprotein cavities: insights from laser flash photolysis and molecular dynamics simulations. Phys Chem Chem Phys 2013; 15:10686-701. [PMID: 23733145 DOI: 10.1039/c3cp51149a] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022]
Abstract
The presence of cavities and tunnels in the interior of proteins, in conjunction with the structural plasticity arising from the coupling to the thermal fluctuations of the protein scaffold, has profound consequences on the pathways followed by ligands moving through the protein matrix. In this perspective we discuss how quantitative analysis of experimental rebinding kinetics from laser flash photolysis, trapping of unstable conformational states by embedding proteins within the nanopores of silica gels, and molecular simulations can synergistically converge to gain insight into the migration mechanism of ligands. We show how the evaluation of the free energy landscape for ligand diffusion based on the outcome of computational techniques can assist the definition of sound reaction schemes, leading to a comprehensive understanding of the broad range of chemical events and time scales that encompass the transport of small ligands in hemeproteins.
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Affiliation(s)
- Stefania Abbruzzetti
- Dipartimento di Fisica e Scienze della Terra, Università degli Studi di Parma, viale delle Scienze 7A, 43124, Parma, Italy
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16
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Scorciapino MA, Spiga E, Vezzoli A, Mrakic-Sposta S, Russo R, Fink B, Casu M, Gussoni M, Ceccarelli M. Structure–Function Paradigm in Human Myoglobin: How a Single-Residue Substitution Affects NO Reactivity at Low pO2. J Am Chem Soc 2013; 135:7534-44. [DOI: 10.1021/ja400213t] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/12/2023]
Affiliation(s)
| | | | - Alessandra Vezzoli
- Institute for Bioimaging and
Molecular Physiology, Consiglio Nazionale delle Ricerche (CNR), Segrate (MI), Italy
| | - Simona Mrakic-Sposta
- Department of Pathophysiology
and Transplantation−Physiology Section, University of Milan, Milan, Italy
| | - Rosaria Russo
- Department of Pathophysiology
and Transplantation−Physiology Section, University of Milan, Milan, Italy
| | - Bruno Fink
- Noxygen Science Transfer and Diagnostics GmbH, Elzach, Germany
| | | | - Maristella Gussoni
- Department of Pathophysiology
and Transplantation−Physiology Section, University of Milan, Milan, Italy
- Institute for Macromolecular
Studies, CNR, Milan, Italy
| | - Matteo Ceccarelli
- Istituto Officina dei Materiali del Consiglio Nazionale delle Ricerche (IOM-CNR), UOS, Cagliari, Italy
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17
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Krokhotin A, Niemi AJ, Peng X. On the role of thermal backbone fluctuations in myoglobin ligand gate dynamics. J Chem Phys 2013; 138:175101. [PMID: 23656161 DOI: 10.1063/1.4801330] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/05/2023] Open
Abstract
We construct an energy function that describes the crystallographic structure of sperm whale myoglobin backbone. As a model in our construction, we use the Protein Data Bank entry 1ABS that has been measured at liquid helium temperature. Consequently, the thermal B-factor fluctuations are very small, which is an advantage in our construction. The energy function that we utilize resembles that of the discrete nonlinear Schrödinger equation. Likewise, ours supports topological solitons as local minimum energy configurations. We describe the 1ABS backbone in terms of topological solitons with a precision that deviates from 1ABS by an average root-mean-square distance, which is less than the experimentally observed Debye-Waller B-factor fluctuation distance. We then subject the topological multi-soliton solution to extensive numerical heating and cooling experiments, over a very wide range of temperatures. We concentrate in particular to temperatures above 300 K and below the Θ-point unfolding temperature, which is around 348 K. We confirm that the behavior of the topological multi-soliton is fully consistent with Anfinsen's thermodynamic principle, up to very high temperatures. We observe that the structure responds to an increase of temperature consistently in a very similar manner. This enables us to characterize the onset of thermally induced conformational changes in terms of three distinct backbone ligand gates. One of the gates is made of the helix F and the helix E. The two other gates are chosen similarly, when open they provide a direct access route for a ligand to reach the heme. We find that out of the three gates we investigate, the one which is formed by helices B and G is the most sensitive to thermally induced conformational changes. Our approach provides a novel perspective to the important problem of ligand entry and exit.
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Affiliation(s)
- Andrey Krokhotin
- Department of Physics and Astronomy and Science for Life Laboratory, Uppsala University, P.O. Box 803, S-75108 Uppsala, Sweden.
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18
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Small ligand-globin interactions: reviewing lessons derived from computer simulation. BIOCHIMICA ET BIOPHYSICA ACTA-PROTEINS AND PROTEOMICS 2013; 1834:1722-38. [PMID: 23470499 DOI: 10.1016/j.bbapap.2013.02.038] [Citation(s) in RCA: 33] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/28/2012] [Revised: 02/22/2013] [Accepted: 02/26/2013] [Indexed: 11/24/2022]
Abstract
In this work we review the application of classical and quantum-mechanical atomistic computer simulation tools to the investigation of small ligand interaction with globins. In the first part, studies of ligand migration, with its connection to kinetic association rate constants (kon), are presented. In the second part, we review studies for a variety of ligands such as O2, NO, CO, HS(-), F(-), and NO2(-) showing how the heme structure, proximal effects, and the interactions with the distal amino acids can modulate protein ligand binding. The review presents mainly results derived from our previous works on the subject, in the context of other theoretical and experimental studies performed by others. The variety and extent of the presented data yield a clear example of how computer simulation tools have, in the last decade, contributed to our deeper understanding of small ligand interactions with globins. This article is part of a Special Issue entitled: Oxygen Binding and Sensing Proteins.
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19
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Lapelosa M, Abrams CF. A computational study of water and CO migration sites and channels inside myoglobin. J Chem Theory Comput 2013; 9:1265-1271. [PMID: 23505344 DOI: 10.1021/ct300862j] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
Pathways are computed for transport of H2O and CO in myoglobin (Mb), using the single sweep and zero-temperature string methods in a fully atomistic, explicitly solvated model system. Our predictions of sites and barriers in the pathways for CO transport agree with previous studies. For H2O, we predict a binding site in the distal pocket (DP), in agreement with crystallographic observations, and another one close to Leu 29 which explains the importance of this residue in controlling the pocket's hydrophobicity, as well as disordered minima in the largely apolar xenon cavities. In particular, H2O can occupy and transition among the xenon cavities, Xe4, Xe2, and Xe3. Our results support the hypothesis that the thermodynamically most favorable entry/exit portal for H2O is the so-called histidine gate (HG), the same as for CO. This result, along with the observation of water occupation of both DP and apolar Xe cavities, suggest that water and small gas molecules like CO compete for access to the protein interior, and therefore models of gas molecule transport within proteins should also explicitly consider water transport.
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Affiliation(s)
- Mauro Lapelosa
- Department of Chemical and Biological Engineering, Drexel University, Philadelphia, PA, 19104 USA
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20
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Boechi L, Arrar M, Martí MA, Olson JS, Roitberg AE, Estrin DA. Hydrophobic effect drives oxygen uptake in myoglobin via histidine E7. J Biol Chem 2013; 288:6754-62. [PMID: 23297402 DOI: 10.1074/jbc.m112.426056] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022] Open
Abstract
Since the elucidation of the myoglobin (Mb) structure, a histidine residue on the E helix (His-E7) has been proposed to act as a gate with an open or closed conformation controlling access to the active site. Although it is believed that at low pH, the His-E7 gate is in its open conformation, the full relationship between the His-E7 protonation state, its conformation, and ligand migration in Mb is hotly debated. We used molecular dynamics simulations to first address the effect of His-E7 protonation on its conformation. We observed the expected shift from the closed to the open conformation upon protonation, but more importantly, noted a significant difference between the conformations of the two neutral histidine tautomers. We further computed free energy profiles for oxygen migration in each of the possible His-E7 states as well as in two instructive Mb mutants: Ala-E7 and Trp-E7. Our results show that even in the closed conformation, the His-E7 gate does not create a large barrier to oxygen migration and permits oxygen entry with only a small rotation of the imidazole side chain and movement of the E helix. We identify, instead, a hydrophobic site in the E7 channel that can accommodate an apolar diatomic ligand and enhances ligand uptake particularly in the open His-E7 conformation. This rate enhancement is diminished in the closed conformation. Taken together, our results provide a new conceptual framework for the histidine gate hypothesis.
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Affiliation(s)
- Leonardo Boechi
- Departamento de Química Inorgánica, Analítica, y Química Física/Inquimae-Conicet, Facultad de Ciencias Exactas y Naturales, Universidad de Buenos Aires. Ciudad Universitaria, Pabellon 2, C1428EHA Buenos Aires, Argentina
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21
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Cazade PA, Meuwly M. Oxygen migration pathways in NO-bound truncated hemoglobin. Chemphyschem 2012; 13:4276-86. [PMID: 23161831 DOI: 10.1002/cphc.201200608] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/25/2012] [Revised: 09/28/2012] [Indexed: 11/10/2022]
Abstract
Atomistic simulations of dioxygen (O(2)) dynamics and migration in nitric oxide-bound truncated Hemoglobin N (trHbN) of Mycobacterium tuberculosis are reported. From more than 100 ns of simulations the connectivity network involving the metastable states for localization of the O(2) ligand is built and analyzed. It is found that channel I is the primary entrance point for O(2) whereas channel II is predominantly an exit path although access to the protein active site is also possible. For O(2) a new site compared to nitric oxide, from which reaction with the heme group can occur, was found. As this site is close to the heme iron, it could play an important role in the dioxygenation mechanism as O(2) can remain there for hundreds of picoseconds after which it can eventually leave the protein, while NO is localized in Xe2. The present study supports recent experimental work which proposed that O(2) docks in alternative pockets than Xe close to the reactive site. Similar to other proteins, a phenylalanine residue (Phe62) plays the role of a gate along the access route in channel I. The most highly connected site is the Xe3 pocket which is a "hub" and free energy barriers between the different metastable states are ≈1.5 kcal mol(-1) which allows facile O(2) migration within the protein.
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Affiliation(s)
- Pierre-André Cazade
- Department of Chemistry, University of Basel, Klingelbergstrasse 80, CH-4056, Basel, Switzerland
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22
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Bocahut A, Derrien V, Bernad S, Sebban P, Sacquin-Mora S, Guittet E, Lescop E. Heme orientation modulates histidine dissociation and ligand binding kinetics in the hexacoordinated human neuroglobin. J Biol Inorg Chem 2012; 18:111-22. [PMID: 23135388 PMCID: PMC3535368 DOI: 10.1007/s00775-012-0956-2] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/07/2012] [Accepted: 10/21/2012] [Indexed: 11/05/2022]
Abstract
Neuroglobin (Ngb) is a globin present in the brain and retina of mammals. This hexacoordinated hemoprotein binds small diatomic molecules, albeit with lower affinity compared with other globins. Another distinctive feature of most mammalian Ngb is their ability to form an internal disulfide bridge that increases ligand affinity. As often seen for prosthetic heme b containing proteins, human Ngb exhibits heme heterogeneity with two alternative heme orientations within the heme pocket. To date, no details are available on the impact of heme orientation on the binding properties of human Ngb and its interplay with the cysteine oxidation state. In this work, we used 1H NMR spectroscopy to probe the cyanide binding properties of different Ngb species in solution, including wild-type Ngb and the single (C120S) and triple (C46G/C55S/C120S) mutants. We demonstrate that in the disulfide-containing wild-type protein cyanide ligation is fivefold faster for one of the two heme orientations (the A isomer) compared with the other isomer, which is attributed to the lower stability of the distal His64–iron bond and reduced steric hindrance at the bottom of the cavity for heme sliding in the A conformer. We also attribute the slower cyanide reactivity in the absence of a disulfide bridge to the tighter histidine–iron bond. More generally, enhanced internal mobility in the CD loop bearing the disulfide bridge hinders access of the ligand to heme iron by stabilizing the histidine–iron bond. The functional impact of heme disorder and cysteine oxidation state on the properties of the Ngb ligand is discussed.
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Affiliation(s)
- Anthony Bocahut
- Laboratoire de Chimie Physique, UMR 8000, CNRS, Université Paris-Sud 11, Bât. 350, 91405 Orsay, France
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23
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Tsuduki T, Tomita A, Koshihara SY, Adachi SI, Yamato T. Ligand migration in myoglobin: a combined study of computer simulation and x-ray crystallography. J Chem Phys 2012; 136:165101. [PMID: 22559505 DOI: 10.1063/1.4704586] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022] Open
Abstract
A ligand-migration mechanism of myoglobin was studied by a multidisciplinary approach that used x-ray crystallography and molecular dynamics simulation. The former revealed the structural changes of the protein along with the ligand migration, and the latter provided the statistical ensemble of protein conformations around the thermal average. We developed a novel computational method, homogeneous ensemble displacement, and generated the conformational ensemble of ligand-detached species from that of ligand-bound species. The thermally averaged ligand-protein interaction was illustrated in terms of the potential of mean force. Although the structural changes were small, the presence of the ligand molecule in the protein matrix significantly affected the 3D scalar field of the potential of mean force, in accordance with the self-opening model proposed in the previous x-ray study.
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Affiliation(s)
- Takayuki Tsuduki
- Graduate School of Science, Nagoya University, Furo-cho, Chikusa-ku, Nagoya 464-8602, Japan
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24
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Plattner N, Meuwly M. Quantifying the importance of protein conformation on ligand migration in myoglobin. Biophys J 2012; 102:333-41. [PMID: 22339870 DOI: 10.1016/j.bpj.2011.10.058] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/04/2011] [Revised: 10/24/2011] [Accepted: 10/26/2011] [Indexed: 10/14/2022] Open
Abstract
Myoglobin (Mb) is a model system for ligand binding and migration. The energy barriers (ΔG) for ligand migration in Mb have been studied in the past by experiment and theory and significant differences between different approaches were found. From experiment, it is known that Mb can assume a large number of conformational substates. In this work, these substates are investigated as a possible source of the differences in migration barriers. We show that the initial structure significantly affects the calculated ΔG for a particular transition and that fluctuations in barrier heights δΔG are of similar magnitude as the free energy barriers themselves. The sensitivity of ΔG to the initial structure is compared to other sources of errors. Different protein structures can affect the calculated ΔG by up to 4 kcal/mol, whereas differences between simple point charge models and more elaborate multipolar charge models for the CO-ligand are smaller by a factor of two. Analysis of the structural changes underlying the large effect of the conformational substate reveals the importance of coupling between protein and ligand motion for migration.
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Affiliation(s)
- Nuria Plattner
- Chemistry Department, Brown University, Providence, Rhode Island, USA
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25
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Using metadynamics and path collective variables to study ligand binding and induced conformational transitions. Methods Mol Biol 2012; 819:501-13. [PMID: 22183554 DOI: 10.1007/978-1-61779-465-0_29] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/05/2023]
Abstract
Large-scale conformational transitions represent both a challenge and an opportunity for computational drug design. Exploring the conformational space of a druggable target with sufficient detail is computationally demanding. However, if it were possible to fully account for target flexibility, one could exploit this knowledge to rationally design more potent and more selective drug candidates. Here, we discuss how molecular dynamics together with free energy algorithms based on Metadynamics and Path Collective Variables can be used to study both large-scale conformational transitions and ligand binding to flexible targets. We show real-life examples of how these methods have been applied in the case of cyclin-dependent kinases, a family of flexible targets that shows promise in cancer therapy.
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26
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Drummond ML, Wilson AK, Cundari TR. Carbon Dioxide Migration Pathways in Proteins. J Phys Chem Lett 2012; 3:830-833. [PMID: 26286405 DOI: 10.1021/jz3001085] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/04/2023]
Abstract
Some of the most important biological processes, such as carbon fixation, are dependent on protein-gas interactions. The motion of CO2 through the enzyme phosphoenolpyruvate carboxykinase was investigated using extensive all-atom molecular dynamics simulations. Three discrete migration pathways were located, suggesting the protein directs the movement of CO2. The chemical nature of these pathways is discussed, as are their biotechnological ramifications.
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Affiliation(s)
- Michael L Drummond
- Center for Advanced Scientific Computing and Modeling (CASCaM), Department of Chemistry, University of North Texas, Denton, Texas 76203-5070, United States
| | - Angela K Wilson
- Center for Advanced Scientific Computing and Modeling (CASCaM), Department of Chemistry, University of North Texas, Denton, Texas 76203-5070, United States
| | - Thomas R Cundari
- Center for Advanced Scientific Computing and Modeling (CASCaM), Department of Chemistry, University of North Texas, Denton, Texas 76203-5070, United States
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27
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Lee MW, Meuwly M. Molecular Dynamics Simulation of Nitric Oxide in Myoglobin. J Phys Chem B 2012; 116:4154-62. [DOI: 10.1021/jp212112f] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
- Myung Won Lee
- Department of Chemistry, University of Basel, Klingelbergstrasse 80, 4056 Basel, Switzerland
| | - Markus Meuwly
- Department of Chemistry, University of Basel, Klingelbergstrasse 80, 4056 Basel, Switzerland
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28
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Cottone G, Lattanzi G, Ciccotti G, Elber R. Multiphoton absorption of myoglobin-nitric oxide complex: relaxation by D-NEMD of a stationary state. J Phys Chem B 2012; 116:3397-410. [PMID: 22356468 PMCID: PMC3319090 DOI: 10.1021/jp212148x] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
The photodissociation and geminate recombination of nitric oxide in myoglobin, under continuous illumination, is modeled computationally. The relaxation of the photon energy into the protein matrix is also considered in a single simulation scheme that mimics a complete experimental setup. The dynamic approach to non-equilibrium molecular dynamics is used, starting from a steady state, to compute its relaxation to equilibrium. Simulations are conducted for the native form of sperm whale myoglobin and for two other mutants, V68W and L29F, illustrating a fair diversity of spatial and temporal geminate recombination processes. Energy flow to the heme and immediate protein environment provide hints to allostery. In particular, a pathway of energy flow between the heme and the FG loop is illustrated. Although the simulations were conducted for myoglobin only, the thermal fluctuations of the FG corner are in agreement with the large structural shifts of FG during the allosteric transition of tetrameric hemoglobin.
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Affiliation(s)
- Grazia Cottone
- School of Physics, University College Dublin, Dublin, Rep. of Ireland.
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29
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Fais A, Casu M, Ruggerone P, Ceccarelli M, Porcu S, Era B, Anedda R, Sollaino MC, Galanello R, Corda M. Structural and Functional Characterization of a New Double Variant Haemoglobin (HbG-Philadelphia/Duarte α(2)β(2)). ISRN HEMATOLOGY 2011; 2011:735314. [PMID: 22084702 PMCID: PMC3198610 DOI: 10.5402/2011/735314] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 09/08/2010] [Accepted: 10/04/2010] [Indexed: 11/23/2022]
Abstract
WE REPORT THE FIRST CASE OF COSEGREGATION OF TWO HAEMOGLOBINS (HBS): HbG-Philadelphia [α68(E17)Asn → Lys] and HbDuarte [β62(E6)Ala → Pro]. The proband is a young patient heterozygous also for β°-thalassaemia. We detected exclusively two haemoglobin variants: HbDuarte and HbG-Philadelphia/Duarte. Functional study of the new double variant HbG-Philadelphia/Duarte exhibited an increase in oxygen affinity, with a slight decrease of cooperativity and Bohr effect. This functional behaviour is attributed to β62Ala → Pro instead of α68Asn → Lys substitution. Indeed, HbG-Philadelphia isolated in our laboratory from blood cells donor carrier for this variant is not affected by any functional modification, whereas purified Hb Duarte showed functional properties very similar to the double variant. NMR and MD simulation studies confirmed that the presence of Pro instead of Ala at the β62 position produces displacement of the E helix and modifications of the tertiary structure. The substitution α68(E17)Asn → Lys does not cause significant structural and dynamical modifications of the protein. A possible structure-based rational of substitution effects is suggested.
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Affiliation(s)
- Antonella Fais
- Department of Sciences Applied to Biosystems, University of Cagliari, S.P. Monserrato-Sestu km 0.700, 09042 Monserrato, Italy
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30
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Forti F, Boechi L, Bikiel D, Martí MA, Nardini M, Bolognesi M, Viappiani C, Estrin D, Luque FJ. Ligand Migration in Methanosarcina acetivorans Protoglobin: Effects of Ligand Binding and Dimeric Assembly. J Phys Chem B 2011; 115:13771-80. [DOI: 10.1021/jp208562b] [Citation(s) in RCA: 28] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022]
Affiliation(s)
- Flavio Forti
- Departament de Fisicoquímica and Institut de Biomedicina, Facultat de Farmàcia, Universitat de Barcelona, Avinguda Diagonal 643, E-08028, Barcelona, Spain
| | - Leonardo Boechi
- Departamento de Química Inorgánica, Analítica, y Química Física, INQUIMAE-CONICET, Facultad de Ciencias Exactas y Naturales, Universidad de Buenos Aires, Ciudad Universitaria, Buenos Aires, Argentina
| | - Damian Bikiel
- Departamento de Química Inorgánica, Analítica, y Química Física, INQUIMAE-CONICET, Facultad de Ciencias Exactas y Naturales, Universidad de Buenos Aires, Ciudad Universitaria, Buenos Aires, Argentina
| | - Marcelo A. Martí
- Departamento de Química Inorgánica, Analítica, y Química Física, INQUIMAE-CONICET, Facultad de Ciencias Exactas y Naturales, Universidad de Buenos Aires, Ciudad Universitaria, Buenos Aires, Argentina
- Departamento de Química Biológica, Facultad de Ciencias Exactas y Naturales, Universidad de Buenos Aires, Ciudad Universitaria, Buenos Aires, Argentina
| | - Marco Nardini
- Dipartimento di Scienze Biomolecolari e Biotecnologie and CIMAINA, Università degli Studi di Milano, I-20131 Milano, Italy
| | - Martino Bolognesi
- Dipartimento di Scienze Biomolecolari e Biotecnologie and CIMAINA, Università degli Studi di Milano, I-20131 Milano, Italy
| | - Cristiano Viappiani
- Dipartimento di Fisica, Università degli Studi di Parma, Parma, Italy
- NEST, Istituto Nanoscienze-CNR, Italy
| | - Darío Estrin
- Departamento de Química Inorgánica, Analítica, y Química Física, INQUIMAE-CONICET, Facultad de Ciencias Exactas y Naturales, Universidad de Buenos Aires, Ciudad Universitaria, Buenos Aires, Argentina
| | - F. Javier Luque
- Departament de Fisicoquímica and Institut de Biomedicina, Facultat de Farmàcia, Universitat de Barcelona, Avinguda Diagonal 643, E-08028, Barcelona, Spain
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31
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Dynamics comparison of two myoglobins with a distinct heme active site. J Mol Model 2011; 18:1591-6. [DOI: 10.1007/s00894-011-1192-3] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/25/2011] [Accepted: 07/18/2011] [Indexed: 10/17/2022]
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32
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Zhang Y, Voth GA. A Combined Metadynamics and Umbrella Sampling Method for the Calculation of Ion Permeation Free Energy Profiles. J Chem Theory Comput 2011; 7:2277-2283. [PMID: 25100923 PMCID: PMC4120845 DOI: 10.1021/ct200100e] [Citation(s) in RCA: 48] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023]
Abstract
Free energy calculations are one of the most useful methods for the study of ion transport mechanisms through confined spaces such as protein ion channels. Their reliability depends on a correctly defined reaction coordinate (RC). A straight line is usually not a proper RC for such complicated processes so in this work a combined metadynamics/umbrella sampling (MTD/US) method is proposed. In the combined method, the ion transport pathway is first identified by the MTD method and then the free energy profile or potential of mean force (PMF) along the path is calculated using umbrella sampling. This combined method avoids the discontinuity problem often associated with normal umbrella sampling calculations that assume a straight line RC and it provides a more physically accurate PMF for such processes. The method is demonstrated for the proton transport process through the protein channel of aquaporin-1.
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Affiliation(s)
| | - Gregory A. Voth
- Department of Chemistry, James Franck Institute, Institute for Biophysical Dynamics, and Computation Institute, University of Chicago, 5735 S. Ellis Avenue, Chicago, IL 60637
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33
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Bocahut A, Bernad S, Sebban P, Sacquin-Mora S. Frontier Residues Lining Globin Internal Cavities Present Specific Mechanical Properties. J Am Chem Soc 2011; 133:8753-61. [DOI: 10.1021/ja202587a] [Citation(s) in RCA: 28] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
- Anthony Bocahut
- Laboratoire de Biochimie Théorique, UMR 9080 CNRS, Institut de Biologie Physico-Chimique, 13 rue Pierre et Marie Curie, 75005 Paris, France
| | - Sophie Bernad
- Laboratoire de Chimie Physique, CNRS UMR8000, Bât. 350, Université Paris-sud, 91405 Orsay, France
| | - Pierre Sebban
- Laboratoire de Chimie Physique, CNRS UMR8000, Bât. 350, Université Paris-sud, 91405 Orsay, France
- Université des Sciences et des Technologies de Hanoi, 18 Hoang Quoc Viet, Cau Giay, Hanoi, Vietnam
| | - Sophie Sacquin-Mora
- Laboratoire de Biochimie Théorique, UMR 9080 CNRS, Institut de Biologie Physico-Chimique, 13 rue Pierre et Marie Curie, 75005 Paris, France
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34
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Wang PH, Best RB, Blumberger J. A microscopic model for gas diffusion dynamics in a [NiFe]-hydrogenase. Phys Chem Chem Phys 2011; 13:7708-19. [PMID: 21409188 DOI: 10.1039/c0cp02098b] [Citation(s) in RCA: 26] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
Abstract
We describe and apply a microscopic model for the calculation of gas diffusion rates in a [NiFe]-hydrogenase. This enzyme has attracted much interest for use as a H(2) oxidising catalyst in biofuel cells, but a major problem is their inhibition by CO and O(2). In our model, the diffusive hopping of gas molecules in the protein interior is coarse grained using a master equation approach with transition rates estimated from equilibrium and non-equilibrium pulling simulations. Propagating the rate matrix in time, we find that the probability for a gas molecule to reach the enzyme active site follows a mono-exponential increase. Fits to a phenomenological rate law give an effective diffusion rate constant for CO that is in very good agreement with experimental measurements. We find that CO prefers to move along the canonical 'hydrophobic' main channel towards the active site, in contrast to O(2) and H(2), which were previously shown to explore larger fractions of the protein. Differences in the diffusion of the three gases are discussed in light of recent efforts to engineer a gas selectivity filter in the enzyme.
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Affiliation(s)
- Po-hung Wang
- Department of Physics and Astronomy, University College London, London WC1E 6BT, UK
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Wang PH, Best RB, Blumberger J. Multiscale simulation reveals multiple pathways for H2 and O2 transport in a [NiFe]-hydrogenase. J Am Chem Soc 2011; 133:3548-56. [PMID: 21341658 DOI: 10.1021/ja109712q] [Citation(s) in RCA: 53] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Hydrogenases are enzymes that catalyze the reversible conversion of hydrogen molecules to protons and electrons. The mechanism by which the gas molecules reach the active site is important for understanding the function of the enzyme and may play a role in the selectivity for hydrogen over inhibitor molecules. Here, we develop a general multiscale molecular simulation approach for the calculation of diffusion rates and determination of pathways by which substrate or inhibitor gases can reach the protein active site. Combining kinetic data from both equilibrium simulations and enhanced sampling, we construct a master equation describing the movement of gas molecules within the enzyme. We find that the time-dependent gas population of the active site can be fit to the same phenomenological rate law used to interpret experiments, with corresponding diffusion rates in very good agreement with experimental data. However, in contrast to the conventional picture, in which the gases follow a well-defined hydrophobic tunnel, we find that there is a diverse network of accessible pathways by which the gas molecules can reach the active site. The previously identified tunnel accounts for only about 60% of the total flux. Our results suggest that the dramatic decrease in the diffusion rate for mutations involving the residue Val74 could be in part due to the narrowing of the passage Val74-Arg476, immediately adjacent to the binding site, explaining why mutations of Leu122 had only a negligible effect in experiment. Our method is not specific to the [NiFe]-hydrogenase and should be generally applicable to the transport of small molecules in proteins.
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Affiliation(s)
- Po-hung Wang
- Department of Physics and Astronomy, University College London, London WC1E 6BT, United Kingdom
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Biarnés X, Bongarzone S, Vargiu AV, Carloni P, Ruggerone P. Molecular motions in drug design: the coming age of the metadynamics method. J Comput Aided Mol Des 2011; 25:395-402. [PMID: 21327922 DOI: 10.1007/s10822-011-9415-3] [Citation(s) in RCA: 29] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/20/2010] [Accepted: 01/28/2011] [Indexed: 01/25/2023]
Abstract
Metadynamics is emerging as a useful free energy method in physics, chemistry and biology. Recently, it has been applied also to investigate ligand binding to biomolecules of pharmacological interest. Here, after introducing the basic idea of the method, we review applications to challenging targets for pharmaceutical intervention. We show that this methodology, especially when combined with a variety of other computational approaches such as molecular docking and/or molecular dynamics simulation, may be useful to predict structure and energetics of ligand/target complexes even when the targets lack a deep binding cavity, such as DNA and proteins undergoing fibrillation in neurodegenerative diseases. Furthermore, the method allows investigating the routes of molecular recognition and the associated binding energy profiles, providing a molecular interpretation to experimental data.
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Affiliation(s)
- Xevi Biarnés
- International School for Advanced Studies, Trieste, Italy
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37
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Pi release from myosin: a simulation analysis of possible pathways. Structure 2010; 18:458-70. [PMID: 20399183 DOI: 10.1016/j.str.2010.01.014] [Citation(s) in RCA: 46] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/19/2009] [Revised: 01/11/2010] [Accepted: 01/21/2010] [Indexed: 11/22/2022]
Abstract
The release of phosphate (Pi) is an important element in actomyosin function and has been shown to be accelerated by the binding of myosin to actin. To provide information about the structural elements important for Pi release, possible escape pathways from various isolated myosin II structures have been determined by molecular dynamics simulations designed for studying such slow processes. The residues forming the pathways were identified and their role was evaluated by mutant simulations. Pi release is slow in the pre-powerstroke structure, an important element in preventing the powerstroke prior to actin binding, and is much more rapid for Pi modeled into the post-rigor and rigor-like structures. The previously proposed backdoor route is dominant in the pre-powerstroke and post-rigor states, whereas a different path is most important in the rigor-like state. This finding suggests a mechanism for the actin-activated acceleration of Pi release.
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38
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Nishihara Y, Kato S, Hayashi S. Protein collective motions coupled to ligand migration in myoglobin. Biophys J 2010; 98:1649-57. [PMID: 20409486 DOI: 10.1016/j.bpj.2009.12.4318] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2009] [Revised: 12/06/2009] [Accepted: 12/18/2009] [Indexed: 11/19/2022] Open
Abstract
Ligand migration processes inside myoglobin and protein dynamics coupled to the migration were theoretically investigated with molecular dynamics simulations. Based on a linear response theory, we identified protein motions coupled to the transient migration of ligand, carbon monoxide (CO), through channels. The result indicates that the coupled protein motions involve collective motions extended over the entire protein correlated with local gating motions at the channels. Protein motions, coupled to opening of a channel from the distal pocket to a neighboring xenon site, were found to share the collective motion with experimentally observed protein motions coupled to a doming motion of the heme Fe atom upon photodissociation of the ligand. Analysis based on generalized Langevin dynamics elucidated slow and diffusive features of the protein response motions. Remarkably small transmission coefficients for rates of the CO migrations through myoglobin were found, suggesting that the CO migration dynamics are characterized as motions governed by the protein dynamics involving the collective motions, rather than as thermally activated transitions across energy barriers of well-structured channels.
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Affiliation(s)
- Yasutaka Nishihara
- Department of Chemistry, Graduate School of Science, Kyoto University, Kyoto Japan
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39
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Elber R. Ligand diffusion in globins: simulations versus experiment. Curr Opin Struct Biol 2010; 20:162-7. [PMID: 20116995 PMCID: PMC2854186 DOI: 10.1016/j.sbi.2010.01.002] [Citation(s) in RCA: 73] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2009] [Revised: 01/04/2010] [Accepted: 01/05/2010] [Indexed: 11/15/2022]
Abstract
Computer simulations in molecular biophysics describe in atomic detail the structure, dynamics, and function of biological macromolecules. To assess the quality of these models and to pick up new mechanisms, comparisons with experimental measurements are made. Most comparisons examine thermodynamic and average structural properties. Here we discuss studies of dynamics and fluctuations in a protein. The diffusion of a small ligand between internal cavities in myoglobin, and its escape to solvent are considered. Qualitative and semi-quantitative agreements between experiment and simulation are obtained for the identities of the cavities that physically trap the ligand and for the connections between them. However, experimental and computational 'doors' are at significant variance. Simulations suggest multiple gates while kinetic experiments point to one dominant exit.
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Affiliation(s)
- Ron Elber
- Department of Chemistry and Biochemistry, Institute of Computational Engineering and Sciences (ICES), 1 University Station, ICES, C0200, The University of Texas at Austin, Austin, TX 78712, USA
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Scorciapino MA, Robertazzi A, Casu M, Ruggerone P, Ceccarelli M. Heme Proteins: The Role of Solvent in the Dynamics of Gates and Portals. J Am Chem Soc 2010; 132:5156-63. [DOI: 10.1021/ja909822d] [Citation(s) in RCA: 22] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Mariano Andrea Scorciapino
- Department of Chemical Sciences, University of Cagliari, Sardinian Laboratory for Computational Materials Science SLACS (IOM-CNR), and Department of Physics, University of Cagliari, Cittadella Universitaria, I-09042 Monserrato, Italy
| | - Arturo Robertazzi
- Department of Chemical Sciences, University of Cagliari, Sardinian Laboratory for Computational Materials Science SLACS (IOM-CNR), and Department of Physics, University of Cagliari, Cittadella Universitaria, I-09042 Monserrato, Italy
| | - Mariano Casu
- Department of Chemical Sciences, University of Cagliari, Sardinian Laboratory for Computational Materials Science SLACS (IOM-CNR), and Department of Physics, University of Cagliari, Cittadella Universitaria, I-09042 Monserrato, Italy
| | - Paolo Ruggerone
- Department of Chemical Sciences, University of Cagliari, Sardinian Laboratory for Computational Materials Science SLACS (IOM-CNR), and Department of Physics, University of Cagliari, Cittadella Universitaria, I-09042 Monserrato, Italy
| | - Matteo Ceccarelli
- Department of Chemical Sciences, University of Cagliari, Sardinian Laboratory for Computational Materials Science SLACS (IOM-CNR), and Department of Physics, University of Cagliari, Cittadella Universitaria, I-09042 Monserrato, Italy
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Maragliano L, Cottone G, Ciccotti G, Vanden-Eijnden E. Mapping the Network of Pathways of CO Diffusion in Myoglobin. J Am Chem Soc 2009; 132:1010-7. [DOI: 10.1021/ja905671x] [Citation(s) in RCA: 94] [Impact Index Per Article: 5.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
- Luca Maragliano
- Department of Biochemistry and Molecular Biology, University of Chicago, Chicago, Illinois 60637, Department of Physical and Astronomical Sciences and CNISM, University of Palermo, Palermo, Italy, Physics Department and CNISM Unit of Rome 1, University of Rome “La Sapienza”, Rome, Italy, and Courant Institute of Mathematical Sciences, New York University, New York, New York 10012
| | - Grazia Cottone
- Department of Biochemistry and Molecular Biology, University of Chicago, Chicago, Illinois 60637, Department of Physical and Astronomical Sciences and CNISM, University of Palermo, Palermo, Italy, Physics Department and CNISM Unit of Rome 1, University of Rome “La Sapienza”, Rome, Italy, and Courant Institute of Mathematical Sciences, New York University, New York, New York 10012
| | - Giovanni Ciccotti
- Department of Biochemistry and Molecular Biology, University of Chicago, Chicago, Illinois 60637, Department of Physical and Astronomical Sciences and CNISM, University of Palermo, Palermo, Italy, Physics Department and CNISM Unit of Rome 1, University of Rome “La Sapienza”, Rome, Italy, and Courant Institute of Mathematical Sciences, New York University, New York, New York 10012
| | - Eric Vanden-Eijnden
- Department of Biochemistry and Molecular Biology, University of Chicago, Chicago, Illinois 60637, Department of Physical and Astronomical Sciences and CNISM, University of Palermo, Palermo, Italy, Physics Department and CNISM Unit of Rome 1, University of Rome “La Sapienza”, Rome, Italy, and Courant Institute of Mathematical Sciences, New York University, New York, New York 10012
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Scorciapino MA, Robertazzi A, Casu M, Ruggerone P, Ceccarelli M. Breathing motions of a respiratory protein revealed by molecular dynamics simulations. J Am Chem Soc 2009; 131:11825-32. [PMID: 19653680 DOI: 10.1021/ja9028473] [Citation(s) in RCA: 27] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Internal cavities, which are central to the biological functions of myoglobin, are exploited by gaseous ligands (e.g., O(2), NO, CO, etc.) to migrate inside the protein matrix. At present, it is not clear whether the ligand makes its own way inside the protein or instead the internal cavities are an intrinsic feature of myoglobin. To address this issue, standard molecular dynamics simulations were performed on horse-heart met-myoglobin with no ligand migrating inside the protein matrix. To reveal intrinsic internal pathways, the use of a statistical approach was applied to the cavity calculation, with special emphasis on the major pathway from the distal pocket to Xe1. Our study points out the remarkable dynamical behavior of Xe4, whose "breathing motions" may facilitate migration of ligands through the distal region. Additionally, our results highlight a two-way path for a ligand to diffuse through the proximal region, possibly allowing an alternative route in case Xe1 is occupied. Finally, our approach has led us to the identification of key residues, such as leucines, that may work as switches between cavities.
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Affiliation(s)
- Mariano Andrea Scorciapino
- Department of Chemical Sciences, University of Cagliari, Cittadella Universitaria, I-09042 Monserrato (Ca), Italy
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Bocahut A, Bernad S, Sebban P, Sacquin-Mora S. Relating the Diffusion of Small Ligands in Human Neuroglobin to Its Structural and Mechanical Properties. J Phys Chem B 2009; 113:16257-67. [DOI: 10.1021/jp906854x] [Citation(s) in RCA: 42] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Anthony Bocahut
- Laboratoire de Biochimie Théorique, UPR 9080 CNRS Institut de Biologie Physico-Chimique, 13 rue Pierre et Marie Curie, 75005 Paris, France, Laboratoire de Chimie Physique, Université Paris-sud 11, CNRS UMR8000 Bât. 350, 91405 Orsay, France
| | - Sophie Bernad
- Laboratoire de Biochimie Théorique, UPR 9080 CNRS Institut de Biologie Physico-Chimique, 13 rue Pierre et Marie Curie, 75005 Paris, France, Laboratoire de Chimie Physique, Université Paris-sud 11, CNRS UMR8000 Bât. 350, 91405 Orsay, France
| | - Pierre Sebban
- Laboratoire de Biochimie Théorique, UPR 9080 CNRS Institut de Biologie Physico-Chimique, 13 rue Pierre et Marie Curie, 75005 Paris, France, Laboratoire de Chimie Physique, Université Paris-sud 11, CNRS UMR8000 Bât. 350, 91405 Orsay, France
| | - Sophie Sacquin-Mora
- Laboratoire de Biochimie Théorique, UPR 9080 CNRS Institut de Biologie Physico-Chimique, 13 rue Pierre et Marie Curie, 75005 Paris, France, Laboratoire de Chimie Physique, Université Paris-sud 11, CNRS UMR8000 Bât. 350, 91405 Orsay, France
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Nishihara Y, Hayashi S, Kato S. A search for ligand diffusion pathway in myoglobin using a metadynamics simulation. Chem Phys Lett 2008. [DOI: 10.1016/j.cplett.2008.09.012] [Citation(s) in RCA: 25] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
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